eMLR - model fitting

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Last updated: 2021-06-23

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.

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R Markdown file: up-to-date

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Seed: set.seed(20200707)

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Repository version: 9215980

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These are the previous versions of the repository in which changes were made to the R Markdown (analysis/eMLR_model_fitting.Rmd) and HTML (docs/eMLR_model_fitting.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

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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
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	587	2.6964373	2844.36127	458.390958	9.5627409	1982-1999 –> 2000-2009	6.1649309	3.4684936	6772.46989	516.895972	15	16
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	587	2.6012785	2802.18144	847.177167	9.4903059	1982-1999 –> 2000-2009	6.3402148	3.7389363	6840.65879	980.392688	2	8
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	587	2.6148323	2808.28260	146.671877	9.4986114	1982-1999 –> 2000-2009	6.3470648	3.7322325	6844.12191	170.820174	4	9
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	587	2.6165975	2809.07484	204.497404	9.5007129	1982-1999 –> 2000-2009	6.3483815	3.7317840	6844.73752	234.377871	6	10
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	587	2.6276058	2814.00364	138.564526	9.0656587	1982-1999 –> 2000-2009	6.3525330	3.7249272	6846.96285	216.864620	7	10
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	587	2.6308344	2815.44529	210.389897	9.0306293	1982-1999 –> 2000-2009	6.3535643	3.7227298	6847.53706	321.552266	9	11
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	587	2.6140577	2807.93476	816.912467	9.0525911	1982-1999 –> 2000-2009	6.3540318	3.7399741	6846.82007	937.543877	3	10
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate	587	2.6152320	2806.46205	809.499617	8.9300374	1982-1999 –> 2000-2009	6.3791426	3.7639106	6852.72565	888.226320	5	15
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	587	2.6296825	2812.93114	138.039447	8.8987866	1982-1999 –> 2000-2009	6.3823451	3.7526626	6854.79524	152.149044	8	17
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	587	2.6323799	2814.13473	200.935027	8.8820869	1982-1999 –> 2000-2009	6.3844190	3.7520392	6855.75460	227.374183	10	18
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	295	2.6097031	1417.12325	39.221869	8.1456250	2000-2009 –> 2010-2019	5.2263006	2.6165975	4226.19810	243.719273	2	8
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	295	2.6127660	1417.81531	30.209349	8.1383895	2000-2009 –> 2010-2019	5.2275983	2.6148323	4226.09790	176.881227	3	7
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	295	2.6095756	1417.09442	93.684034	7.9526938	2000-2009 –> 2010-2019	5.2404100	2.6308344	4232.53971	304.073931	1	10
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	295	2.6139576	1418.08433	61.093167	7.9642741	2000-2009 –> 2010-2019	5.2415634	2.6276058	4232.08797	199.657693	4	11
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	295	2.6142095	1416.14117	35.104245	8.0550192	2000-2009 –> 2010-2019	5.2465893	2.6323799	4230.27590	236.039272	5	15
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	295	2.6171281	1416.79951	20.743346	8.0488706	2000-2009 –> 2010-2019	5.2468106	2.6296825	4229.73065	158.782794	6	14
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	295	2.6472868	1425.55955	38.806427	8.0769076	2000-2009 –> 2010-2019	5.2477370	2.6004502	4227.36707	223.002810	7	8
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	295	2.6749812	1431.69973	167.587793	8.1527642	2000-2009 –> 2010-2019	5.2762598	2.6012785	4233.88118	1014.764960	9	11
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	295	2.6847546	1433.85145	144.616735	7.9757958	2000-2009 –> 2010-2019	5.2988123	2.6140577	4241.78620	961.529202	10	13
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate	295	2.6853454	1431.98126	116.762783	8.0129821	2000-2009 –> 2010-2019	5.3005774	2.6152320	4238.44331	926.262399	11	16
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	774	2.9138956	3866.08874	698.315403	9.3200021	1982-1999 –> 2000-2009	5.2532406	2.3393450	9180.02774	793.336397	1	2
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	774	2.9182480	3868.39921	79.506270	9.3257795	1982-1999 –> 2000-2009	5.2784217	2.3601737	9203.04511	104.651796	2	4
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	774	2.9189030	3868.74664	120.649830	9.3204722	1982-1999 –> 2000-2009	5.2836546	2.3647516	9207.91914	166.562818	3	6
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	774	2.9195403	3869.08458	747.402334	9.7084669	1982-1999 –> 2000-2009	5.5151830	2.5956427	9425.88157	958.036948	5	9
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	774	2.9240930	3871.49662	85.827374	9.7240549	1982-1999 –> 2000-2009	5.5441889	2.6200959	9450.19772	108.099808	7	13
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	774	2.9232679	3871.05975	107.668270	9.7201871	1982-1999 –> 2000-2009	5.5447472	2.6214794	9450.99399	132.573025	6	13
Indian	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate	774	2.9908293	3904.42936	671.196549	9.1327294	1982-1999 –> 2000-2009	5.5974296	2.6066002	9469.06707	755.821980	14	19
Indian	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate_star	774	2.9970834	3907.66299	75.647882	9.2642403	1982-1999 –> 2000-2009	5.6273856	2.6303022	9493.44604	84.580347	18	26
Indian	(26,26.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	774	2.9960250	3907.11622	100.812868	9.2635402	1982-1999 –> 2000-2009	5.6279037	2.6318787	9494.29895	116.062727	16	25
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	774	2.9190184	3868.80780	92.029169	9.4954055	1982-1999 –> 2000-2009	5.6489565	2.7299381	9543.44381	117.435521	4	14
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	402	2.3152933	1829.81382	147.502682	9.4240627	2000-2009 –> 2010-2019	5.2291889	2.9138956	5695.90256	845.818085	1	2
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	402	2.3269234	1833.84235	26.347249	9.4440989	2000-2009 –> 2010-2019	5.2451714	2.9182480	5702.24156	105.853519	2	4
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	402	2.3284562	1834.37178	48.325781	9.4464044	2000-2009 –> 2010-2019	5.2473592	2.9189030	5703.11842	168.975611	3	6
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	402	2.4749513	1883.42804	299.076058	8.9806026	2000-2009 –> 2010-2019	5.3944916	2.9195403	5752.51262	1046.478392	4	9
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	402	2.4930902	1889.29906	37.711998	8.9942576	2000-2009 –> 2010-2019	5.4163581	2.9232679	5760.35880	145.380268	6	12
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	402	2.4928012	1889.20585	32.343231	8.9913514	2000-2009 –> 2010-2019	5.4168942	2.9240930	5760.70246	118.170604	5	12
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	402	2.5116091	1895.24918	37.170051	9.3818819	2000-2009 –> 2010-2019	5.4306275	2.9190184	5764.05698	129.199220	8	12
Indian	(26,26.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	402	2.5578515	1907.91736	8.150608	9.4993961	2000-2009 –> 2010-2019	5.4922753	2.9344238	5782.87343	54.870884	12	20
Indian	(26,26.5]	4	cstar_tref ~ sal + temp + aou + phosphate	402	2.5034005	1890.61720	116.594053	8.9070855	2000-2009 –> 2010-2019	5.4942299	2.9908293	5795.04656	787.790602	7	21
Indian	(26,26.5]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	402	2.5262445	1897.92057	19.843027	8.9161799	2000-2009 –> 2010-2019	5.5222695	2.9960250	5805.03679	120.655895	11	27
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	833	2.6247870	3985.64119	342.718116	9.8149536	1982-1999 –> 2000-2009	4.9463469	2.3215599	8892.83005	383.058965	1	2
Indian	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	833	2.6248942	3985.70920	522.448384	9.8977302	1982-1999 –> 2000-2009	4.9466692	2.3217751	8893.09863	584.700018	2	4
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	833	2.6249819	3985.76490	525.066609	9.8019784	1982-1999 –> 2000-2009	4.9476215	2.3226395	8893.95991	776.859888	3	6
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	833	2.9263258	4166.81516	36.129312	8.6963700	1982-1999 –> 2000-2009	5.3514751	2.4251493	9168.47083	68.499273	11	15
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	833	2.9261712	4166.72717	23.264872	8.6962298	1982-1999 –> 2000-2009	5.3522649	2.4260936	9169.22529	44.123544	10	15
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	833	2.9226353	4164.71278	284.499559	8.7446398	1982-1999 –> 2000-2009	5.3571663	2.4345310	9174.72371	447.210044	9	15
Indian	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	833	2.9838103	4197.22463	33.920474	8.6160203	1982-1999 –> 2000-2009	5.4228911	2.4390808	9209.27603	65.958736	17	24
Indian	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	833	2.9841127	4197.39348	21.934711	8.6224850	1982-1999 –> 2000-2009	5.4243010	2.4401883	9210.42721	42.574085	18	26
Indian	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	833	2.9898321	4200.58349	214.194299	8.6988583	1982-1999 –> 2000-2009	5.4395205	2.4496884	9222.02574	373.283085	19	28
Indian	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	833	2.8843155	4142.72476	535.563290	9.4633537	1982-1999 –> 2000-2009	5.4774076	2.5930920	9289.27732	769.601054	6	16
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	458	2.5644399	2176.38161	70.572669	8.5124355	2000-2009 –> 2010-2019	5.1892269	2.6247870	6162.02280	413.290785	2	3
Indian	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	458	2.5644252	2176.37637	105.972311	8.5151092	2000-2009 –> 2010-2019	5.1893194	2.6248942	6162.08557	628.420695	1	3
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	458	2.5650293	2176.59212	433.157288	8.4919954	2000-2009 –> 2010-2019	5.1900112	2.6249819	6162.35702	958.223898	3	6
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	458	2.6069431	2191.43903	25.526129	8.7862453	2000-2009 –> 2010-2019	5.5363104	2.9293673	6359.98487	52.654828	4	17
Indian	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	458	2.6895267	2220.00623	347.312719	8.6695794	2000-2009 –> 2010-2019	5.5738422	2.8843155	6362.73100	882.876009	14	20
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	458	2.6554908	2208.34032	363.662038	8.9458846	2000-2009 –> 2010-2019	5.5781261	2.9226353	6373.05310	648.161597	9	18
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	458	2.6547242	2208.07584	38.635753	8.9770200	2000-2009 –> 2010-2019	5.5808954	2.9261712	6374.80301	61.900625	7	17
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	458	2.6547225	2208.07525	58.418205	8.9770940	2000-2009 –> 2010-2019	5.5810483	2.9263258	6374.89041	94.547518	6	17
Indian	(26.5,26.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	458	2.6548242	2206.11033	10.106402	8.9809060	2000-2009 –> 2010-2019	5.5873658	2.9325417	6374.46053	26.243695	8	22
Indian	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	458	2.6205703	2194.21472	24.150186	8.9126086	2000-2009 –> 2010-2019	5.6242152	3.0036449	6402.47731	45.460848	5	25
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	860	2.8331623	4245.77110	330.830272	10.9093085	1982-1999 –> 2000-2009	5.8022941	2.9691318	10181.79666	466.540651	1	2
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	860	2.8386267	4249.08531	131.311925	10.9930307	1982-1999 –> 2000-2009	5.8079863	2.9693597	10185.29216	152.044801	2	4
Indian	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	860	2.8466841	4253.96062	196.695861	10.9792544	1982-1999 –> 2000-2009	5.8168093	2.9701251	10190.77628	226.748850	3	6
Indian	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	860	2.8911401	4280.61389	360.006870	10.1100208	1982-1999 –> 2000-2009	5.9249417	3.0338016	10267.53323	473.807448	4	8
Indian	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	860	2.9334419	4305.59776	104.796459	10.3745139	1982-1999 –> 2000-2009	6.0770270	3.1435851	10376.48012	123.685120	6	11
Indian	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	860	2.9872857	4336.88239	128.200455	11.0155314	1982-1999 –> 2000-2009	6.1765385	3.1892528	10441.83130	153.668674	11	17
Indian	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	860	2.9283410	4300.60426	167.532951	10.1175514	1982-1999 –> 2000-2009	6.3164382	3.3880972	10546.41119	214.713205	5	21
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	860	3.1288437	4416.51549	380.486895	10.3871179	1982-1999 –> 2000-2009	6.3318381	3.2029944	10531.61974	502.758094	14	23
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	860	3.1363514	4420.63773	37.805822	10.4569169	1982-1999 –> 2000-2009	6.3329380	3.1965866	10531.01191	57.602942	18	26
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	860	3.1375741	4421.30817	56.353392	10.4820445	1982-1999 –> 2000-2009	6.3333710	3.1957969	10531.09873	77.370009	20	27
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	436	2.4887766	2046.39639	258.332215	6.5019674	2000-2009 –> 2010-2019	5.3219389	2.8331623	6292.16749	589.162487	2	3
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	436	2.4947493	2048.48655	49.763080	6.5390031	2000-2009 –> 2010-2019	5.3333760	2.8386267	6297.57186	181.075005	3	5
Indian	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	436	2.4957495	2048.83607	67.094216	6.5483180	2000-2009 –> 2010-2019	5.3424336	2.8466841	6302.79669	263.790078	4	7
Indian	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	436	2.4608366	2036.55161	164.734850	7.8085803	2000-2009 –> 2010-2019	5.3519768	2.8911401	6317.16551	524.741720	1	5
Indian	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	436	2.5358505	2062.73578	43.645269	8.6349750	2000-2009 –> 2010-2019	5.4692924	2.9334419	6368.33353	148.441728	5	11
Indian	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	436	2.5468272	2066.50217	54.749780	8.7365390	2000-2009 –> 2010-2019	5.5341129	2.9872857	6403.38456	182.950235	6	17
Indian	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	436	2.7184578	2121.37086	84.606609	8.0068908	2000-2009 –> 2010-2019	5.6467988	2.9283410	6421.97513	252.139561	22	27
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	436	2.5817601	2078.38144	251.299041	8.2538628	2000-2009 –> 2010-2019	5.7106038	3.1288437	6494.89693	631.785936	11	25
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	436	2.5800207	2077.79374	23.477334	8.2410536	2000-2009 –> 2010-2019	5.7163721	3.1363514	6498.43148	61.283156	9	27
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	436	2.5800095	2077.78995	25.148778	8.2409656	2000-2009 –> 2010-2019	5.7175836	3.1375741	6499.09812	81.502170	8	28
Indian	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	767	2.3028876	3470.25901	110.618645	9.3781696	1982-1999 –> 2000-2009	4.5658129	2.2629253	9041.95285	128.445991	2	4
Indian	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	767	2.2930741	3463.70805	276.496031	9.2948981	1982-1999 –> 2000-2009	4.5686169	2.2755428	9049.22476	360.454358	1	4
Indian	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	767	2.3160297	3478.98834	139.653215	9.3577910	1982-1999 –> 2000-2009	4.5719020	2.2558723	9042.92182	162.136535	3	4
Indian	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	767	2.3924087	3528.76093	228.816571	7.7830734	1982-1999 –> 2000-2009	4.8082320	2.4158233	9262.99394	291.279770	4	8
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	767	2.4296602	3552.46235	41.314359	9.1863141	1982-1999 –> 2000-2009	5.0376657	2.6080056	9476.98780	57.120850	7	13
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	767	2.4279918	3551.40864	24.524233	9.1679380	1982-1999 –> 2000-2009	5.0446208	2.6166290	9484.14056	39.179764	6	14
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	767	2.4261053	3550.21627	224.623640	9.1198847	1982-1999 –> 2000-2009	5.0701066	2.6440014	9508.81894	302.547334	5	14
Indian	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	767	2.5662742	3636.37787	54.058093	8.1570051	1982-1999 –> 2000-2009	5.1005979	2.5343237	9489.65714	68.019485	12	17
Indian	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	767	2.4762239	3579.58286	183.873919	8.8857890	1982-1999 –> 2000-2009	5.1407663	2.6645424	9555.42446	245.736642	8	19
Indian	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	767	2.5282332	3611.46848	26.235383	9.2864858	1982-1999 –> 2000-2009	5.1974482	2.6692150	9591.66577	36.037472	11	23
Indian	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	491	2.1651508	2165.98284	36.625896	8.5571798	2000-2009 –> 2010-2019	4.4811805	2.3160297	5644.97118	176.279111	1	4
Indian	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	491	2.1796324	2172.52905	30.639762	8.5405175	2000-2009 –> 2010-2019	4.4825200	2.3028876	5642.78806	141.258407	2	4
Indian	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	491	2.2199535	2190.52912	148.578843	8.5323701	2000-2009 –> 2010-2019	4.5130275	2.2930741	5654.23717	425.074873	3	4
Indian	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	491	2.2895851	2220.85761	111.232833	7.0981346	2000-2009 –> 2010-2019	4.6819938	2.3924087	5749.61854	340.049403	4	8
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	491	2.3905760	2263.24434	14.850400	7.1831503	2000-2009 –> 2010-2019	4.8202361	2.4296602	5815.70669	56.164760	5	12
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	491	2.3975838	2266.11881	13.507378	7.1846349	2000-2009 –> 2010-2019	4.8255756	2.4279918	5817.52745	38.031611	6	12
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	491	2.4476500	2286.41372	127.187137	7.2180843	2000-2009 –> 2010-2019	4.8737553	2.4261053	5836.62999	351.810777	8	13
Indian	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	491	2.4552512	2287.45858	106.054762	7.0052749	2000-2009 –> 2010-2019	4.9314751	2.4762239	5867.04145	289.928681	9	17
Indian	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	491	2.4364755	2281.92023	19.196766	6.7256371	2000-2009 –> 2010-2019	5.0027497	2.5662742	5918.29810	73.254859	7	19
Indian	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	491	2.5174363	2312.02036	9.913653	8.0747822	2000-2009 –> 2010-2019	5.0398311	2.5223948	5919.94231	31.463470	12	22
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1513	2.2942220	6820.47965	56.124888	7.9670264	1982-1999 –> 2000-2009	4.3067283	2.0125062	15362.83337	77.058106	2	4
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1513	2.2977553	6825.13631	68.608339	8.0285779	1982-1999 –> 2000-2009	4.3102041	2.0124488	15367.37518	93.808767	5	6
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1513	2.2913318	6816.66507	278.258898	7.8105904	1982-1999 –> 2000-2009	4.3102337	2.0189019	15371.79302	401.125230	1	4
Indian	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1513	2.2954263	6822.06761	151.279049	7.7701617	1982-1999 –> 2000-2009	4.3190876	2.0236613	15386.67529	242.169109	3	7
Indian	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1513	2.2957940	6820.55234	151.156715	7.6531568	1982-1999 –> 2000-2009	4.3273234	2.0315294	15398.78293	235.389034	4	9
Indian	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1513	2.4047280	6962.83171	39.684916	7.8970696	1982-1999 –> 2000-2009	4.5158160	2.1110881	15697.71946	63.149844	6	15
Indian	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1513	2.4456531	7011.89679	20.864407	8.1565786	1982-1999 –> 2000-2009	4.5582996	2.1126464	15747.75539	32.602626	9	19
Indian	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1513	2.4360619	7002.00622	29.437107	7.9518076	1982-1999 –> 2000-2009	4.6252901	2.1892282	15883.22137	51.612719	7	18
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1513	2.4447453	7012.77336	103.299263	8.0577853	1982-1999 –> 2000-2009	4.6620379	2.2172926	15945.27090	171.701331	8	23
Indian	(27.25,27.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1513	2.4679154	7041.31726	884.323238	8.3712552	1982-1999 –> 2000-2009	4.6850306	2.2171151	15973.49258	1865.543401	10	24
Indian	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	747	2.0165669	3181.78057	148.674685	6.8378441	2000-2009 –> 2010-2019	4.3119932	2.2954263	10003.84818	299.953734	1	4
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	747	2.0331238	3193.99685	33.734842	6.6698992	2000-2009 –> 2010-2019	4.3273458	2.2942220	10014.47650	89.859729	3	5
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	747	2.0327384	3193.71364	36.164170	6.7115712	2000-2009 –> 2010-2019	4.3304937	2.2977553	10018.84996	104.772509	2	7
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	747	2.0407974	3199.62502	204.359294	6.5807690	2000-2009 –> 2010-2019	4.3321291	2.2913318	10016.29009	482.618192	4	5
Indian	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	747	2.0489084	3203.55109	144.146253	6.9516424	2000-2009 –> 2010-2019	4.3447024	2.2957940	10024.10342	295.302969	5	9
Indian	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	747	2.1863746	3302.56778	27.406246	8.0794225	2000-2009 –> 2010-2019	4.5911025	2.4047280	10265.39949	67.091162	10	16
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	747	2.1708996	3291.95580	70.921625	7.6162733	2000-2009 –> 2010-2019	4.6156450	2.4447453	10304.72916	174.220888	6	14
Indian	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	747	2.1930040	3305.09097	18.272755	8.2284160	2000-2009 –> 2010-2019	4.6386571	2.4456531	10316.98775	39.137161	12	21
Indian	(27.25,27.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	747	2.1710556	3292.06316	983.603348	7.6417760	2000-2009 –> 2010-2019	4.6389711	2.4679154	10333.38042	1867.926586	7	17
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	747	2.1821731	3299.69405	27.082630	7.6621127	2000-2009 –> 2010-2019	4.6509414	2.4687683	10342.05682	59.153687	9	20
Indian	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1640	1.6757314	6361.41754	299.643966	5.9899181	1982-1999 –> 2000-2009	3.2713716	1.5956402	12954.53041	643.925540	1	4
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1640	1.8492976	6684.68178	308.829066	6.9072137	1982-1999 –> 2000-2009	3.4259698	1.5766722	13236.08305	659.795158	2	3
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1640	1.9037657	6779.89357	75.537340	7.4722509	1982-1999 –> 2000-2009	3.4967147	1.5929490	13367.11857	142.706977	3	5
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1640	1.9381941	6838.68031	87.945477	7.7968866	1982-1999 –> 2000-2009	3.5502719	1.6120778	13467.54125	158.536113	7	11
Indian	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1640	1.9264887	6818.81110	471.116987	10.9785572	1982-1999 –> 2000-2009	3.5720893	1.6456006	13519.46052	987.751795	5	11
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1640	1.9253617	6816.89174	217.874874	10.8396600	1982-1999 –> 2000-2009	3.5741813	1.6488196	13524.35740	361.577066	4	12
Indian	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	1640	1.9272207	6818.05715	216.275375	10.9417122	1982-1999 –> 2000-2009	3.5772889	1.6500682	13526.16321	359.967233	6	16
Indian	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1640	2.0251838	6980.68478	265.842298	8.0166931	1982-1999 –> 2000-2009	3.6404637	1.6152798	13614.46707	522.100687	9	14
Indian	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1640	2.0012138	6941.63115	379.953876	10.4812769	1982-1999 –> 2000-2009	3.6484573	1.6472435	13643.76100	792.453971	8	15
Indian	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	1640	2.0268191	6983.33224	217.614159	10.4889725	1982-1999 –> 2000-2009	3.6761805	1.6493614	13689.94378	360.595089	10	19
Indian	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	856	1.8563759	3502.31074	649.303153	18.9241872	2000-2009 –> 2010-2019	3.5321073	1.6757314	9863.72828	948.947119	2	3
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	856	1.8397244	3486.88500	577.229030	17.4328373	2000-2009 –> 2010-2019	3.6890221	1.8492976	10171.56678	886.058096	1	3
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	856	1.8666644	3511.77286	92.297674	17.9949151	2000-2009 –> 2010-2019	3.7704301	1.9037657	10291.66643	167.835014	4	7
Indian	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	856	1.8748741	3519.28580	709.694930	18.7725512	2000-2009 –> 2010-2019	3.8013627	1.9264887	10338.09690	1180.811917	5	10
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	856	1.8812898	3525.13422	253.378197	19.2577709	2000-2009 –> 2010-2019	3.8066515	1.9253617	10342.02596	471.253072	6	10
Indian	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	856	1.8843290	3525.89770	252.770698	19.6984387	2000-2009 –> 2010-2019	3.8115497	1.9272207	10343.95485	469.046074	7	13
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	856	1.8869379	3530.26631	97.703854	18.4257487	2000-2009 –> 2010-2019	3.8251320	1.9381941	10368.94662	185.649331	8	15
Indian	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	856	1.8563787	3500.31331	456.726050	18.9161069	2000-2009 –> 2010-2019	3.8815625	2.0251838	10480.99809	722.568348	3	12
Indian	(27.5,27.75]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	856	1.9073235	3546.66277	597.455362	19.3109825	2000-2009 –> 2010-2019	3.9085373	2.0012138	10488.29393	977.409238	10	18
Indian	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	856	1.9058102	3545.30391	252.261642	19.6485701	2000-2009 –> 2010-2019	3.9326293	2.0268191	10528.63616	469.875801	9	19
Indian	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	755	1.4226051	2688.85675	779.957450	4.8005914	1982-1999 –> 2000-2009	2.7069664	1.2843613	5724.10889	1656.254609	1	2
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	755	1.4529514	2720.72859	523.250912	5.0073539	1982-1999 –> 2000-2009	2.7581988	1.3052474	5785.17795	970.722366	2	4
Indian	(27.75,27.85]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	755	1.4536355	2719.43935	437.617559	5.3054000	1982-1999 –> 2000-2009	2.7882347	1.3345992	5822.14021	1313.863795	3	8
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	755	1.4809463	2749.54587	576.185894	5.5469155	1982-1999 –> 2000-2009	2.8176672	1.3367209	5857.12194	1295.030939	4	12
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	755	1.5188274	2787.68446	105.169048	5.3812609	1982-1999 –> 2000-2009	2.8542541	1.3354267	5893.50728	137.442984	6	13
Indian	(27.75,27.85]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	755	1.5480516	2814.46278	769.355292	4.9411373	1982-1999 –> 2000-2009	2.8586765	1.3106250	5884.35395	1628.189344	9	12
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	755	1.4970030	2763.82949	431.008893	5.6760898	1982-1999 –> 2000-2009	2.8599012	1.3628982	5904.50864	818.741028	5	19
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	755	1.5287308	2797.49833	142.299367	5.3923220	1982-1999 –> 2000-2009	2.8750274	1.3462966	5917.99425	175.553235	7	17
Indian	(27.75,27.85]	3	cstar_tref ~ aou + phosphate + phosphate_star	755	1.5485909	2812.98875	410.779827	4.9994384	1982-1999 –> 2000-2009	2.8838996	1.3353087	5914.65167	1256.324566	10	16
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	755	1.5440379	2812.54270	503.886386	5.9501500	1982-1999 –> 2000-2009	2.8990057	1.3549678	5944.65900	785.316177	8	21
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	425	1.8508172	1743.38093	995.690401	10.7736947	2000-2009 –> 2010-2019	3.3037686	1.4529514	4464.10952	1518.941312	4	5
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	425	1.8896297	1759.02149	841.136566	11.4187740	2000-2009 –> 2010-2019	3.3866326	1.4970030	4522.85098	1272.145459	8	10
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	425	1.8539546	1744.82057	404.069515	10.9947935	2000-2009 –> 2010-2019	3.3979925	1.5440379	4557.36327	907.955901	5	10
Indian	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	425	1.7968573	1718.23105	693.368398	10.4929850	2000-2009 –> 2010-2019	3.4116044	1.6147471	4598.38759	1182.731417	1	11
Indian	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	425	1.8090641	1721.98594	650.552712	10.7140083	2000-2009 –> 2010-2019	3.4274373	1.6183732	4603.52950	1124.055727	2	13
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	425	1.9274396	1777.86138	75.726008	11.3982614	2000-2009 –> 2010-2019	3.4462670	1.5188274	4565.54584	180.895056	13	16
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	425	1.9486541	1787.16586	75.914577	11.4708570	2000-2009 –> 2010-2019	3.4773849	1.5287308	4584.66419	218.213945	18	22
Indian	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate	425	1.8604207	1745.77999	505.248583	10.9690451	2000-2009 –> 2010-2019	3.4851349	1.6247142	4633.22836	916.560298	7	19
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	425	1.9065368	1768.59291	443.756074	11.3740499	2000-2009 –> 2010-2019	3.4868907	1.5803539	4616.23980	1031.838638	11	19
Indian	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	425	1.8429181	1739.74546	395.677529	10.7869684	2000-2009 –> 2010-2019	3.5061090	1.6631909	4664.53702	893.028284	3	19
Indian	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1193	1.2979937	4021.90332	930.828536	4.0244540	1982-1999 –> 2000-2009	2.5222015	1.2242078	8575.35433	1126.097077	2	20
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1193	1.3328674	4085.16290	988.531063	4.0725283	1982-1999 –> 2000-2009	2.5333887	1.2005213	8583.90720	1193.299695	4	17
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1193	1.3754054	4160.12136	441.981547	4.6744585	1982-1999 –> 2000-2009	2.5509758	1.1755704	8600.05892	607.822179	5	6
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1193	1.4166433	4230.60772	699.619575	4.7270176	1982-1999 –> 2000-2009	2.5927073	1.1760640	8671.72071	877.817976	8	10
Indian	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1193	1.2770382	3983.06809	950.190181	4.7916515	1982-1999 –> 2000-2009	2.5957269	1.3186887	8744.68194	1145.478739	1	37
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1193	1.4183397	4233.46315	312.767927	4.6148649	1982-1999 –> 2000-2009	2.6053187	1.1869790	8700.44309	505.198414	10	20
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1193	1.4326230	4255.37104	311.989131	4.3182642	1982-1999 –> 2000-2009	2.6388981	1.2062751	8765.50312	502.047275	11	26
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + nitrate	1193	1.4810223	4334.64724	199.972028	4.6731338	1982-1999 –> 2000-2009	2.6573623	1.1763401	8774.41743	324.533270	13	16
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1193	1.4898031	4350.75190	336.153361	4.6407364	1982-1999 –> 2000-2009	2.6736611	1.1838579	8810.35968	424.622505	15	21
Indian	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	1193	1.4169011	4229.04186	484.758861	4.7323281	1982-1999 –> 2000-2009	2.6804093	1.2635083	8868.96787	641.410423	9	36
Indian	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	698	1.4696325	2532.31550	377.158171	8.0370510	2000-2009 –> 2010-2019	2.7676263	1.2979937	6554.21882	1307.986707	3	5
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	698	1.4693551	2532.05190	288.398682	8.5077305	2000-2009 –> 2010-2019	2.8447605	1.3754054	6692.17326	730.380229	2	7
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	698	1.5248206	2583.77817	364.148303	8.6316078	2000-2009 –> 2010-2019	2.8576881	1.3328674	6668.94107	1352.679367	25	29
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	698	1.4597962	2522.94057	340.889998	8.2835748	2000-2009 –> 2010-2019	2.8764395	1.4166433	6753.54829	1040.509573	1	9
Indian	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	698	1.4764503	2536.77672	331.849840	8.0059345	2000-2009 –> 2010-2019	2.8933514	1.4169011	6765.81858	816.608701	5	14
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	698	1.4908813	2552.35513	320.557189	8.5183112	2000-2009 –> 2010-2019	2.9092210	1.4183397	6785.81828	633.325116	9	19
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + nitrate	698	1.4708794	2531.49936	178.469197	8.4905492	2000-2009 –> 2010-2019	2.9519016	1.4810223	6866.14660	378.441225	4	17
Indian	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	698	1.6793178	2718.50738	363.508728	8.6279094	2000-2009 –> 2010-2019	2.9563560	1.2770382	6701.57547	1313.698908	43	44
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate	698	1.5304366	2586.91028	319.290703	8.5000780	2000-2009 –> 2010-2019	2.9630596	1.4326230	6842.28132	631.279834	28	39
Indian	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	698	1.5773685	2629.07628	316.821420	8.1490169	2000-2009 –> 2010-2019	2.9646277	1.3872592	6807.67305	1305.103715	36	43
Indian	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1830	1.4003491	6439.71595	556.281761	4.8629783	1982-1999 –> 2000-2009	2.5498564	1.1495073	14444.53452	1010.893332	1	3
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1830	1.4246108	6502.58413	988.700856	5.7293165	1982-1999 –> 2000-2009	2.5660657	1.1414549	14471.35411	1682.852155	2	3
Indian	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1830	1.4701556	6615.76287	407.742836	6.2071239	1982-1999 –> 2000-2009	2.6196694	1.1495138	14618.61037	810.439978	3	6
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1830	1.5171460	6732.91632	807.147235	5.1936755	1982-1999 –> 2000-2009	2.7489359	1.2317898	15092.25839	1286.206464	5	15
Indian	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1830	1.5880348	6900.05497	647.732952	5.7257522	1982-1999 –> 2000-2009	2.7512141	1.1631793	14965.50508	1282.548752	8	12
Indian	(27.95,28.05]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1830	1.5981160	6921.21613	549.145158	5.9207693	1982-1999 –> 2000-2009	2.7632885	1.1651725	14993.44593	1145.608261	9	14
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1830	1.6119339	6952.72579	446.604126	6.2145599	1982-1999 –> 2000-2009	2.8461665	1.2342326	15320.22716	797.646200	13	24
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1830	1.6318774	6999.73106	171.882398	5.4461564	1982-1999 –> 2000-2009	2.8485508	1.2166734	15295.75338	252.930604	15	21
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1830	1.5991802	6925.65264	200.407257	6.0891692	1982-1999 –> 2000-2009	2.8520849	1.2529047	15372.15194	306.878390	10	27
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1830	1.6352818	7005.35836	97.345528	5.7295666	1982-1999 –> 2000-2009	2.8561015	1.2208197	15316.82661	173.820288	19	26
Indian	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1191	1.5927511	4502.64389	795.835846	6.6126582	2000-2009 –> 2010-2019	2.9931002	1.4003491	10942.35984	1352.117607	5	6
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1191	1.6134255	4533.36412	647.215293	7.2698718	2000-2009 –> 2010-2019	3.0380364	1.4246108	11035.94824	1635.916150	15	17
Indian	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1191	1.5795131	4482.76347	526.083288	6.5907324	2000-2009 –> 2010-2019	3.0856657	1.5061525	11189.06223	1380.166694	1	5
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1191	1.5917853	4501.19915	801.476826	6.9799356	2000-2009 –> 2010-2019	3.1089314	1.5171460	11234.11547	1608.624060	4	9
Indian	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1191	1.6414833	4572.43152	563.632673	6.7888953	2000-2009 –> 2010-2019	3.1116390	1.4701556	11188.19438	971.375509	42	45
Indian	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1191	1.5963475	4506.01632	288.775150	6.3409888	2000-2009 –> 2010-2019	3.1164320	1.5200846	11244.01479	729.819805	8	14
Indian	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1191	1.5978416	4508.24469	546.406003	6.5479153	2000-2009 –> 2010-2019	3.1537509	1.5559093	11331.49992	1325.174392	9	16
Indian	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1191	1.5839161	4489.39418	847.017334	6.8624989	2000-2009 –> 2010-2019	3.1719509	1.5880348	11389.44915	1494.750286	2	10
Indian	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1191	1.5839164	4487.39458	462.248129	6.8598638	2000-2009 –> 2010-2019	3.1944426	1.6105262	11436.92280	1096.234262	3	15
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1191	1.5954785	4506.71925	125.926489	6.7816539	2000-2009 –> 2010-2019	3.1946587	1.5991802	11432.37189	326.333746	6	16
Indian	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	952	0.8220453	2342.55154	781.896526	5.1621842	1982-1999 –> 2000-2009	1.6055661	0.7835208	5491.40045	1705.917651	1	2
Indian	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	952	0.8489198	2401.80174	776.827168	5.7218055	1982-1999 –> 2000-2009	1.6510912	0.8021714	5611.41470	1581.184767	2	4
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	952	0.8976041	2509.97716	284.833505	4.7931862	1982-1999 –> 2000-2009	1.7272810	0.8296769	5811.53914	387.580685	5	8
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	952	0.8974487	2509.64746	285.610368	4.7688274	1982-1999 –> 2000-2009	1.7283598	0.8309111	5815.17516	400.467928	4	8
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	952	0.8984248	2511.71725	285.925283	4.7688893	1982-1999 –> 2000-2009	1.7326661	0.8342413	5827.91658	441.646126	7	14
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	952	0.8949576	2504.35497	268.762514	4.6068139	1982-1999 –> 2000-2009	1.7355607	0.8406031	5840.82306	383.582356	3	12
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	952	0.9218037	2558.62953	223.028871	5.4025674	1982-1999 –> 2000-2009	1.7538583	0.8320547	5865.82672	324.645456	18	23
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	952	0.9227762	2560.63725	248.594192	5.3991285	1982-1999 –> 2000-2009	1.7561091	0.8333329	5871.92982	363.144382	20	26
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	952	0.8986292	2512.15042	269.310463	4.6426831	1982-1999 –> 2000-2009	1.7574234	0.8587941	5905.73930	367.068157	8	19
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	952	0.9248390	2564.88882	200.744964	5.4174111	1982-1999 –> 2000-2009	1.7616718	0.8368328	5887.36327	313.528702	25	33
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	826	1.3128735	2807.79102	225.643449	7.3656524	2000-2009 –> 2010-2019	2.2078311	0.8949576	5312.14599	494.405963	1	2
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	826	1.3137565	2808.90168	232.870376	7.4051110	2000-2009 –> 2010-2019	2.2112052	0.8974487	5318.54914	518.480744	2	4
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	826	1.3139157	2809.10184	217.304295	7.4155170	2000-2009 –> 2010-2019	2.2115198	0.8976041	5319.07900	502.137800	3	6
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	826	1.3146527	2808.02827	181.334586	7.4964856	2000-2009 –> 2010-2019	2.2124365	0.8977838	5316.38658	363.795064	4	8
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	826	1.3155955	2811.21258	212.201379	7.4454441	2000-2009 –> 2010-2019	2.2140203	0.8984248	5322.92983	498.126662	5	10
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	826	1.3200409	2816.78521	212.092876	7.4783848	2000-2009 –> 2010-2019	2.2186701	0.8986292	5328.93563	481.403339	6	12
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + silicate	826	1.3229609	2818.43555	204.419989	7.5657874	2000-2009 –> 2010-2019	2.2216139	0.8986530	5328.63638	472.892258	8	15
Indian	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	826	1.3235921	2819.22358	169.487110	7.7157201	2000-2009 –> 2010-2019	2.2224965	0.8989043	5329.95678	382.284107	9	17
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate	826	1.3226996	2818.10922	211.855774	7.5774173	2000-2009 –> 2010-2019	2.2225484	0.8998488	5330.84182	492.285549	7	17
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + silicate	826	1.3238228	2819.51150	211.257508	7.5272108	2000-2009 –> 2010-2019	2.2230965	0.8992737	5331.02693	451.487540	10	19
Indian	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1701	0.9693041	4735.16495	473.594938	6.8300165	1982-1999 –> 2000-2009	1.9408044	0.9715003	11201.66040	950.614124	1	2
Indian	(28.1,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1701	0.9798427	4769.95327	471.266564	8.8590191	1982-1999 –> 2000-2009	2.0149816	1.0351389	11528.98024	922.995336	2	4
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1701	1.0086619	4870.56994	128.561893	8.9010662	1982-1999 –> 2000-2009	2.1226891	1.1140272	11972.53295	222.289972	3	9
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1701	1.0213780	4913.19035	129.588983	9.7837705	1982-1999 –> 2000-2009	2.1283034	1.1069254	11985.46665	222.344951	6	10
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1701	1.0217595	4914.46070	129.773488	9.8073643	1982-1999 –> 2000-2009	2.1287561	1.1069966	11987.03539	222.577588	8	13
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1701	1.0233289	4919.68223	129.353382	9.7529299	1982-1999 –> 2000-2009	2.1298464	1.1065175	11990.24731	221.533361	10	13
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1701	1.0383707	4967.32378	102.916696	11.7731974	1982-1999 –> 2000-2009	2.1614380	1.1230673	12104.80377	194.811123	23	30
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1701	1.0346665	4955.16627	103.333290	12.1875566	1982-1999 –> 2000-2009	2.1967912	1.1621246	12251.33906	179.016189	17	26
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1701	1.0347389	4955.40434	102.839705	12.1820673	1982-1999 –> 2000-2009	2.1968791	1.1621402	12251.63908	178.438153	18	28
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	1701	1.0370119	4962.86931	104.272471	12.1945853	1982-1999 –> 2000-2009	2.1991785	1.1621666	12259.20968	180.579635	22	33
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1145	1.0988782	3479.29290	83.157915	5.6297194	2000-2009 –> 2010-2019	2.1075401	1.0086619	8349.86284	211.719809	1	3
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1145	1.1031275	3488.13123	83.499041	5.6672161	2000-2009 –> 2010-2019	2.1245055	1.0213780	8401.32159	213.088023	2	7
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1145	1.1032616	3488.40947	81.378810	5.6703385	2000-2009 –> 2010-2019	2.1250210	1.0217595	8402.87017	211.152298	3	10
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1145	1.1039809	3489.90211	77.111433	5.6826652	2000-2009 –> 2010-2019	2.1273098	1.0233289	8409.58434	206.464815	4	13
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1145	1.1088195	3497.91704	81.997900	5.7199316	2000-2009 –> 2010-2019	2.1410951	1.0322755	8445.21253	185.983263	5	19
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1145	1.1105478	3501.48360	82.251031	5.7350686	2000-2009 –> 2010-2019	2.1452144	1.0346665	8456.64987	185.584320	6	22
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1145	1.1106527	3501.69983	78.625398	5.7372674	2000-2009 –> 2010-2019	2.1453916	1.0347389	8457.10417	181.465104	7	24
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	1145	1.1116200	3503.69338	76.914334	5.7526235	2000-2009 –> 2010-2019	2.1486319	1.0370119	8466.56269	181.186805	8	29
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1145	1.1344798	3550.30815	80.466115	5.9319621	2000-2009 –> 2010-2019	2.1728504	1.0383707	8517.63194	183.382811	11	33
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1145	1.1224346	3527.86442	77.616713	5.7337774	2000-2009 –> 2010-2019	2.1745053	1.0520707	8541.77998	204.965855	9	38
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1043	0.7020693	2236.03928	151.794782	3.4426550	1982-1999 –> 2000-2009	1.5715936	0.8695243	5353.20757	402.390653	1	2
Indian	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1043	0.7028538	2238.36893	155.256679	3.5011025	1982-1999 –> 2000-2009	1.5725331	0.8696793	5355.96964	410.576287	2	4
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1043	0.7033154	2239.73843	208.949472	3.5253901	1982-1999 –> 2000-2009	1.5731653	0.8698499	5357.81503	596.374772	3	6
Indian	(28.2,28.3]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1043	0.7035980	2240.57630	267.071639	3.5398011	1982-1999 –> 2000-2009	1.5735976	0.8699997	5359.07048	789.120995	4	8
Indian	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1043	0.8051049	2521.69696	219.872646	3.3446868	1982-1999 –> 2000-2009	1.7210350	0.9159301	5765.00212	681.804531	8	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1043	0.8050086	2521.44751	186.106395	3.3277461	1982-1999 –> 2000-2009	1.7212476	0.9162391	5765.57083	476.774727	7	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1043	0.8049554	2521.30956	173.785924	3.3153360	1982-1999 –> 2000-2009	1.7214670	0.9165117	5766.15456	432.880150	6	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1043	0.8048969	2521.15806	171.451595	3.2807053	1982-1999 –> 2000-2009	1.7219332	0.9170363	5767.39134	427.135807	5	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1043	0.8191208	2557.69937	243.373435	4.4818117	1982-1999 –> 2000-2009	1.7923623	0.9732415	5948.24370	658.554054	9	22
Indian	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1043	0.8656131	2670.86012	151.708985	3.7066644	1982-1999 –> 2000-2009	1.8129942	0.9473811	5994.07028	399.287187	10	19
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	698	0.6350847	1361.05862	389.250264	2.2539942	2000-2009 –> 2010-2019	1.3384002	0.7033154	3600.79705	598.199735	2	5
Indian	(28.2,28.3]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	698	0.6348043	1360.44197	562.262985	2.2536031	2000-2009 –> 2010-2019	1.3384022	0.7035980	3601.01828	829.334624	1	5
Indian	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	698	0.6358060	1362.64320	311.968803	2.2499514	2000-2009 –> 2010-2019	1.3386598	0.7028538	3601.01213	467.225482	3	5
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	698	0.6371099	1365.50300	307.362209	2.2470768	2000-2009 –> 2010-2019	1.3391792	0.7020693	3601.54228	459.156991	4	5
Indian	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	698	0.6578756	1410.27788	602.418572	2.1887212	2000-2009 –> 2010-2019	1.4629804	0.8051049	3931.97483	822.291218	5	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	698	0.6582658	1411.10566	325.401720	2.1897315	2000-2009 –> 2010-2019	1.4632744	0.8050086	3932.55317	511.508115	6	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	698	0.6589542	1412.56481	305.419635	2.1895132	2000-2009 –> 2010-2019	1.4639095	0.8049554	3933.87437	479.205559	7	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	698	0.6601693	1415.13662	301.500299	2.1929665	2000-2009 –> 2010-2019	1.4650662	0.8048969	3936.29468	472.951894	8	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	698	0.6606980	1416.25418	391.826819	2.5457249	2000-2009 –> 2010-2019	1.4798188	0.8191208	3973.95355	635.200253	9	18
Indian	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	698	0.6659195	1425.24337	300.958973	2.3054220	2000-2009 –> 2010-2019	1.5315326	0.8656131	4096.10349	452.667958	13	23
Indian	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	339	0.4254294	396.58330	523.697910	1.2284662	1982-1999 –> 2000-2009	0.9611182	0.5356889	1030.47798	876.186662	1	11
Indian	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	339	0.5018868	508.64020	658.844530	1.9384389	1982-1999 –> 2000-2009	1.0112804	0.5093936	1103.27555	1359.122200	3	4
Indian	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	339	0.5031035	510.28187	598.020504	1.9405072	1982-1999 –> 2000-2009	1.0125303	0.5094268	1104.96801	1232.818784	4	6
Indian	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	339	0.5041856	511.73854	636.810448	1.9523655	1982-1999 –> 2000-2009	1.0136884	0.5095029	1106.54115	1297.021886	5	8
Indian	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	339	0.5006731	506.99864	755.695931	1.6263642	1982-1999 –> 2000-2009	1.0141953	0.5135222	1107.93028	1710.209415	2	6
Indian	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	339	0.5075684	514.27238	468.098920	1.8501172	1982-1999 –> 2000-2009	1.0323135	0.5247451	1130.06720	902.255826	6	15
Indian	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	339	0.5294194	542.84970	103.147720	2.2574190	1982-1999 –> 2000-2009	1.0675627	0.5381433	1178.31008	190.605735	7	18
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	339	0.5445869	564.00095	279.275782	1.9160652	1982-1999 –> 2000-2009	1.1020441	0.5574572	1228.96474	506.661531	12	25
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	339	0.5445574	563.96417	35.529652	1.9118800	1982-1999 –> 2000-2009	1.1026294	0.5580720	1229.78775	47.865712	11	26
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	339	0.5445562	563.96263	35.531595	1.9117072	1982-1999 –> 2000-2009	1.1026829	0.5581267	1229.86270	47.867111	10	28
Indian	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	293	0.3416034	216.07250	606.667576	1.6984156	2000-2009 –> 2010-2019	0.8447069	0.5031035	726.35437	1204.688080	3	6
Indian	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	293	0.3417996	216.40902	599.211750	1.7002533	2000-2009 –> 2010-2019	0.8459852	0.5041856	728.14756	1236.022198	6	10
Indian	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	293	0.4464757	372.96497	553.539360	2.5537227	2000-2009 –> 2010-2019	0.8719050	0.4254294	769.54827	1077.237270	33	34
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	293	0.3238407	184.78082	220.450308	1.9118742	2000-2009 –> 2010-2019	0.8830508	0.5592101	766.74720	256.923768	1	12
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	293	0.3415288	215.94457	361.633826	1.9686484	2000-2009 –> 2010-2019	0.8861157	0.5445869	779.94552	640.909609	2	12
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	293	0.3416068	216.07841	203.691425	1.9692923	2000-2009 –> 2010-2019	0.8861642	0.5445574	780.04257	239.221077	4	13
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	293	0.3416158	216.09375	203.373947	1.9693588	2000-2009 –> 2010-2019	0.8861719	0.5445562	780.05637	238.905542	5	13
Indian	(28.3, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate	293	0.3528646	233.07893	29.691400	1.8479341	2000-2009 –> 2010-2019	0.9138335	0.5609688	815.17427	34.368710	9	23
Indian	(28.3, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	293	0.3529637	233.24335	29.587976	1.8474704	2000-2009 –> 2010-2019	0.9138752	0.5609116	815.26948	33.385155	10	23
Indian	(28.3, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	293	0.3541040	235.13351	312.838409	1.8415184	2000-2009 –> 2010-2019	0.9140448	0.5599408	815.98518	464.286087	11	23
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	227	1.9877620	968.10036	625.767403	11.1516538	1982-1999 –> 2000-2009	3.7403813	1.7526193	2156.25002	1240.619589	12	13
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	227	1.8053903	926.41077	265.081228	9.6256919	1982-1999 –> 2000-2009	4.1039388	2.2985485	2277.63329	451.609037	1	8
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	227	1.8090627	927.33333	118.626586	9.6031823	1982-1999 –> 2000-2009	4.1056354	2.2965727	2278.04503	178.687812	2	6
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	227	1.8106547	927.73268	125.856738	9.5911245	1982-1999 –> 2000-2009	4.1067262	2.2960714	2278.31472	200.221867	4	6
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	227	1.8090631	925.33342	27.651616	9.6081471	1982-1999 –> 2000-2009	4.1159871	2.3069240	2276.71643	53.896161	3	13
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	227	1.8160856	927.09237	20.959359	10.2399090	1982-1999 –> 2000-2009	4.1167326	2.3006470	2276.85695	38.055329	7	16
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	227	1.8122124	928.12309	118.581324	9.7644113	1982-1999 –> 2000-2009	4.1309549	2.3187424	2284.54141	180.346342	5	16
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	227	1.8141093	926.59805	25.800212	10.1385275	1982-1999 –> 2000-2009	4.1500745	2.3359652	2285.41208	47.384454	6	22
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	227	1.8511629	937.77767	484.827616	11.0054571	1982-1999 –> 2000-2009	4.1959512	2.3447883	2300.83106	728.364290	8	29
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate	227	2.0003698	970.97085	61.462403	13.1827634	1982-1999 –> 2000-2009	4.2998651	2.2994953	2320.43801	115.879608	13	21
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	317	2.0618733	1370.37890	846.198180	7.3733289	2000-2009 –> 2010-2019	4.0496353	1.9877620	2338.47926	1471.965583	1	13
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	317	2.2650515	1431.96384	222.822076	10.5254502	2000-2009 –> 2010-2019	4.0704418	1.8053903	2358.37460	487.903305	6	7
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	317	2.2628657	1431.35174	114.564789	10.5089022	2000-2009 –> 2010-2019	4.0719285	1.8090627	2358.68507	233.191374	4	6
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	317	2.2625665	1431.26791	99.573831	10.4996790	2000-2009 –> 2010-2019	4.0732213	1.8106547	2359.00059	225.430569	3	7
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	317	2.2649311	1431.93015	109.424704	10.5484716	2000-2009 –> 2010-2019	4.0771436	1.8122124	2360.05324	228.006029	5	10
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	317	2.2791695	1435.90329	286.337609	10.1557077	2000-2009 –> 2010-2019	4.1303325	1.8511629	2373.68097	771.165225	13	21
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	317	2.4094517	1469.14612	21.291338	11.8343152	2000-2009 –> 2010-2019	4.2185148	1.8090631	2394.47954	48.942954	24	27
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	317	2.4090381	1469.03729	18.305230	11.8301867	2000-2009 –> 2010-2019	4.2231474	1.8141093	2395.63534	44.105442	23	29
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	317	2.4079045	1468.73889	15.019878	11.7813398	2000-2009 –> 2010-2019	4.2239902	1.8160856	2395.83126	35.979237	22	29
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate	317	2.2744087	1432.57758	25.355419	10.2702724	2000-2009 –> 2010-2019	4.2495811	1.9751724	2397.79335	60.337092	11	22
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	148	3.7109576	822.14763	461.287354	11.0318861	1982-1999 –> 2000-2009	8.5560053	4.8450477	1687.26599	546.237917	1	7
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	148	4.0039611	844.64191	771.566030	13.0049241	1982-1999 –> 2000-2009	8.6172696	4.6133085	1695.84091	1358.040597	2	3
N_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	148	4.3563776	869.61151	393.968302	13.3174406	1982-1999 –> 2000-2009	9.0590282	4.7026506	1726.25792	529.682718	8	10
N_Atlantic	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	148	4.3694402	870.49774	424.768442	13.6141325	1982-1999 –> 2000-2009	9.0822636	4.7128234	1727.75784	523.698429	9	12
N_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	148	4.3784577	871.10798	594.560809	13.5741663	1982-1999 –> 2000-2009	9.1273096	4.7488519	1730.53094	1209.786572	10	14
N_Atlantic	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	148	4.4082051	871.11221	505.089687	14.7898229	1982-1999 –> 2000-2009	9.1782806	4.7700756	1729.80161	1065.786486	12	17
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	148	4.1833379	857.61421	437.110123	13.9052103	1982-1999 –> 2000-2009	9.2033571	5.0200192	1732.80794	504.293664	3	12
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	148	4.5182221	880.40891	103.455873	21.6604616	1982-1999 –> 2000-2009	9.5209050	5.0026829	1754.62016	205.495731	15	22
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	148	4.5347667	881.49080	107.336981	21.7987548	1982-1999 –> 2000-2009	9.5495492	5.0147825	1756.38812	207.090655	16	24
N_Atlantic	(26,26.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	148	4.3975090	870.39313	397.192811	11.8783720	1982-1999 –> 2000-2009	9.6810332	5.2835242	1758.11618	471.686431	11	28
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	166	4.1038680	953.84833	104.110377	14.4592758	2000-2009 –> 2010-2019	7.8148256	3.7109576	1775.99596	565.397730	2	3
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	166	3.9787467	943.56860	499.363810	15.0898985	2000-2009 –> 2010-2019	7.9827079	4.0039611	1788.21051	1270.929839	1	3
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	166	4.2504626	965.50083	64.391260	13.8545242	2000-2009 –> 2010-2019	8.4338004	4.1833379	1823.11503	501.501384	3	6
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	166	4.4929493	983.92069	101.390831	13.6970785	2000-2009 –> 2010-2019	9.0111714	4.5182221	1864.32960	204.846704	5	20
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	166	4.4939000	983.99094	98.332575	13.7090045	2000-2009 –> 2010-2019	9.0286667	4.5347667	1865.48174	205.669556	6	22
N_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	166	4.7430565	1001.90594	119.048858	17.6660627	2000-2009 –> 2010-2019	9.0994341	4.3563776	1871.51745	513.017159	15	23
N_Atlantic	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	166	4.7420170	1001.83317	94.288081	17.6783583	2000-2009 –> 2010-2019	9.1114572	4.3694402	1872.33091	519.056523	14	23
N_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	166	4.7449760	1002.04027	584.890311	17.6700671	2000-2009 –> 2010-2019	9.1234337	4.3784577	1873.14825	1179.451120	16	26
N_Atlantic	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	166	4.7547566	1000.72390	498.200307	18.0224553	2000-2009 –> 2010-2019	9.1629616	4.4082051	1871.83611	1003.289993	17	29
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	166	4.8394305	1008.58421	67.330171	16.9041462	2000-2009 –> 2010-2019	9.1643665	4.3249360	1876.05163	471.627521	18	23
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	134	4.4299292	793.16233	439.759334	16.1753862	1982-1999 –> 2000-2009	9.0089917	4.5790626	2053.90585	686.898071	1	2
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	134	4.4425569	793.92519	470.201818	16.1609103	1982-1999 –> 2000-2009	9.0276228	4.5850659	2055.22423	733.381407	3	7
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	134	4.5159158	798.31447	472.209732	15.6508098	1982-1999 –> 2000-2009	9.1061791	4.5902633	2060.09386	532.852706	7	12
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	134	4.5185104	796.46841	463.272103	15.6219937	1982-1999 –> 2000-2009	9.1087872	4.5902767	2056.24904	519.636228	9	15
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	134	4.4372872	793.60711	463.755622	16.1734170	1982-1999 –> 2000-2009	9.1349345	4.6976473	2065.19125	552.499520	2	21
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	134	4.4428232	791.94125	443.337684	16.1395040	1982-1999 –> 2000-2009	9.1512761	4.7084529	2062.49957	510.650717	4	25
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	134	4.5018144	797.47630	395.345404	14.9610720	1982-1999 –> 2000-2009	9.1612643	4.6594500	2065.59874	480.045848	6	21
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	134	4.5167089	796.36153	369.443144	14.8457671	1982-1999 –> 2000-2009	9.1850900	4.6683812	2063.29591	431.192128	8	25
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	134	4.4791491	794.12360	970.709449	16.2882153	1982-1999 –> 2000-2009	9.3629316	4.8837825	2080.18362	1613.651597	5	35
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	134	4.6030193	801.43447	462.308616	15.5923719	1982-1999 –> 2000-2009	9.4288877	4.8258684	2082.43646	522.869226	10	38
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	139	5.7234603	893.45637	86.171379	12.8844669	2000-2009 –> 2010-2019	10.1607476	4.4372872	1687.06347	549.927000	2	4
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	139	5.7026529	892.44386	87.335268	13.0329361	2000-2009 –> 2010-2019	10.2044672	4.5018144	1689.92017	482.680672	1	7
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	139	5.8829881	901.09893	127.250315	13.4832006	2000-2009 –> 2010-2019	10.3129172	4.4299292	1694.26126	567.009649	8	9
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	139	5.8932266	901.58233	114.186558	13.5646397	2000-2009 –> 2010-2019	10.3357834	4.4425569	1695.50752	584.388376	10	13
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	139	5.8975742	899.78734	77.799475	13.5019268	2000-2009 –> 2010-2019	10.3403974	4.4428232	1691.72860	521.137159	11	15
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	139	5.8672751	900.35542	56.111194	13.3977057	2000-2009 –> 2010-2019	10.3831909	4.5159158	1698.66989	528.320926	7	14
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	139	5.8840430	899.14878	71.736967	13.5822963	2000-2009 –> 2010-2019	10.4007519	4.5167089	1695.51031	441.180111	9	17
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	139	5.9438706	901.96114	567.495350	13.2145161	2000-2009 –> 2010-2019	10.4230197	4.4791491	1696.08474	1538.204799	13	18
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	139	5.9256174	901.10611	48.254999	13.6027669	2000-2009 –> 2010-2019	10.4441278	4.5185104	1697.57452	511.527102	12	21
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	139	6.0876290	908.60482	56.046450	12.1472527	2000-2009 –> 2010-2019	10.6906483	4.6030193	1710.03929	518.355067	16	26
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	391	3.9887966	2205.49878	144.883319	11.1384451	1982-1999 –> 2000-2009	8.6482343	4.6594377	5088.59709	441.582766	2	5
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	391	4.0311521	2213.75877	194.168521	11.2947469	1982-1999 –> 2000-2009	8.6806747	4.6495225	5094.79075	294.723035	5	7
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	391	3.9859269	2204.93598	127.487976	11.2307760	1982-1999 –> 2000-2009	8.7060379	4.7201110	5100.58370	218.884476	1	7
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	391	4.0276653	2213.08208	171.381425	11.4222171	1982-1999 –> 2000-2009	8.7098788	4.6822134	5100.91028	498.225575	3	8
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	391	4.1194420	2230.70118	121.878060	10.3319843	1982-1999 –> 2000-2009	8.7466458	4.6272038	5107.06573	187.970794	7	8
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	391	4.0464389	2214.71863	170.326890	11.4982573	1982-1999 –> 2000-2009	8.7735904	4.7271515	5109.81212	261.929584	6	13
N_Atlantic	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	391	4.0276975	2211.08833	122.248378	11.7758214	1982-1999 –> 2000-2009	8.7959282	4.7682306	5114.57475	211.569866	4	12
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	391	4.1645980	2237.22659	111.439689	11.7076615	1982-1999 –> 2000-2009	8.8243619	4.6597639	5118.39280	168.396284	10	14
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	391	4.1247095	2231.70049	193.722088	12.2898503	1982-1999 –> 2000-2009	8.9176381	4.7929286	5142.19824	301.128708	8	17
N_Atlantic	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	391	4.1889702	2241.78969	171.261066	12.6021488	1982-1999 –> 2000-2009	9.0366725	4.8477023	5161.30977	267.643624	11	24
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	352	4.6533029	2095.38712	153.598739	11.8372537	2000-2009 –> 2010-2019	8.6420994	3.9887966	4300.88590	298.482058	3	5
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	352	4.6158480	2089.69764	91.984838	11.3581684	2000-2009 –> 2010-2019	8.6470002	4.0311521	4303.45641	286.153359	2	7
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	352	4.5749303	2083.42911	59.388824	11.5278387	2000-2009 –> 2010-2019	8.6943722	4.1194420	4314.13030	181.266884	1	8
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	352	4.6759634	2098.80712	162.833019	11.6450563	2000-2009 –> 2010-2019	8.7036287	4.0276653	4311.88920	334.214444	5	8
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	352	4.7285614	2106.68192	81.942883	10.9153451	2000-2009 –> 2010-2019	8.7144882	3.9859269	4311.61789	209.430859	6	7
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	352	4.7607892	2109.46380	86.452920	11.2964903	2000-2009 –> 2010-2019	8.8072281	4.0464389	4324.18243	256.779810	7	13
N_Atlantic	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	352	4.7857154	2113.14013	81.941699	11.0402015	2000-2009 –> 2010-2019	8.8134129	4.0276975	4324.22846	204.190077	8	12
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	352	4.6533890	2093.40015	52.994884	11.8646637	2000-2009 –> 2010-2019	8.8179871	4.1645980	4330.62674	164.434573	4	14
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	352	4.8261150	2121.05815	93.668516	11.0170958	2000-2009 –> 2010-2019	8.9508245	4.1247095	4352.75864	287.390605	9	17
N_Atlantic	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	352	4.8838260	2127.42670	86.872004	10.5143342	2000-2009 –> 2010-2019	9.0727963	4.1889702	4369.21639	258.133070	10	21
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	637	3.2178101	3310.65280	205.144233	12.5114979	1982-1999 –> 2000-2009	6.5323536	3.3145436	8438.77582	404.306253	1	3
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	637	3.2813553	3335.56651	193.801266	13.0046541	1982-1999 –> 2000-2009	6.6334097	3.3520544	8485.67885	378.243697	3	8
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	637	3.4326572	3390.99605	339.928435	11.4375775	1982-1999 –> 2000-2009	6.6788319	3.2461747	8476.39258	713.273274	5	6
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	637	3.4673694	3405.81445	150.809758	12.2249591	1982-1999 –> 2000-2009	6.7876439	3.3202745	8537.31311	271.947572	6	9
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	637	3.5148530	3421.14277	61.556831	12.2045872	1982-1999 –> 2000-2009	6.8502579	3.3354049	8559.52549	118.237022	8	12
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	637	3.5081519	3420.71157	208.530755	12.6934849	1982-1999 –> 2000-2009	6.8617599	3.3536079	8571.72929	387.876224	7	13
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	637	3.5606336	3437.62936	81.143983	12.6388406	1982-1999 –> 2000-2009	6.9290878	3.3684542	8595.27824	170.426735	9	16
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	637	3.2767995	3333.79646	61.741595	12.7556530	1982-1999 –> 2000-2009	6.9297458	3.6529463	8651.87591	142.295432	2	10
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + silicate	637	3.2827289	3334.09972	61.045229	13.0174471	1982-1999 –> 2000-2009	6.9713328	3.6886039	8669.16029	110.582357	4	13
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	637	3.6112370	3457.60786	101.947205	13.5566066	1982-1999 –> 2000-2009	7.6119614	4.0007244	8953.38679	215.772660	12	22
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	725	3.9716486	4071.27373	223.292989	9.2532919	2000-2009 –> 2010-2019	7.1894587	3.2178101	7381.92653	428.437222	1	2
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	725	4.0005073	4081.77157	255.370350	9.4162338	2000-2009 –> 2010-2019	7.2818625	3.2813553	7417.33808	449.171616	2	5
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	725	4.0357160	4094.47728	58.584913	9.0588297	2000-2009 –> 2010-2019	7.3125154	3.2767995	7428.27374	120.326509	4	6
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + silicate	725	4.1126175	4119.84742	42.318486	10.0077726	2000-2009 –> 2010-2019	7.3953464	3.2827289	7453.94714	103.363715	7	11
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	725	4.0241496	4088.31559	738.976771	10.5379370	2000-2009 –> 2010-2019	7.4568068	3.4326572	7479.31164	1078.905206	3	8
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	725	4.0946553	4115.50056	233.274292	10.2271839	2000-2009 –> 2010-2019	7.5620247	3.4673694	7521.31502	384.084050	5	11
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	725	4.0953854	4113.75908	92.735921	10.2248722	2000-2009 –> 2010-2019	7.6102384	3.5148530	7534.90185	154.292752	6	14
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	725	4.1168335	4123.33312	360.221995	10.3449929	2000-2009 –> 2010-2019	7.6249855	3.5081519	7544.04469	568.752750	8	15
N_Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	725	4.1174785	4121.56028	146.942341	10.3471477	2000-2009 –> 2010-2019	7.6781122	3.5606336	7559.18964	228.086325	9	18
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	725	4.1386305	4130.99004	79.827706	9.9930341	2000-2009 –> 2010-2019	7.7028868	3.5642562	7571.91491	160.500098	11	21
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1115	3.3803159	5894.30420	109.682633	11.6287526	1982-1999 –> 2000-2009	6.3374883	2.9571723	13507.93454	179.904123	1	3
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1115	3.4152505	5917.23231	180.688768	11.1771491	1982-1999 –> 2000-2009	6.3489126	2.9336621	13506.62923	389.662722	2	3
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1115	3.4859115	5962.89982	133.955106	11.0461839	1982-1999 –> 2000-2009	6.4723367	2.9864252	13606.41525	202.964107	3	7
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1115	3.6744422	6080.35790	108.131410	16.8283316	1982-1999 –> 2000-2009	6.7185129	3.0440707	13781.91731	169.372418	6	15
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1115	3.6302711	6053.38826	69.065674	9.4955016	1982-1999 –> 2000-2009	6.7462866	3.1160156	13825.86699	139.454584	4	21
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	1115	3.6376892	6055.94042	67.811355	9.7845753	1982-1999 –> 2000-2009	6.7539605	3.1162713	13826.66828	134.193297	5	23
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1115	3.7320556	6113.05191	105.688831	21.5978178	1982-1999 –> 2000-2009	6.8464838	3.1144282	13881.98368	162.380105	7	23
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1115	3.9848818	6261.22502	192.485085	16.6561636	1982-1999 –> 2000-2009	6.9595100	2.9746282	13892.72385	405.396853	8	11
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1115	4.2109599	6384.28304	160.681706	11.4619001	1982-1999 –> 2000-2009	7.2370581	3.0260982	14067.86452	398.551385	11	16
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1115	4.2082919	6382.86969	110.115776	11.6767343	1982-1999 –> 2000-2009	7.2512236	3.0429317	14083.29290	167.130676	10	18
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1266	3.8633194	7028.81814	48.207231	11.3812476	2000-2009 –> 2010-2019	7.2436354	3.3803159	12923.12233	157.889864	5	6
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1266	3.8805554	7040.08937	292.019964	11.3568307	2000-2009 –> 2010-2019	7.2958059	3.4152505	12957.32168	472.708732	7	9
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1266	3.8811001	7040.44477	59.149579	11.4463947	2000-2009 –> 2010-2019	7.3670116	3.4859115	13003.34459	193.104685	8	11
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1266	3.8743379	7036.02932	41.547823	12.6834694	2000-2009 –> 2010-2019	7.5487801	3.6744422	13116.38723	149.679232	6	12
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1266	3.9758476	7101.51489	40.220008	10.7574019	2000-2009 –> 2010-2019	7.6061187	3.6302711	13154.90315	109.285682	13	17
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	1266	3.9759723	7099.59428	35.235066	10.7011295	2000-2009 –> 2010-2019	7.6136615	3.6376892	13155.53470	103.046421	15	20
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1266	3.9415356	7077.56861	41.106872	10.6646499	2000-2009 –> 2010-2019	7.6735912	3.7320556	13190.62052	146.795703	12	19
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1266	3.8381470	7012.26625	399.308289	13.2738187	2000-2009 –> 2010-2019	7.8230288	3.9848818	13273.49127	591.793374	2	10
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	1266	3.9758507	7099.51688	32.245598	10.7541999	2000-2009 –> 2010-2019	8.1337372	4.1578865	13453.51517	100.612843	14	23
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1266	3.9257871	7067.43165	160.512565	10.8039928	2000-2009 –> 2010-2019	8.2071882	4.2814011	13486.70970	335.459703	11	29
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2557	5.2116516	15713.13795	73.201937	41.1649653	1982-1999 –> 2000-2009	8.5575286	3.3458770	28046.20789	109.813926	4	5
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2557	5.1581369	15660.35454	114.160122	41.5695249	1982-1999 –> 2000-2009	8.6505961	3.4924592	28194.51897	154.358837	1	12
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2557	5.1809859	15682.95799	121.994434	42.0421023	1982-1999 –> 2000-2009	8.6654115	3.4844256	28206.32178	214.812780	2	10
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2557	5.1945597	15696.33873	98.698172	41.9969144	1982-1999 –> 2000-2009	8.6779558	3.4833961	28218.31666	133.990888	3	10
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2557	5.2487597	15749.42175	15.365554	37.3902408	1982-1999 –> 2000-2009	8.6863921	3.4376323	28209.37556	40.409685	5	11
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2557	5.3180088	15816.45166	126.418108	36.5753449	1982-1999 –> 2000-2009	8.7138402	3.3958314	28219.02644	276.757408	7	11
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	2557	5.3019642	15798.99930	14.165728	36.6103805	1982-1999 –> 2000-2009	8.7900583	3.4880940	28325.29815	39.205432	6	16
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2557	5.3323023	15828.17845	52.373277	40.2587559	1982-1999 –> 2000-2009	8.8188685	3.4865662	28352.42255	73.052118	8	17
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	2557	5.4238210	15915.20565	15.203802	32.7479466	1982-1999 –> 2000-2009	8.9637502	3.5399292	28510.68795	33.685767	9	23
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2557	5.6200567	16098.96337	114.245777	35.4647140	1982-1999 –> 2000-2009	9.0034735	3.3834169	28484.36091	150.974691	22	25
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2299	4.3425202	13290.23488	18.531468	37.7755907	2000-2009 –> 2010-2019	9.5541718	5.2116516	29003.37283	91.733405	1	5
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2299	4.5317551	13486.35992	136.183571	40.1923047	2000-2009 –> 2010-2019	9.8497638	5.3180088	29302.81158	262.601679	7	14
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2299	4.8216553	13771.47270	20.749256	32.1525952	2000-2009 –> 2010-2019	9.9797922	5.1581369	29431.82724	134.909378	15	16
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2299	4.8205636	13770.43153	96.574937	31.9967846	2000-2009 –> 2010-2019	10.0015496	5.1809859	29453.38952	218.569372	14	16
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2299	4.8115770	13761.85182	20.051214	32.1493062	2000-2009 –> 2010-2019	10.0061367	5.1945597	29458.19054	118.749386	12	15
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2299	4.3872254	13337.32822	18.599689	39.7606079	2000-2009 –> 2010-2019	10.0072821	5.6200567	29436.29159	132.845466	2	26
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2299	4.8204479	13768.32118	18.396255	30.6897579	2000-2009 –> 2010-2019	10.1527503	5.3323023	29596.49963	70.769531	13	21
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2299	5.0571169	13990.70187	19.664853	23.3717623	2000-2009 –> 2010-2019	10.3058766	5.2487597	29740.12363	35.030406	21	26
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	2299	5.1014364	14028.82224	19.207866	23.9770839	2000-2009 –> 2010-2019	10.4034007	5.3019642	29827.82154	33.373594	22	28
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2299	4.8293501	13776.80475	50.366860	33.3378987	2000-2009 –> 2010-2019	10.7258656	5.8965154	30119.34149	159.009326	18	44
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1237	2.9000241	6158.56890	61.626068	25.2009679	1982-1999 –> 2000-2009	5.6264520	2.7264278	10255.94423	185.470422	1	3
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1237	2.9446630	6196.36000	63.574648	24.9788294	1982-1999 –> 2000-2009	5.6693644	2.7247015	10292.66742	97.343421	2	3
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1237	2.9494653	6200.39148	58.633100	25.6836209	1982-1999 –> 2000-2009	5.6842594	2.7347941	10302.93251	92.767158	3	11
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1237	2.9675473	6215.51229	53.011344	25.6591099	1982-1999 –> 2000-2009	5.6965124	2.7289651	10314.45592	89.277973	4	7
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1237	2.9871495	6231.80061	57.883838	25.6723144	1982-1999 –> 2000-2009	5.7169720	2.7298225	10331.27384	149.388725	5	9
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1237	3.0420778	6276.87983	54.291534	26.2548767	1982-1999 –> 2000-2009	5.7750629	2.7329850	10378.30520	87.458348	6	11
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1237	3.0566084	6288.66879	149.858532	26.4938024	1982-1999 –> 2000-2009	5.7904992	2.7338908	10390.65284	1008.830537	7	13
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1237	3.0627204	6291.61088	33.493446	27.0389011	1982-1999 –> 2000-2009	5.7966953	2.7339749	10391.64681	66.633015	8	15
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1237	3.2618186	6449.42676	24.762262	26.5468337	1982-1999 –> 2000-2009	6.0142387	2.7524201	10562.79933	63.087113	9	19
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	1237	3.2637707	6448.90690	19.975344	26.5393421	1982-1999 –> 2000-2009	6.0167037	2.7529330	10560.59364	53.389444	10	21
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1049	3.7176234	5745.78450	49.261056	19.4098164	2000-2009 –> 2010-2019	6.6851707	2.9675473	11961.29680	102.272400	2	6
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1049	3.8308450	5808.72621	76.170713	18.8291926	2000-2009 –> 2010-2019	6.7308691	2.9000241	11967.29511	137.796781	8	9
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1049	3.8243454	5805.16364	45.051869	18.3213725	2000-2009 –> 2010-2019	6.7738107	2.9494653	12005.55512	103.684969	7	10
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1049	3.8339490	5810.42548	44.693315	19.1086107	2000-2009 –> 2010-2019	6.7786120	2.9446630	12006.78548	108.267963	10	12
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1049	3.8383636	5812.83982	62.685405	19.0584706	2000-2009 –> 2010-2019	6.8255131	2.9871495	12044.64043	120.569243	11	16
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1049	3.8479516	5818.07399	44.621402	19.0624552	2000-2009 –> 2010-2019	6.8900295	3.0420778	12094.95382	98.912936	14	20
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1049	3.8411334	5814.35323	479.561163	19.0376555	2000-2009 –> 2010-2019	6.8977418	3.0566084	12103.02202	629.419695	12	19
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1049	3.8620726	5823.75901	44.616581	19.0785172	2000-2009 –> 2010-2019	6.9247930	3.0627204	12115.36989	78.110028	16	24
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1049	3.6418129	5702.55943	54.105506	19.4362977	2000-2009 –> 2010-2019	7.3361746	3.6943618	12460.05588	112.409042	1	22
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1049	4.1121258	5957.37944	48.524149	17.5925666	2000-2009 –> 2010-2019	7.3739444	3.2618186	12406.80619	73.286411	23	32
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2552	2.4452949	11820.08422	34.056291	25.3098740	1982-1999 –> 2000-2009	5.2694333	2.8241384	21220.36610	63.475005	5	6
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2552	2.4433879	11816.10213	39.068427	24.9331095	1982-1999 –> 2000-2009	5.2821239	2.8387361	21236.07834	68.694542	3	5
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2552	2.4438939	11817.15906	50.140780	25.0987007	1982-1999 –> 2000-2009	5.2913320	2.8474381	21248.82742	130.100388	4	7
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2552	2.4433466	11816.01598	129.153745	24.8200711	1982-1999 –> 2000-2009	5.3131857	2.8698391	21277.61897	397.691503	2	6
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2552	2.5045980	11942.38875	17.087294	20.7113468	1982-1999 –> 2000-2009	5.4455900	2.9409921	21497.54735	36.730132	8	13
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	2552	2.5350247	12002.02028	9.131729	24.3541507	1982-1999 –> 2000-2009	5.4966384	2.9616137	21581.87048	25.373167	9	15
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2552	2.4222831	11771.82471	21.909853	21.7366765	1982-1999 –> 2000-2009	5.5456766	3.1233936	21556.84469	46.298336	1	13
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2552	2.4648110	11860.65793	47.940401	20.6330042	1982-1999 –> 2000-2009	5.5646455	3.0998345	21616.75525	116.795437	7	17
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	2552	2.5810999	12093.95485	13.845033	18.1352117	1982-1999 –> 2000-2009	5.7047192	3.1236193	21877.25091	32.804064	11	24
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2552	2.4600618	11848.81404	20.964291	25.5671633	1982-1999 –> 2000-2009	5.7115662	3.2515044	21785.38918	45.274653	6	22
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2720	3.8934097	15127.53762	25.745102	32.7939270	2000-2009 –> 2010-2019	6.3387046	2.4452949	26947.62183	59.801393	1	6
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2720	3.9086027	15148.72447	25.923523	33.0441851	2000-2009 –> 2010-2019	6.3519905	2.4433879	26964.82660	64.991951	2	5
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2720	3.9153558	15158.11539	61.921908	33.3049078	2000-2009 –> 2010-2019	6.3592497	2.4438939	26975.27445	112.062688	3	7
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2720	3.9417883	15194.71739	184.789030	33.8717333	2000-2009 –> 2010-2019	6.3851350	2.4433466	27010.73336	313.942775	4	6
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2720	3.9736225	15238.47469	20.571418	36.4102672	2000-2009 –> 2010-2019	6.4782204	2.5045980	27180.86345	37.658713	5	13
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	2720	3.9971261	15268.55702	16.187637	37.2083366	2000-2009 –> 2010-2019	6.5321508	2.5350247	27270.57730	25.319367	6	15
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2720	4.2183686	15563.62528	20.255242	39.7257395	2000-2009 –> 2010-2019	6.6406517	2.4222831	27335.44999	42.165094	12	13
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2720	4.2027733	15543.47634	56.795710	38.0760532	2000-2009 –> 2010-2019	6.6675843	2.4648110	27404.13427	104.736111	11	18
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	2720	4.2199993	15563.72781	17.532205	39.4509005	2000-2009 –> 2010-2019	6.8010992	2.5810999	27657.68266	31.377238	14	25
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2720	4.4420262	15842.66740	19.931658	45.7390268	2000-2009 –> 2010-2019	6.9020880	2.4600618	27691.48145	40.895948	18	24
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2909	2.7444691	14143.16523	218.976502	34.4512424	1982-1999 –> 2000-2009	6.2008938	3.4564248	29569.73359	367.646677	13	14
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2909	2.7350229	14123.10581	36.056178	32.4425315	1982-1999 –> 2000-2009	6.2026886	3.4676657	29568.49326	51.745182	1	6
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2909	2.7450846	14144.46994	28.775088	34.4534274	1982-1999 –> 2000-2009	6.2070875	3.4620029	29580.38467	47.050543	16	18
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2909	2.7421678	14138.28480	29.379428	34.2956087	1982-1999 –> 2000-2009	6.2093202	3.4671524	29582.81418	44.906367	6	10
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2909	2.7441990	14142.59276	34.674061	34.4168923	1982-1999 –> 2000-2009	6.2112595	3.4670605	29586.96853	50.072721	12	15
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	2909	2.7433111	14140.70997	565.625416	33.1546605	1982-1999 –> 2000-2009	6.2420163	3.4987052	29637.74737	835.048811	9	20
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2909	2.7435136	14141.13934	649.196062	33.1194096	1982-1999 –> 2000-2009	6.2457583	3.5022447	29644.03736	958.077935	10	23
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2909	2.7411566	14136.13901	855.719622	33.1089180	1982-1999 –> 2000-2009	6.2458337	3.5046770	29643.06089	1130.283824	4	19
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2909	2.7426123	14139.22788	697.253282	33.0858456	1982-1999 –> 2000-2009	6.2490879	3.5064756	29649.12339	962.227543	7	23
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2909	2.7429282	14137.89788	5.544843	33.9243719	1982-1999 –> 2000-2009	6.2881169	3.5451887	29709.43332	10.888826	8	29
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2786	3.2259746	14446.44751	11.487936	12.0680724	2000-2009 –> 2010-2019	5.9609975	2.7350229	28569.55331	47.544113	5	6
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2786	3.2250232	14444.80405	11.568478	12.1201271	2000-2009 –> 2010-2019	5.9671911	2.7421678	28583.08885	40.947906	4	10
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2786	3.2236780	14442.47937	205.201936	12.2352085	2000-2009 –> 2010-2019	5.9681471	2.7444691	28585.64460	424.178438	2	15
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2786	3.2236209	14442.38070	23.161290	12.2439599	2000-2009 –> 2010-2019	5.9687055	2.7450846	28586.85064	51.936378	1	17
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2786	3.2279725	14449.89720	456.681666	12.6532532	2000-2009 –> 2010-2019	5.9691291	2.7411566	28586.03621	1312.401288	9	13
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2786	3.2249531	14444.68282	11.491126	12.1235794	2000-2009 –> 2010-2019	5.9691521	2.7441990	28587.27558	46.165188	3	15
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2786	3.2276350	14449.31466	435.396598	12.6727771	2000-2009 –> 2010-2019	5.9702473	2.7426123	28588.54253	1132.649881	8	15
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	2786	3.2271774	14448.52465	443.903368	12.7467516	2000-2009 –> 2010-2019	5.9704885	2.7433111	28589.23462	1009.528784	6	15
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2786	3.2271899	14448.54626	527.809152	12.7517161	2000-2009 –> 2010-2019	5.9707035	2.7435136	28589.68561	1177.005214	7	17
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2786	3.2304124	14452.10741	253.177029	13.0223904	2000-2009 –> 2010-2019	5.9748989	2.7444865	28593.30963	429.959469	10	24
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	559	3.8361354	3101.48565	82.573203	18.4906616	1982-1999 –> 2000-2009	6.8901259	3.0539905	5922.69515	346.496707	1	6
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	559	3.9043509	3123.19162	54.051608	20.1983374	1982-1999 –> 2000-2009	6.8998847	2.9955338	5924.98721	142.182500	2	3
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	559	3.9384422	3130.91119	10.515548	17.6545580	1982-1999 –> 2000-2009	6.9589539	3.0205117	5939.90738	46.230671	4	6
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	559	4.1216423	3183.74267	485.334174	20.1697165	1982-1999 –> 2000-2009	7.1493265	3.0276842	5997.36680	1179.693147	9	12
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	559	4.0575785	3164.22884	12.752251	18.7902561	1982-1999 –> 2000-2009	7.1520095	3.0944310	6000.01402	38.316723	5	15
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	559	3.9056030	3121.55012	20.588538	19.8512327	1982-1999 –> 2000-2009	7.1717154	3.2661123	6017.16325	79.631834	3	31
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	559	4.1471641	3188.64416	60.213058	17.5547926	1982-1999 –> 2000-2009	7.1753113	3.0281472	6000.43770	262.782620	16	20
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	559	4.1203528	3183.39284	56.914767	20.3216865	1982-1999 –> 2000-2009	7.1772358	3.0568831	6007.65127	143.714369	8	14
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	559	4.1514494	3189.79879	7.896644	17.4155828	1982-1999 –> 2000-2009	7.2090586	3.0576092	6012.32039	36.034115	17	24
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	559	4.0839328	3173.46686	70.815703	20.8063170	1982-1999 –> 2000-2009	7.2134398	3.1295070	6023.74079	168.031715	6	21
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	718	3.2962224	3762.42364	202.556772	23.8092362	2000-2009 –> 2010-2019	7.1323578	3.8361354	6863.90929	285.129975	9	10
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	718	3.2435853	3741.30722	89.939685	22.6195285	2000-2009 –> 2010-2019	7.1479362	3.9043509	6864.49884	143.991292	7	9
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	718	3.2486805	3741.56116	45.972124	21.9677448	2000-2009 –> 2010-2019	7.1542835	3.9056030	6863.11127	66.560662	8	11
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	718	3.3323290	3778.06797	25.108031	25.2079312	2000-2009 –> 2010-2019	7.2707712	3.9384422	6908.97916	35.623578	11	15
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	718	3.1735867	3709.97816	89.439310	22.5997789	2000-2009 –> 2010-2019	7.2939395	4.1203528	6893.37100	146.354076	1	9
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	718	3.1914595	3718.04262	791.610382	23.1442049	2000-2009 –> 2010-2019	7.3131018	4.1216423	6901.78530	1276.944556	2	11
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	718	3.2350776	3737.53570	90.835534	22.8915907	2000-2009 –> 2010-2019	7.3190103	4.0839328	6911.00256	161.651237	5	11
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	718	3.2100013	3724.36136	37.361700	24.2107830	2000-2009 –> 2010-2019	7.3338886	4.1238874	6906.71285	52.979065	3	13
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	718	3.2316541	3736.01527	87.891383	22.9360377	2000-2009 –> 2010-2019	7.3594376	4.1277836	6921.42253	146.294330	4	16
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	718	3.2401968	3739.80627	97.423941	22.7798198	2000-2009 –> 2010-2019	7.3669494	4.1267526	6924.93427	175.616989	6	17
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	470	3.9669885	2643.12904	108.951116	26.1052898	1982-1999 –> 2000-2009	7.8350389	3.8680503	5334.58073	176.218355	1	2
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	470	4.1345815	2682.02517	581.401138	27.6806023	1982-1999 –> 2000-2009	8.0323963	3.8978148	5380.88174	1455.850073	5	7
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	470	4.1239425	2679.60328	107.486922	27.5285556	1982-1999 –> 2000-2009	8.0462194	3.9222768	5384.50335	181.374799	2	6
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	470	4.1297174	2680.91866	80.504418	27.6098540	1982-1999 –> 2000-2009	8.0820380	3.9523206	5393.18988	154.329136	3	14
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	470	4.1300711	2680.99918	86.388238	27.6057745	1982-1999 –> 2000-2009	8.1181279	3.9880568	5401.96555	180.704255	4	22
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	470	4.1364929	2682.45962	93.629919	27.3187667	1982-1999 –> 2000-2009	8.2080532	4.0715603	5423.44366	195.868956	6	37
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + nitrate	470	4.4068174	2739.96581	34.885042	24.7307017	1982-1999 –> 2000-2009	8.3298820	3.9230646	5443.05989	98.982677	12	17
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	470	4.4386328	2746.72784	436.079536	25.9133672	1982-1999 –> 2000-2009	8.3526163	3.9139835	5447.58321	1309.697693	17	20
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + silicate	470	4.4119621	2741.06257	44.956287	24.9087345	1982-1999 –> 2000-2009	8.3593993	3.9474371	5450.13947	71.785813	13	21
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	470	4.4195047	2742.66820	40.838421	25.8600220	1982-1999 –> 2000-2009	8.3594214	3.9399167	5449.90298	111.850101	14	21
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	738	2.9373605	3698.76010	155.752640	16.7799599	2000-2009 –> 2010-2019	7.0738534	4.1364929	6381.21973	249.382559	1	6
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	738	3.0156280	3737.57405	65.279726	16.0852739	2000-2009 –> 2010-2019	7.1395706	4.1239425	6417.17733	172.766648	3	5
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	738	3.0241062	3741.71786	66.183844	16.2483278	2000-2009 –> 2010-2019	7.1538236	4.1297174	6422.63652	146.688262	4	7
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	738	3.1923365	3821.62485	58.490631	15.3836684	2000-2009 –> 2010-2019	7.1593251	3.9669885	6464.75389	167.441746	13	14
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	738	3.0322015	3745.66375	147.453239	16.3588721	2000-2009 –> 2010-2019	7.1622727	4.1300711	6426.66293	233.841477	6	10
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	738	3.0119107	3733.75347	101.370903	17.5618086	2000-2009 –> 2010-2019	7.3447046	4.3327939	6457.79551	178.476156	2	10
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	738	3.0268867	3741.07433	33.416430	16.4509485	2000-2009 –> 2010-2019	7.3714981	4.3446114	6467.67670	97.186464	5	14
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	738	3.1422707	3796.29313	82.493630	17.9180303	2000-2009 –> 2010-2019	7.4075860	4.2653152	6505.58047	142.153330	8	15
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	738	3.1039973	3778.20479	70.891739	16.3005819	2000-2009 –> 2010-2019	7.5646413	4.4606440	6529.58258	115.390566	7	25
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + silicate	738	3.2346123	3839.04306	32.550401	14.4952783	2000-2009 –> 2010-2019	7.6465744	4.4119621	6580.10563	77.506688	17	29
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	255	2.3274983	1168.50358	651.085208	11.1271333	1982-1999 –> 2000-2009	4.4544127	2.1269144	2338.86454	1240.633368	11	12
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	255	2.4677086	1196.33657	547.953995	15.6085998	1982-1999 –> 2000-2009	4.6100360	2.1423274	2368.53884	1082.727960	20	23
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	255	2.1388428	1125.39376	48.436672	10.9693248	1982-1999 –> 2000-2009	4.6981466	2.5593038	2394.20823	376.443107	1	6
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	255	2.1557862	1127.41795	6.667047	12.1631836	1982-1999 –> 2000-2009	4.7225131	2.5667269	2395.77320	52.124043	2	8
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	255	2.7028450	1242.75417	182.511068	8.5586546	1982-1999 –> 2000-2009	4.8297946	2.1269496	2411.12392	525.152796	29	31
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	255	2.1816155	1135.49213	71.037378	10.1211852	1982-1999 –> 2000-2009	4.9521491	2.7705336	2446.49669	310.990961	3	22
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	255	2.2839053	1158.86093	74.221310	11.2463907	1982-1999 –> 2000-2009	5.0096427	2.7257374	2461.19338	324.382524	7	18
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	255	2.2836499	1158.80391	49.108175	11.2584370	1982-1999 –> 2000-2009	5.0103446	2.7266946	2461.32315	332.422342	6	19
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	255	2.2847334	1159.04581	64.837987	11.2468358	1982-1999 –> 2000-2009	5.0107876	2.7260542	2461.44009	234.120975	8	20
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	255	2.2851937	1159.14856	384.063364	11.2448316	1982-1999 –> 2000-2009	5.0153401	2.7301464	2462.34085	1016.550897	9	23
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate	381	1.3941924	1346.45546	641.663246	7.5805892	2000-2009 –> 2010-2019	3.3199139	1.9257214	2416.31745	1122.012687	2	3
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	381	1.3748852	1337.82929	672.669533	8.5520290	2000-2009 –> 2010-2019	3.3433274	1.9684422	2420.88161	1371.493590	1	3
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	381	1.4111631	1355.67481	670.653703	8.7422459	2000-2009 –> 2010-2019	3.3798338	1.9686707	2436.78633	1170.018425	3	6
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	381	1.4805991	1394.27560	19.247090	8.6906577	2000-2009 –> 2010-2019	3.6194418	2.1388428	2519.66936	67.683762	4	10
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	381	1.5316407	1418.10189	6.621382	9.1454948	2000-2009 –> 2010-2019	3.6874269	2.1557862	2545.51984	13.288429	5	14
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	381	1.5883879	1447.82352	69.853630	9.5516382	2000-2009 –> 2010-2019	3.7700034	2.1816155	2583.31565	140.891008	6	17
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	381	1.6128100	1457.45039	28.426631	9.7895202	2000-2009 –> 2010-2019	3.8419306	2.2291206	2601.92869	54.471777	7	19
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	381	1.7820646	1533.49387	942.812417	7.0122171	2000-2009 –> 2010-2019	3.8612310	2.0791664	2642.45572	1750.065786	23	27
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	381	1.6821239	1491.51475	21.013393	9.4217319	2000-2009 –> 2010-2019	3.9657738	2.2836499	2650.31866	70.121568	10	25
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	381	1.6828656	1491.85067	73.456165	9.4337605	2000-2009 –> 2010-2019	3.9667709	2.2839053	2650.71161	147.677476	11	27
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	149	1.8305137	617.01348	41.012941	6.7805063	1982-1999 –> 2000-2009	4.2504953	2.4199816	1063.92079	667.402750	1	2
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	149	1.8483079	617.89632	16.027545	6.5783779	1982-1999 –> 2000-2009	4.2712612	2.4229533	1063.03435	107.837850	4	6
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	149	1.8350540	617.75171	55.940682	8.0408475	1982-1999 –> 2000-2009	4.2862108	2.4511568	1067.06545	655.522042	2	10
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	149	1.8518711	620.47024	38.540446	6.9834753	1982-1999 –> 2000-2009	4.2871404	2.4352694	1068.56147	279.464184	5	9
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	149	1.8720619	623.70174	35.251829	7.1407980	1982-1999 –> 2000-2009	4.3048591	2.4327972	1071.60202	253.489492	9	12
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate	149	1.8460766	617.53634	21.889135	7.8121654	1982-1999 –> 2000-2009	4.3084849	2.4624084	1065.71108	116.811999	3	14
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	149	1.8643480	620.47129	14.873175	6.7730641	1982-1999 –> 2000-2009	4.3087487	2.4444006	1067.26612	126.444895	8	15
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	149	1.8530978	620.66759	38.579802	7.8019146	1982-1999 –> 2000-2009	4.3091570	2.4560592	1070.35696	276.845836	6	15
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	149	1.8848182	623.72543	15.969528	6.9474097	1982-1999 –> 2000-2009	4.3244370	2.4396188	1070.15213	109.324073	11	17
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	149	1.8617718	620.05921	22.306555	7.6242513	1982-1999 –> 2000-2009	4.3314902	2.4697184	1068.79123	143.704655	7	21
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	116	1.2412877	393.34037	99.178829	3.3638668	2000-2009 –> 2010-2019	3.0718013	1.8305137	1010.35385	140.191770	2	3
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	116	1.2564168	396.15096	100.702292	3.2502770	2000-2009 –> 2010-2019	3.0914709	1.8350540	1013.90267	156.642974	11	13
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	116	1.2435796	391.76834	74.844257	3.2053666	2000-2009 –> 2010-2019	3.0918875	1.8483079	1009.66466	90.871802	4	8
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	116	1.2407347	393.23700	239.940258	3.3539893	2000-2009 –> 2010-2019	3.0926058	1.8518711	1013.70724	278.480704	1	6
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	116	1.2548413	395.85986	337.227962	3.2722626	2000-2009 –> 2010-2019	3.1079392	1.8530978	1016.52745	375.807764	9	15
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	116	1.2435967	391.77153	236.298210	3.1762809	2000-2009 –> 2010-2019	3.1079447	1.8643480	1012.24282	251.171385	5	13
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate	116	1.2624447	395.26135	78.569635	3.0289325	2000-2009 –> 2010-2019	3.1085212	1.8460766	1012.79769	100.458770	16	19
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	116	1.2417559	393.42787	69.820757	3.2850188	2000-2009 –> 2010-2019	3.1138178	1.8720619	1017.12961	105.072585	3	12
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	116	1.2615719	395.10091	334.907607	3.0278749	2000-2009 –> 2010-2019	3.1233437	1.8617718	1015.16011	357.214162	15	22
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	116	1.2489291	394.76419	84.282596	3.2430374	2000-2009 –> 2010-2019	3.1263702	1.8774412	1019.32099	119.003546	8	18
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2231	7.8457463	15536.89661	74.213986	33.0393465	1982-1999 –> 2000-2009	16.1416949	8.2959486	21644.72942	170.862709	1	5
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2231	7.8738808	15552.86852	111.720067	33.2033613	1982-1999 –> 2000-2009	16.1957221	8.3218413	21666.07378	270.175996	3	9
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2231	7.8665594	15548.71770	165.562646	33.2346169	1982-1999 –> 2000-2009	16.2102386	8.3436792	21666.44110	435.454234	2	10
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2231	7.8864770	15560.00091	47.486340	32.5347707	1982-1999 –> 2000-2009	16.2379674	8.3514904	21679.33753	83.436008	4	13
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2231	8.0346881	15643.07736	73.211814	31.1583809	1982-1999 –> 2000-2009	16.2617054	8.2270173	21736.52555	118.522127	8	9
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	2231	7.8873679	15558.50493	43.085566	32.8542882	1982-1999 –> 2000-2009	16.3045612	8.4171933	21689.35153	78.828532	5	16
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2231	8.0632261	15658.89763	74.398534	31.1102138	1982-1999 –> 2000-2009	16.3268541	8.2636280	21760.00072	121.495316	10	12
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2231	8.0347574	15641.11583	73.054383	31.2514910	1982-1999 –> 2000-2009	16.3541493	8.3193919	21751.81359	118.299827	9	14
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2231	8.0795210	15667.90574	87.621964	30.9264028	1982-1999 –> 2000-2009	16.3639303	8.2844093	21773.33888	147.998570	12	15
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2231	8.0637189	15657.17030	74.177304	31.3590390	1982-1999 –> 2000-2009	16.4042137	8.3404949	21772.23561	121.232013	11	18
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3894	7.0407590	26264.65732	61.744576	39.3941237	2000-2009 –> 2010-2019	14.8865053	7.8457463	41801.55393	135.958562	3	4
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3894	7.0285627	26251.15490	159.701666	39.4740869	2000-2009 –> 2010-2019	14.8951221	7.8665594	41799.87260	325.264312	2	4
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3894	7.0231968	26245.20701	81.849814	39.6891704	2000-2009 –> 2010-2019	14.8970776	7.8738808	41798.07553	193.569880	1	4
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	3894	7.1060569	26336.55250	47.030380	37.9028175	2000-2009 –> 2010-2019	14.9925340	7.8864770	41896.55341	94.516720	5	9
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	3894	7.1122201	26341.30418	43.560392	37.4195869	2000-2009 –> 2010-2019	14.9995880	7.8873679	41899.80911	86.645958	6	11
N_Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3894	7.0912721	26320.33192	208.880427	40.4514366	2000-2009 –> 2010-2019	15.1166787	8.0254066	41958.25189	405.713636	4	10
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	3894	7.1150481	26346.40030	67.731188	40.0130958	2000-2009 –> 2010-2019	15.1416220	8.0265739	41984.96924	142.329190	7	14
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3894	7.3216672	26569.34007	64.262034	34.9013422	2000-2009 –> 2010-2019	15.3563553	8.0346881	42212.41743	137.473848	9	17
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3894	7.3217056	26567.38098	53.467769	34.8780698	2000-2009 –> 2010-2019	15.3564630	8.0347574	42208.49681	126.522151	10	19
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3894	7.3428027	26591.78937	55.584735	34.6985615	2000-2009 –> 2010-2019	15.4060288	8.0632261	42250.68700	129.983269	11	21
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1085	3.9521105	6075.21854	33.802910	18.0234041	1982-1999 –> 2000-2009	7.6389704	3.6868599	9341.33264	55.027812	1	2
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1085	3.9852430	6093.33493	18.304321	18.0691926	1982-1999 –> 2000-2009	7.7225498	3.7373067	9375.67561	33.948296	2	4
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1085	3.9973077	6099.89432	63.878429	18.1609563	1982-1999 –> 2000-2009	7.7416452	3.7443375	9384.47909	111.576095	3	6
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1085	4.1958198	6205.06922	16.012641	19.4704473	1982-1999 –> 2000-2009	7.9504045	3.7545846	9492.91715	35.536011	4	8
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	1085	4.1990916	6204.76063	13.319000	19.4361482	1982-1999 –> 2000-2009	7.9796885	3.7805969	9498.85225	26.812209	5	10
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1085	4.3295642	6273.15979	39.135354	14.6876250	1982-1999 –> 2000-2009	8.3191966	3.9896323	9633.50909	62.375771	7	13
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1085	4.2831793	6249.78601	60.554043	14.8658429	1982-1999 –> 2000-2009	8.3200152	4.0368359	9624.17928	107.324052	6	14
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1085	4.3428120	6279.78948	16.260444	14.8198706	1982-1999 –> 2000-2009	8.3730861	4.0302741	9652.24035	35.655927	10	17
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1085	4.3323474	6274.55425	17.614519	14.7717221	1982-1999 –> 2000-2009	8.3812484	4.0489010	9652.51078	35.157477	8	18
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1085	4.3550139	6285.87795	56.341730	14.9251041	1982-1999 –> 2000-2009	8.4090018	4.0539879	9665.33363	103.665997	12	24
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1385	3.5919946	7486.47995	38.505371	17.5204546	2000-2009 –> 2010-2019	7.5441051	3.9521105	13561.69849	72.308282	1	2
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1385	3.6276485	7513.83917	21.539730	18.0556998	2000-2009 –> 2010-2019	7.6128915	3.9852430	13607.17411	39.844051	4	6
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1385	3.6274782	7513.70917	74.509613	18.1325623	2000-2009 –> 2010-2019	7.6247859	3.9973077	13613.60348	138.388042	3	6
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1385	3.6059604	7497.22887	15.180137	18.3853142	2000-2009 –> 2010-2019	7.8017802	4.1958198	13702.29808	31.192778	2	6
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	1385	3.6276499	7511.84024	12.221016	18.0631247	2000-2009 –> 2010-2019	7.8267414	4.1990916	13716.60087	25.540017	5	10
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1385	4.1509233	7887.08603	18.602966	17.6436833	2000-2009 –> 2010-2019	8.4832707	4.3323474	14161.64028	36.217485	6	14
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1385	4.2469002	7950.40426	68.478084	16.1281723	2000-2009 –> 2010-2019	8.5300796	4.2831793	14200.19027	129.032127	7	13
N_Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	1385	4.3144931	7992.14392	10.688993	14.6823208	2000-2009 –> 2010-2019	8.6940688	4.3795757	14288.22605	21.544135	9	23
N_Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1385	4.2569854	7954.97441	17.594796	17.2267420	2000-2009 –> 2010-2019	8.7049372	4.4479518	14284.67391	34.528103	8	24
N_Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1385	4.4115712	8053.77938	60.775244	15.4344057	2000-2009 –> 2010-2019	8.8286808	4.4171096	14368.37963	114.504284	10	25
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	933	3.7673305	5136.73947	28.945985	15.2685785	1982-1999 –> 2000-2009	6.9838200	3.2164895	7686.22398	67.529330	1	5
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	933	3.8011899	5153.43550	45.291091	13.8759842	1982-1999 –> 2000-2009	7.0087872	3.2075974	7700.20699	110.149518	5	6
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	933	3.7753741	5140.71930	22.538359	15.1646559	1982-1999 –> 2000-2009	7.0183129	3.2429388	7698.22943	52.358169	2	14
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	933	3.8003902	5153.04290	40.287067	13.9571772	1982-1999 –> 2000-2009	7.0278441	3.2274539	7705.86234	98.618702	4	10
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	933	3.7844216	5145.18574	50.481473	15.0936616	1982-1999 –> 2000-2009	7.0389157	3.2544941	7706.18161	110.609336	3	16
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	933	3.8034117	5154.52585	50.484905	14.0400685	1982-1999 –> 2000-2009	7.0429747	3.2395630	7711.01529	109.816503	6	16
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	933	3.8108553	5156.17420	27.806857	13.6129341	1982-1999 –> 2000-2009	7.0691970	3.2583417	7716.32798	63.208850	9	23
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	933	3.8084674	5155.00463	21.037322	13.7393792	1982-1999 –> 2000-2009	7.0816947	3.2732273	7719.62529	49.035050	7	24
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	933	3.8101561	5155.83182	50.481066	13.8426987	1982-1999 –> 2000-2009	7.0924327	3.2822766	7723.15811	109.740306	8	26
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	933	3.9868567	5242.42314	30.137237	13.2531664	1982-1999 –> 2000-2009	7.2175240	3.2306673	7796.21783	69.719739	10	18
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1432	3.5698433	7722.34207	28.989374	14.9785036	2000-2009 –> 2010-2019	7.3371737	3.7673305	12859.08154	57.935359	1	2
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1432	3.5936414	7741.37139	13.980764	14.8664639	2000-2009 –> 2010-2019	7.3690154	3.7753741	12882.09069	36.519123	2	4
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1432	3.6117647	7755.77873	49.865362	14.8319701	2000-2009 –> 2010-2019	7.3961863	3.7844216	12900.96447	100.346835	3	6
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1432	3.8078127	7907.16529	27.407519	13.1860629	2000-2009 –> 2010-2019	7.6090026	3.8011899	13060.60079	72.698610	4	9
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1432	3.8101299	7908.90759	22.434349	12.9013780	2000-2009 –> 2010-2019	7.6105201	3.8003902	13061.95049	62.721415	5	9
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1432	3.8147562	7912.38299	51.332582	12.6032365	2000-2009 –> 2010-2019	7.6181679	3.8034117	13066.90884	101.817487	7	13
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1432	3.8139761	7909.79727	26.609709	13.9315691	2000-2009 –> 2010-2019	7.6248314	3.8108553	13065.97147	54.416566	6	15
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1432	3.8164228	7911.63396	12.142503	13.6512916	2000-2009 –> 2010-2019	7.6248902	3.8084674	13066.63858	33.179825	8	15
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1432	3.8211938	7915.21210	49.853969	13.3915418	2000-2009 –> 2010-2019	7.6313499	3.8101561	13071.04392	100.335036	9	17
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1432	3.9140736	7985.99325	38.797233	13.6509921	2000-2009 –> 2010-2019	7.9009303	3.9868567	13228.41640	68.934469	10	20
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1380	3.0993805	7052.38855	44.160007	24.2281920	1982-1999 –> 2000-2009	5.7198970	2.6205165	10010.92369	96.533121	8	9
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1380	3.0964344	7049.76385	41.942893	25.3147524	1982-1999 –> 2000-2009	5.7332154	2.6367810	10015.94662	80.255048	6	8
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1380	3.0965613	7049.87689	39.742329	24.8855461	1982-1999 –> 2000-2009	5.7424357	2.6458745	10020.31493	86.563979	7	10
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1380	2.9827221	6946.49861	38.927629	23.4382849	1982-1999 –> 2000-2009	5.7935229	2.8108008	9991.67485	68.758455	1	20
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1380	2.9893014	6952.58000	30.046267	24.2709928	1982-1999 –> 2000-2009	5.8122891	2.8229877	10003.10361	52.716733	2	25
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1380	2.9947977	6957.65004	48.836087	24.6692693	1982-1999 –> 2000-2009	5.8128053	2.8180075	10005.99126	84.746636	3	24
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1380	3.0706778	7026.70972	27.270281	22.8359088	1982-1999 –> 2000-2009	5.8241536	2.7534758	10046.41771	55.385123	4	11
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1380	3.1243943	7074.57399	14.692735	21.5931079	1982-1999 –> 2000-2009	5.8790914	2.7546971	10094.83008	29.261940	9	17
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1380	3.2529240	7185.84019	16.328203	20.0335096	1982-1999 –> 2000-2009	5.9014631	2.6485391	10157.52235	33.375838	19	23
N_Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1380	3.1394821	7085.86999	26.139985	24.1039437	1982-1999 –> 2000-2009	5.9113386	2.7718565	10111.80142	46.116355	11	24
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2167	2.7810640	10596.64035	37.050505	15.0713229	2000-2009 –> 2010-2019	5.7637860	2.9827221	17543.13896	75.978134	3	4
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2167	2.7766545	10589.76315	24.235552	15.4232779	2000-2009 –> 2010-2019	5.7659559	2.9893014	17542.34316	54.281819	2	4
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2167	2.7754392	10587.86586	52.612126	15.6640039	2000-2009 –> 2010-2019	5.7702370	2.9947977	17545.51590	101.448213	1	4
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2167	2.8017798	10628.80418	23.696870	14.3608422	2000-2009 –> 2010-2019	5.8724576	3.0706778	17655.51390	50.967151	4	8
N_Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2167	2.8084471	10637.10542	20.363879	13.7728697	2000-2009 –> 2010-2019	5.8800483	3.0716012	17662.64496	35.360867	5	10
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2167	2.8190518	10655.43977	8.790838	13.6079543	2000-2009 –> 2010-2019	5.9434461	3.1243943	17730.01377	23.483573	6	15
N_Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2167	2.8313485	10672.30348	4.513788	12.7513591	2000-2009 –> 2010-2019	5.9604615	3.1291131	17749.04273	8.011072	7	17
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2167	3.0127224	10943.40607	46.291605	16.8707242	2000-2009 –> 2010-2019	6.1091569	3.0964344	17993.16993	88.234498	13	19
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2167	3.0177705	10950.66198	34.950381	16.5064623	2000-2009 –> 2010-2019	6.1143318	3.0965613	18000.53887	74.692710	15	22
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2167	3.0266143	10963.34455	39.397338	16.0232276	2000-2009 –> 2010-2019	6.1259948	3.0993805	18015.73310	83.557345	19	27
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2509	1.7157566	9843.22164	13.668321	6.4234205	1982-1999 –> 2000-2009	2.9546944	1.2389378	13319.59068	35.369122	1	9
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2509	1.7185449	9851.36981	15.699883	6.5599469	1982-1999 –> 2000-2009	2.9556963	1.2371514	13324.67986	54.958315	2	7
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2509	1.7195297	9854.24457	13.238207	6.6125670	1982-1999 –> 2000-2009	2.9563291	1.2367994	13326.95132	35.665731	3	7
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2509	1.7662293	9988.70746	11.689842	7.0215274	1982-1999 –> 2000-2009	3.0025355	1.2363062	13460.56863	32.290258	6	9
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2509	1.7704821	10000.77542	17.682587	7.1174445	1982-1999 –> 2000-2009	3.0057238	1.2352417	13470.81047	61.411635	7	9
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2509	1.7747816	10012.94672	12.026175	7.2375170	1982-1999 –> 2000-2009	3.0099986	1.2352170	13482.93928	33.543627	8	9
N_Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2509	1.8227606	10144.80076	11.105620	6.8834776	1982-1999 –> 2000-2009	3.0619675	1.2392068	13619.63009	30.235238	9	18
N_Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2509	1.8273463	10157.40915	12.233279	6.8341850	1982-1999 –> 2000-2009	3.0650811	1.2377349	13629.71875	45.827524	11	18
N_Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + aou + phosphate	2509	1.8310503	10167.57015	11.112183	6.8180887	1982-1999 –> 2000-2009	3.0685986	1.2375483	13639.56022	30.251267	12	18
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2509	1.7444904	9926.56240	14.985371	6.7066356	1982-1999 –> 2000-2009	3.1342855	1.3897950	13646.52343	39.838825	4	14
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4094	1.8953201	16863.45885	11.535615	14.9221585	2000-2009 –> 2010-2019	3.6110767	1.7157566	26706.68050	25.203936	1	2
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	4094	1.9011642	16888.66128	17.691367	14.8847693	2000-2009 –> 2010-2019	3.6197091	1.7185449	26740.03109	33.391250	2	4
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4094	1.9037924	16904.09549	13.616279	14.8521959	2000-2009 –> 2010-2019	3.6233221	1.7195297	26758.34006	26.854486	3	6
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	4094	1.9195796	16971.71445	13.466113	13.9672884	2000-2009 –> 2010-2019	3.6640701	1.7444904	26898.27685	28.451484	4	8
N_Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate	4094	1.9550858	17119.78277	8.920121	14.2076652	2000-2009 –> 2010-2019	3.7175600	1.7624742	27095.81037	19.797664	5	10
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4094	1.9994519	17301.29009	10.667969	17.3950165	2000-2009 –> 2010-2019	3.7656812	1.7662293	27289.99756	22.357811	13	19
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4094	2.0039951	17319.86929	19.437854	17.3621865	2000-2009 –> 2010-2019	3.7744772	1.7704821	27320.64471	37.120441	15	22
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4094	2.0139941	17364.84996	11.030871	17.3536939	2000-2009 –> 2010-2019	3.7887757	1.7747816	27377.79668	23.057047	17	25
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4094	1.9983024	17296.58248	16.893688	13.3105810	2000-2009 –> 2010-2019	3.8249178	1.8266154	27453.98407	33.871632	12	23
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4094	2.0092531	17345.55258	11.075812	13.3577957	2000-2009 –> 2010-2019	3.8455990	1.8363459	27529.61460	21.858753	16	30
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3147	1.2263770	10229.17966	23.381832	4.5410483	1982-1999 –> 2000-2009	2.2457779	1.0194009	14209.60749	102.123542	1	3
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3147	1.2401591	10299.51761	12.021443	4.9087120	1982-1999 –> 2000-2009	2.2579881	1.0178290	14275.68928	39.323433	6	7
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3147	1.2338012	10267.16747	11.391691	4.7187107	1982-1999 –> 2000-2009	2.2583151	1.0245138	14261.39374	36.506560	3	6
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3147	1.2267550	10231.11962	12.786112	4.4572015	1982-1999 –> 2000-2009	2.2584677	1.0317126	14244.65736	40.686055	2	9
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3147	1.2401966	10297.70777	10.673076	4.9158406	1982-1999 –> 2000-2009	2.2656739	1.0254774	14292.52667	35.680175	7	11
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3147	1.2380097	10288.59949	25.409278	4.7270027	1982-1999 –> 2000-2009	2.2665952	1.0285856	14293.76516	106.315683	4	9
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3147	1.2387478	10292.35089	12.122833	4.7226528	1982-1999 –> 2000-2009	2.2682818	1.0295340	14300.05851	37.199322	5	11
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3147	1.2482771	10338.58335	21.323906	4.5194785	1982-1999 –> 2000-2009	2.3154593	1.0671822	14443.34579	96.783696	8	16
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3147	1.2586964	10390.90120	11.803605	4.3489686	1982-1999 –> 2000-2009	2.3518874	1.0931910	14562.07401	36.879925	9	18
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	3147	1.2700060	10449.20105	12.864185	5.0906038	1982-1999 –> 2000-2009	2.4006373	1.1306313	14715.25014	40.055628	10	20
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4606	1.3875978	16102.87365	14.281748	5.5782059	2000-2009 –> 2010-2019	2.6143528	1.2267550	26333.99328	27.067860	1	3
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4606	1.3931703	16139.79484	28.555056	5.6452911	2000-2009 –> 2010-2019	2.6195473	1.2263770	26368.97450	51.936888	2	3
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4606	1.4153128	16285.05520	13.829267	5.2406733	2000-2009 –> 2010-2019	2.6491140	1.2338012	26552.22266	25.220958	3	6
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	4606	1.4180147	16302.62444	27.277763	5.3211283	2000-2009 –> 2010-2019	2.6560243	1.2380097	26591.22394	52.687041	4	8
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4606	1.4183690	16304.92609	13.805226	5.3361400	2000-2009 –> 2010-2019	2.6571168	1.2387478	26597.27698	25.928059	5	10
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	4606	1.4197968	16312.19477	24.468358	5.1181139	2000-2009 –> 2010-2019	2.6680739	1.2482771	26650.77812	45.792264	6	14
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4606	1.4333974	16402.01901	13.372564	5.9003282	2000-2009 –> 2010-2019	2.6735565	1.2401591	26701.53662	25.394007	10	16
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4606	1.4340385	16404.13804	12.656519	5.8304826	2000-2009 –> 2010-2019	2.6742351	1.2401966	26701.84581	23.329594	11	18
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4606	1.4231266	16333.77378	13.174790	5.0236482	2000-2009 –> 2010-2019	2.6818230	1.2586964	26724.67498	24.978395	7	16
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	4606	1.4285305	16370.68759	14.621153	5.7911399	2000-2009 –> 2010-2019	2.6985365	1.2700060	26819.88864	27.485338	8	18
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3081	0.8403936	7686.02038	28.717329	4.0410093	1982-1999 –> 2000-2009	1.5389011	0.6985075	9951.73462	61.863070	1	2
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3081	0.8423575	7700.40333	55.364754	4.0784904	1982-1999 –> 2000-2009	1.5445331	0.7021757	9977.24251	113.039897	2	4
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3081	0.8431269	7706.02906	36.763342	4.0693598	1982-1999 –> 2000-2009	1.5457858	0.7026589	9984.32951	95.533180	3	6
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	3081	0.8715759	7910.51789	22.994326	2.9975731	1982-1999 –> 2000-2009	1.5821552	0.7105793	10212.62613	49.094630	4	8
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3081	0.9220472	8255.39821	14.345912	3.4769598	1982-1999 –> 2000-2009	1.6417033	0.7196561	10582.46636	36.441760	6	11
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3081	0.8919229	8052.71675	23.859012	3.1084718	1982-1999 –> 2000-2009	1.6538841	0.7619612	10503.11241	53.244816	5	11
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3081	0.9434027	8398.48851	28.656593	3.4278014	1982-1999 –> 2000-2009	1.7813471	0.8379444	11050.78334	77.783285	7	18
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3081	0.9485610	8432.08924	54.138024	3.5022479	1982-1999 –> 2000-2009	1.8008884	0.8523273	11120.53212	111.148147	8	20
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	3081	0.9510228	8446.06068	14.262774	3.7149567	1982-1999 –> 2000-2009	1.8180029	0.8669801	11168.70789	36.340136	9	24
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3081	1.0087243	8811.02510	10.677005	3.9404196	1982-1999 –> 2000-2009	1.8292965	0.8205722	11418.82234	21.086222	10	17
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4449	0.8509254	11203.30415	32.727666	3.8984237	2000-2009 –> 2010-2019	1.6913191	0.8403936	18889.32453	61.444995	1	2
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4449	0.8532116	11227.17811	59.920392	3.8882650	2000-2009 –> 2010-2019	1.6955691	0.8423575	18927.58144	115.285145	2	4
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	4449	0.8542070	11237.55287	45.433208	3.8707884	2000-2009 –> 2010-2019	1.6973339	0.8431269	18943.58193	82.196550	3	6
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	4449	0.8668953	11368.75087	21.965150	4.0760295	2000-2009 –> 2010-2019	1.7384712	0.8715759	19279.26877	44.959476	4	8
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4449	0.8741814	11443.22443	24.304422	4.0375985	2000-2009 –> 2010-2019	1.7661043	0.8919229	19495.94119	48.163434	5	10
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate	4449	0.9229388	11924.16314	15.698716	4.1753805	2000-2009 –> 2010-2019	1.8449859	0.9220472	20179.56135	30.044629	8	14
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4449	0.9161861	11860.82166	29.989739	4.3310796	2000-2009 –> 2010-2019	1.8595888	0.9434027	20259.31017	58.646332	6	13
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4449	0.9219317	11916.44880	55.806325	4.3427307	2000-2009 –> 2010-2019	1.8704927	0.9485610	20348.53804	109.944349	7	15
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	4449	0.9262576	11956.10255	15.601499	4.3109216	2000-2009 –> 2010-2019	1.8772804	0.9510228	20402.16324	29.864272	9	18
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4449	0.9806727	12466.05715	10.686672	4.1754018	2000-2009 –> 2010-2019	1.9893970	1.0087243	21277.08225	21.363677	10	20
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1333	0.2777475	381.62997	53.506477	1.1653245	1982-1999 –> 2000-2009	0.5934643	0.3157167	628.67111	124.781625	1	7
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1333	0.2782056	386.02387	271.239931	1.1637875	1982-1999 –> 2000-2009	0.5944631	0.3162575	634.56407	578.517491	2	9
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1333	0.2784689	388.54503	103.013007	1.1612325	1982-1999 –> 2000-2009	0.5948280	0.3163592	637.36688	252.860205	3	11
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1333	0.3121857	693.24723	32.662403	0.9010806	1982-1999 –> 2000-2009	0.6174216	0.3052359	910.71426	64.564722	4	5
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1333	0.3158256	724.15143	18.087629	0.9277509	1982-1999 –> 2000-2009	0.6234251	0.3075995	948.37560	34.379091	5	7
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1333	0.3161006	726.47228	58.523898	0.9314754	1982-1999 –> 2000-2009	0.6240781	0.3079775	951.77215	117.713991	7	10
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1333	0.3160968	726.44015	33.604056	0.9314482	1982-1999 –> 2000-2009	0.6240816	0.3079848	951.76088	96.828084	6	10
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate	1333	0.3164431	727.35891	23.393773	0.9275653	1982-1999 –> 2000-2009	0.6249088	0.3084658	952.04652	52.606406	8	13
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1333	0.3346347	876.37746	4.906865	1.3066065	1982-1999 –> 2000-2009	0.6587537	0.3241190	1144.42703	14.320052	12	21
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1333	0.3306045	844.07499	5.432491	1.1163121	1982-1999 –> 2000-2009	0.6590690	0.3284645	1123.79109	14.353331	9	19
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2070	0.3124502	1072.30143	54.619890	1.1285957	2000-2009 –> 2010-2019	0.5901977	0.2777475	1453.93140	108.126367	1	2
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2070	0.3134395	1085.38909	241.400049	1.1415351	2000-2009 –> 2010-2019	0.5916452	0.2782056	1471.41296	512.639980	2	4
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2070	0.3138889	1091.32041	110.060425	1.1486734	2000-2009 –> 2010-2019	0.5923578	0.2784689	1479.86544	213.073432	3	6
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2070	0.3267304	1257.31882	32.879192	1.0480696	2000-2009 –> 2010-2019	0.6389161	0.3121857	1950.56604	65.541595	4	8
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2070	0.3350373	1361.26012	17.180154	1.1119883	2000-2009 –> 2010-2019	0.6508629	0.3158256	2085.41155	35.267782	5	10
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2070	0.3357205	1369.69310	62.991712	1.1263151	2000-2009 –> 2010-2019	0.6518211	0.3161006	2096.16538	121.515611	6	13
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2070	0.3357334	1369.85227	37.316234	1.1269642	2000-2009 –> 2010-2019	0.6518302	0.3160968	2096.29242	70.920289	7	13
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate	2070	0.3361832	1373.39513	24.311317	1.1530345	2000-2009 –> 2010-2019	0.6526263	0.3164431	2100.75405	47.705090	8	16
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2070	0.3518728	1562.23553	6.271510	1.3713622	2000-2009 –> 2010-2019	0.6824773	0.3306045	2406.31052	11.704002	10	19
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2070	0.3484693	1521.99623	6.613296	1.4560155	2000-2009 –> 2010-2019	0.6831040	0.3346347	2398.37369	11.520161	9	21
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1609	0.2196848	-296.93309	38.708747	0.7421769	1982-1999 –> 2000-2009	0.6249688	0.4052840	316.39330	82.689772	1	2
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1609	0.2197321	-296.23922	38.677367	0.7421535	1982-1999 –> 2000-2009	0.6250410	0.4053089	317.15839	90.794475	2	4
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1609	0.2201269	-290.46380	17.245347	0.7444732	1982-1999 –> 2000-2009	0.6257336	0.4056068	323.78751	35.270127	3	6
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1609	0.2220809	-262.02390	23.903190	0.7464232	1982-1999 –> 2000-2009	0.6292894	0.4072085	356.80696	53.934711	4	8
N_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	1609	0.2451524	54.03760	15.552408	0.9219113	1982-1999 –> 2000-2009	0.6612961	0.4161437	696.09015	37.941350	12	17
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1609	0.2371743	-50.42884	50.881332	1.1016578	1982-1999 –> 2000-2009	0.6800223	0.4428480	665.89532	99.822876	5	11
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1609	0.2372028	-50.04188	248.812379	1.1024008	1982-1999 –> 2000-2009	0.6800667	0.4428639	666.32411	474.446086	6	13
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1609	0.2375757	-44.98738	29.414824	1.1113314	1982-1999 –> 2000-2009	0.6806961	0.4431204	672.05136	59.294199	7	15
N_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1609	0.2396418	-19.12273	10.990550	1.1495058	1982-1999 –> 2000-2009	0.6834956	0.4438538	697.83769	27.172618	9	18
N_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	1609	0.2396978	-18.37068	33.189272	1.1498139	1982-1999 –> 2000-2009	0.6835776	0.4438798	698.65778	73.706325	10	20
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2261	0.2048604	-738.85845	40.854638	0.6827929	2000-2009 –> 2010-2019	0.4245452	0.2196848	-1035.79154	79.563385	1	2
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2261	0.2048701	-738.64546	48.121163	0.6828971	2000-2009 –> 2010-2019	0.4246022	0.2197321	-1034.88468	86.798530	2	4
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2261	0.2049844	-736.12304	17.665586	0.6834649	2000-2009 –> 2010-2019	0.4251112	0.2201269	-1026.58684	34.910933	3	6
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2261	0.2091491	-645.16992	23.891723	0.6991097	2000-2009 –> 2010-2019	0.4312300	0.2220809	-907.19382	47.794913	4	8
N_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	2261	0.2157704	-506.22958	15.362072	0.8088615	2000-2009 –> 2010-2019	0.4609228	0.2451524	-452.19198	30.914480	5	17
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2261	0.2289105	-236.90698	65.886581	1.0489234	2000-2009 –> 2010-2019	0.4660848	0.2371743	-287.33582	116.767912	6	11
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2261	0.2289207	-236.70424	314.411964	1.0497769	2000-2009 –> 2010-2019	0.4661235	0.2372028	-286.74612	563.224343	7	13
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2261	0.2290241	-234.66171	37.804743	1.0573462	2000-2009 –> 2010-2019	0.4665998	0.2375757	-279.64909	67.219567	8	15
N_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2261	0.2291024	-235.11656	13.794137	1.0389867	2000-2009 –> 2010-2019	0.4687442	0.2396418	-254.23929	24.784687	9	18
N_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	2261	0.2291133	-234.90147	42.853631	1.0399594	2000-2009 –> 2010-2019	0.4688111	0.2396978	-253.27215	76.042903	10	20
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2330	0.2151089	-534.35282	68.053261	0.6878147	1982-1999 –> 2000-2009	0.4317702	0.2166612	-721.87141	138.695859	1	2
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2330	0.2151308	-533.87820	45.847921	0.6881739	1982-1999 –> 2000-2009	0.4318991	0.2167683	-720.49605	92.541398	2	4
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2330	0.2266380	-291.05689	20.743332	0.8083297	1982-1999 –> 2000-2009	0.4646117	0.2379738	-307.43811	45.627271	3	6
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2330	0.2290853	-243.00583	2.481741	0.8862611	1982-1999 –> 2000-2009	0.4676458	0.2385605	-256.89522	4.352386	4	8
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2330	0.2481287	131.10981	44.234108	0.9930910	1982-1999 –> 2000-2009	0.5137771	0.2656484	315.39262	92.658532	5	10
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2330	0.2481555	131.61226	276.714443	0.9927617	1982-1999 –> 2000-2009	0.5138271	0.2656716	316.05469	530.390189	6	12
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2330	0.2482426	133.24908	29.808228	0.9920607	1982-1999 –> 2000-2009	0.5140027	0.2657601	318.29860	61.816759	7	14
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate	2330	0.2625577	392.50893	13.101694	0.8983058	1982-1999 –> 2000-2009	0.5410428	0.2784851	660.86782	29.915941	8	16
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2330	0.2723561	563.24760	16.725771	1.3634986	1982-1999 –> 2000-2009	0.5526145	0.2802584	843.18475	32.436365	9	18
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	2330	0.2724233	564.39862	231.176998	1.3641462	1982-1999 –> 2000-2009	0.5527153	0.2802920	844.55439	447.916183	10	20
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3124	0.2046509	-1032.61044	45.654658	0.7663807	2000-2009 –> 2010-2019	0.4197817	0.2151308	-1566.48864	91.502579	1	3
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3124	0.2047258	-1030.32192	69.510930	0.7684409	2000-2009 –> 2010-2019	0.4198348	0.2151089	-1564.67474	137.564191	2	3
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	3124	0.2188612	-613.16801	24.291280	0.8107675	2000-2009 –> 2010-2019	0.4454992	0.2266380	-904.22490	45.034612	3	6
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	3124	0.2208362	-559.03839	2.060676	0.7815035	2000-2009 –> 2010-2019	0.4499215	0.2290853	-802.04422	4.542416	4	8
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3124	0.2326819	-230.57416	46.498941	0.9216098	2000-2009 –> 2010-2019	0.4808106	0.2481287	-99.46435	90.733049	7	12
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3124	0.2326706	-230.87782	266.269246	0.9212307	2000-2009 –> 2010-2019	0.4808261	0.2481555	-99.26556	542.983688	6	12
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3124	0.2326040	-232.66734	30.539239	0.9194245	2000-2009 –> 2010-2019	0.4808466	0.2482426	-99.41826	60.347467	5	12
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate	3124	0.2381013	-88.72190	15.414036	0.9924760	2000-2009 –> 2010-2019	0.5006590	0.2625577	303.78702	28.515730	8	16
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3124	0.2507090	233.65530	15.823768	1.0817352	2000-2009 –> 2010-2019	0.5230651	0.2723561	796.90291	32.549539	11	20
N_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	3124	0.2506979	233.37869	226.106642	1.0823229	2000-2009 –> 2010-2019	0.5231212	0.2724233	797.77731	457.283640	10	20
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1197	0.2158293	-259.70326	71.004827	0.9262775	1982-1999 –> 2000-2009	0.4580537	0.2422244	-244.79587	126.892143	1	3
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1197	0.2158541	-259.42883	88.729839	0.9260008	1982-1999 –> 2000-2009	0.4580601	0.2422060	-244.58703	159.131976	2	3
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1197	0.2392931	-12.63966	72.194243	1.0195884	1982-1999 –> 2000-2009	0.4896786	0.2503855	30.96458	125.872362	5	8
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1197	0.2393578	-11.99226	57.793461	1.0200376	1982-1999 –> 2000-2009	0.4898283	0.2504705	31.90579	100.418926	6	11
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1197	0.2257516	-152.09873	13.525496	1.0718563	1982-1999 –> 2000-2009	0.4931403	0.2673887	-51.59691	33.562125	3	10
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1197	0.2258005	-153.58104	9.443910	1.0791529	1982-1999 –> 2000-2009	0.4937822	0.2679817	-53.16062	23.532491	4	12
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1197	0.2476018	67.07370	58.314408	1.1020165	1982-1999 –> 2000-2009	0.4980506	0.2504488	108.89689	92.440298	8	12
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1197	0.2477125	68.14425	46.694902	1.1045265	1982-1999 –> 2000-2009	0.4982507	0.2505382	110.27636	73.801958	9	15
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate	1197	0.2411561	3.92643	12.981026	1.0720352	1982-1999 –> 2000-2009	0.5099945	0.2688384	107.11076	31.105895	7	16
N_Pacific	(28.05,28.1]	3	cstar_tref ~ sal + temp + phosphate	1197	0.2488945	77.54055	3.664632	1.0480916	1982-1999 –> 2000-2009	0.5177413	0.2688468	178.75188	7.181550	10	20
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2145	0.2370686	-73.80380	73.736250	1.0785671	2000-2009 –> 2010-2019	0.4529227	0.2158541	-333.23263	162.466090	1	3
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2145	0.2371096	-73.06278	58.043104	1.0785822	2000-2009 –> 2010-2019	0.4529389	0.2158293	-332.76603	129.047931	2	3
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2145	0.2486699	131.15871	58.234649	1.2103469	2000-2009 –> 2010-2019	0.4879630	0.2392931	118.51905	130.428891	3	8
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2145	0.2487550	132.62598	45.853607	1.2112628	2000-2009 –> 2010-2019	0.4881128	0.2393578	120.63372	103.647068	4	10
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2145	0.2503970	158.85033	46.233891	1.3840041	2000-2009 –> 2010-2019	0.4979987	0.2476018	225.92403	104.548299	5	13
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2145	0.2505000	160.61572	36.414252	1.3859203	2000-2009 –> 2010-2019	0.4982125	0.2477125	228.75997	83.109154	6	15
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2145	0.2789790	624.55217	16.819755	1.2460422	2000-2009 –> 2010-2019	0.5047307	0.2257516	472.45344	30.345250	9	12
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2145	0.2791133	624.61648	12.193913	1.2576371	2000-2009 –> 2010-2019	0.5049138	0.2258005	471.03545	21.637823	10	14
N_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate	2145	0.2801444	640.43605	15.495989	1.2550275	2000-2009 –> 2010-2019	0.5213005	0.2411561	644.36248	28.477015	11	18
N_Pacific	(28.05,28.1]	3	cstar_tref ~ sal + temp + phosphate	2145	0.2820840	668.03462	2.517773	1.2700085	2000-2009 –> 2010-2019	0.5309785	0.2488945	745.57517	6.182405	12	22
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3028	0.6376885	5882.46461	17.137566	5.8241816	1982-1999 –> 2000-2009	1.4056960	0.7680075	8197.19035	32.348887	1	2
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3028	0.6381095	5886.46139	18.272840	5.8284156	1982-1999 –> 2000-2009	1.4064083	0.7682989	8201.94261	33.494049	2	4
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3028	0.6383223	5888.48056	268.660327	5.8350427	1982-1999 –> 2000-2009	1.4070892	0.7687669	8205.17502	548.767556	3	6
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3028	0.6460314	5961.18189	91.105807	5.4812908	1982-1999 –> 2000-2009	1.4217665	0.7757351	8295.85072	166.227963	6	10
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3028	0.6464208	5964.83103	92.964833	5.4859400	1982-1999 –> 2000-2009	1.4224431	0.7760223	8300.23706	170.083033	7	12
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3028	0.6466003	5966.51272	409.601902	5.4925724	1982-1999 –> 2000-2009	1.4231820	0.7765817	8303.35413	789.855936	9	15
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3028	0.6465126	5963.69111	12.618266	5.4322918	1982-1999 –> 2000-2009	1.4258757	0.7793631	8305.65432	24.213247	8	15
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	3028	0.6468906	5967.23117	12.637846	5.4370000	1982-1999 –> 2000-2009	1.4265973	0.7797066	8310.07237	24.251456	10	18
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	3028	0.6470640	5968.85391	263.835335	5.4438973	1982-1999 –> 2000-2009	1.4273181	0.7802541	8313.09317	538.557919	11	20
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	3028	0.6429786	5932.49709	114.610211	6.0322366	1982-1999 –> 2000-2009	1.4393932	0.7964145	8319.57282	225.480657	4	14
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4219	0.6157240	7894.94073	11.818026	3.1499321	2000-2009 –> 2010-2019	1.2534125	0.6376885	13777.40534	28.955593	1	2
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	4219	0.6159391	7897.88839	12.998696	3.1529688	2000-2009 –> 2010-2019	1.2540486	0.6381095	13784.34978	31.271536	2	4
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	4219	0.6162269	7901.82964	302.844752	3.1539475	2000-2009 –> 2010-2019	1.2545492	0.6383223	13790.31020	571.505079	3	6
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4219	0.6198220	7950.91482	116.221382	3.3776270	2000-2009 –> 2010-2019	1.2658534	0.6460314	13912.09671	207.327189	4	10
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	4219	0.6200422	7953.91122	116.424288	3.3925370	2000-2009 –> 2010-2019	1.2664630	0.6464208	13918.74225	209.389121	5	12
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	4219	0.6203782	7958.48282	536.474143	3.3974459	2000-2009 –> 2010-2019	1.2669785	0.6466003	13924.99554	946.076046	6	15
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4219	0.6214644	7971.24327	8.622314	3.3141363	2000-2009 –> 2010-2019	1.2679770	0.6465126	13934.93437	21.240581	7	15
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	4219	0.6217293	7974.83984	11.254947	3.3157843	2000-2009 –> 2010-2019	1.2686199	0.6468906	13942.07101	23.892793	8	18
N_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	4219	0.6220847	7979.66110	298.189392	3.3232391	2000-2009 –> 2010-2019	1.2691486	0.6470640	13948.51501	562.024727	9	20
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	4219	0.6290132	8075.12043	135.261458	3.3826337	2000-2009 –> 2010-2019	1.2719918	0.6429786	14007.61752	249.871669	10	14
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1146	0.1658946	-851.14756	162.892023	1.3465503	1982-1999 –> 2000-2009	0.4310052	0.2651106	-775.22568	374.011499	1	2
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1146	0.1659389	-852.53604	145.364171	1.3499431	1982-1999 –> 2000-2009	0.4310528	0.2651139	-778.60565	326.876680	2	4
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1146	0.1757522	-720.84841	695.162071	1.1155457	1982-1999 –> 2000-2009	0.4716549	0.2959028	-572.42519	1461.882928	3	6
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1146	0.1787009	-682.71272	74.145177	1.2791240	1982-1999 –> 2000-2009	0.4757330	0.2970321	-531.70685	158.578609	4	8
N_Pacific	(28.2,28.3]	3	cstar_tref ~ sal + nitrate + phosphate_star	1146	0.1787268	-684.38008	63.706338	1.2695029	1982-1999 –> 2000-2009	0.4768669	0.2981401	-532.84989	135.987559	5	10
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1146	0.2192615	-211.88007	177.658553	1.7023585	1982-1999 –> 2000-2009	0.5354035	0.3161419	-16.60013	411.506081	6	14
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1146	0.2193137	-211.33454	100.367828	1.7026629	1982-1999 –> 2000-2009	0.5354551	0.3161414	-16.05575	229.930878	7	13
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1146	0.2193627	-210.82238	306.381575	1.7029981	1982-1999 –> 2000-2009	0.5355044	0.3161416	-15.54313	708.150540	8	15
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1146	0.2194033	-212.39877	159.352707	1.6800646	1982-1999 –> 2000-2009	0.5360593	0.3166560	-18.01725	360.435561	9	18
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1146	0.2219369	-186.08267	85.241239	1.6799331	1982-1999 –> 2000-2009	0.5518955	0.3299586	36.19928	181.884782	10	20
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1913	0.1828089	-1058.71542	395.758330	2.3800982	2000-2009 –> 2010-2019	0.3432102	0.1604012	-1987.04487	1254.799168	1	2
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1913	0.1918940	-873.14853	84.142691	2.5823083	2000-2009 –> 2010-2019	0.3577886	0.1658946	-1724.29609	247.034715	3	5
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1913	0.1925545	-862.00114	74.716664	2.5749475	2000-2009 –> 2010-2019	0.3584934	0.1659389	-1714.53719	220.080835	4	7
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1913	0.1882497	-948.50818	321.501370	2.2538484	2000-2009 –> 2010-2019	0.3640018	0.1757522	-1669.35658	1016.663441	2	6
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1913	0.1956450	-801.08156	43.335989	2.4546897	2000-2009 –> 2010-2019	0.3743459	0.1787009	-1483.79428	117.481166	5	10
N_Pacific	(28.2,28.3]	3	cstar_tref ~ sal + nitrate + phosphate_star	1913	0.1959817	-796.50310	37.921139	2.4539515	2000-2009 –> 2010-2019	0.3747086	0.1787268	-1480.88319	101.627477	6	12
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1913	0.2533326	189.56141	98.795478	3.2860595	2000-2009 –> 2010-2019	0.4725941	0.2192615	-22.31866	276.454031	7	14
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1913	0.2534056	190.66352	56.437129	3.2863168	2000-2009 –> 2010-2019	0.4727193	0.2193137	-20.67102	156.804957	10	18
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1913	0.2534787	191.76821	165.731402	3.2866571	2000-2009 –> 2010-2019	0.4728415	0.2193627	-19.05417	472.112978	13	22
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1913	0.2534745	189.70461	87.200072	3.2755245	2000-2009 –> 2010-2019	0.4728778	0.2194033	-22.69416	246.552779	12	22
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	85	0.7575709	208.02106	64.944942	2.2531028	1982-1999 –> 2000-2009	2.2693967	1.5118258	735.05291	84.890964	1	2
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	85	0.8008793	217.47189	35.470988	3.3771036	1982-1999 –> 2000-2009	2.3441557	1.5432764	750.26883	56.869225	3	8
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	85	0.8215566	221.80529	48.356885	3.5989617	1982-1999 –> 2000-2009	2.3444113	1.5228547	750.87235	60.480378	4	7
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	85	0.8323147	224.01697	37.103768	3.6431266	1982-1999 –> 2000-2009	2.3499358	1.5176210	752.12007	67.462724	5	7
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	85	0.8714526	231.82861	44.579348	3.7492900	1982-1999 –> 2000-2009	2.3991027	1.5276500	761.77598	57.810032	7	11
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	85	0.9332017	243.46678	103.580341	3.8940391	1982-1999 –> 2000-2009	2.4832671	1.5500654	777.49276	199.874730	11	17
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	85	0.9510765	246.69221	188.491404	2.9415217	1982-1999 –> 2000-2009	2.6873879	1.7363115	812.48865	651.658796	12	21
S_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	85	0.7940720	214.02077	9.014318	2.8368216	1982-1999 –> 2000-2009	2.7299158	1.9358438	808.27567	26.000508	2	21
S_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	85	0.8613263	227.84164	15.351610	3.9841461	1982-1999 –> 2000-2009	2.8020757	1.9407494	822.80520	25.827259	6	28
S_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	85	0.8770628	230.91951	8.429879	4.1191311	1982-1999 –> 2000-2009	2.8166716	1.9396088	825.71847	15.377800	8	29
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	168	1.6001182	648.70939	22.013252	5.6186372	2000-2009 –> 2010-2019	2.4009975	0.8008793	866.18128	57.484240	4	7
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	168	1.7159876	672.19957	14.872067	6.8819842	2000-2009 –> 2010-2019	2.5375441	0.8215566	894.00486	63.228952	7	11
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	168	1.7898952	686.36813	16.835487	6.0707118	2000-2009 –> 2010-2019	2.5474661	0.7575709	894.38919	81.780429	10	11
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	168	1.7383622	676.55234	41.203151	6.7401280	2000-2009 –> 2010-2019	2.5706770	0.8323147	900.56931	78.306919	8	13
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	168	1.7061392	670.26565	12.943416	7.0639841	2000-2009 –> 2010-2019	2.5775918	0.8714526	902.09426	57.522765	6	13
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	168	1.6747167	664.01974	120.677842	6.9779800	2000-2009 –> 2010-2019	2.6079184	0.9332017	907.48652	224.258183	5	16
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	168	1.4575588	617.35571	98.276035	4.9996920	2000-2009 –> 2010-2019	2.6649718	1.2074130	904.61686	312.526796	1	18
S_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	168	1.9586379	714.63911	13.689159	5.7415595	2000-2009 –> 2010-2019	2.9697886	1.0111507	969.74379	48.943363	21	36
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	168	2.0237452	727.62650	243.174237	8.0822027	2000-2009 –> 2010-2019	2.9748217	0.9510765	974.31872	431.665641	27	39
S_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	168	1.4577670	617.40370	119.957387	5.1061805	2000-2009 –> 2010-2019	3.0676934	1.6099263	953.57529	488.156547	2	21
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	121	1.4641768	449.65608	66.078442	7.1355266	1982-1999 –> 2000-2009	3.0775813	1.6134045	1184.62440	97.745353	3	7
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	121	1.4626266	449.39971	71.711681	7.1097973	1982-1999 –> 2000-2009	3.0801203	1.6174938	1185.32995	101.175469	2	8
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	121	1.4610067	449.13155	89.050938	7.0655078	1982-1999 –> 2000-2009	3.0817230	1.6207163	1185.81811	121.723251	1	9
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	121	1.5017373	455.78581	406.159644	6.2481455	1982-1999 –> 2000-2009	3.1058181	1.6040808	1188.55178	546.335765	7	9
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	121	1.4997340	455.46276	401.528093	6.2295556	1982-1999 –> 2000-2009	3.1058338	1.6060998	1188.70674	554.607297	6	9
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	121	1.5096479	457.05722	529.361673	6.2478565	1982-1999 –> 2000-2009	3.1078808	1.5982330	1188.43534	684.588127	8	9
S_Atlantic	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	121	1.4958827	454.84050	406.638325	6.1866066	1982-1999 –> 2000-2009	3.1384484	1.6425657	1196.61575	600.751470	5	17
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	121	1.5148925	457.89650	119.600162	6.8176485	1982-1999 –> 2000-2009	3.1404697	1.6255771	1195.72104	150.675430	9	19
S_Atlantic	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	121	1.5312593	458.49701	37.660792	6.1706860	1982-1999 –> 2000-2009	3.1463939	1.6151346	1191.87261	49.404038	14	19
S_Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	121	1.5204174	456.77747	99.155363	6.4936172	1982-1999 –> 2000-2009	3.1466025	1.6261851	1192.74411	129.413419	10	21
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	234	1.5549618	884.66231	29.531709	4.4965999	2000-2009 –> 2010-2019	3.0191387	1.4641768	1334.31838	95.610152	2	5
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	234	1.5569479	885.25966	28.270607	4.4778923	2000-2009 –> 2010-2019	3.0195744	1.4626266	1334.65937	99.982288	3	5
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	234	1.5594599	886.01414	35.240519	4.4514959	2000-2009 –> 2010-2019	3.0204666	1.4610067	1335.14569	124.291457	4	5
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	234	1.5069355	869.97978	36.471886	4.6429295	2000-2009 –> 2010-2019	3.0218280	1.5148925	1327.87628	156.072049	1	10
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	234	1.6953918	925.12691	97.602354	4.8547007	2000-2009 –> 2010-2019	3.1971291	1.5017373	1380.91272	503.761997	6	13
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	234	1.6980922	925.87175	101.182936	4.8508815	2000-2009 –> 2010-2019	3.1978262	1.4997340	1381.33451	502.711028	7	13
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	234	1.6902132	923.69521	120.315746	4.8818310	2000-2009 –> 2010-2019	3.1998610	1.5096479	1380.75243	649.677419	5	13
S_Atlantic	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	234	1.7276568	933.94973	105.742866	4.7623690	2000-2009 –> 2010-2019	3.2235394	1.4958827	1388.79023	512.381191	11	16
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	234	1.7456595	938.80121	27.613613	8.4266217	2000-2009 –> 2010-2019	3.2333827	1.4877232	1392.31808	93.089696	14	18
S_Atlantic	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	234	1.7021945	925.00099	15.384384	4.6741272	2000-2009 –> 2010-2019	3.2334537	1.5312593	1383.49801	53.045176	8	22
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	66	1.2958218	235.50704	320.246098	2.9867435	1982-1999 –> 2000-2009	2.4538766	1.1580548	781.83831	360.361798	1	2
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	66	1.3070960	236.65052	286.674151	2.9856966	1982-1999 –> 2000-2009	2.4661839	1.1590879	783.28499	318.180103	2	4
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	66	1.3123906	237.18414	278.830961	3.0062356	1982-1999 –> 2000-2009	2.4725357	1.1601451	784.12855	475.455716	3	6
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	66	1.3804864	243.86143	84.794898	2.8573445	1982-1999 –> 2000-2009	2.5788606	1.1983741	801.82888	114.834647	7	11
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	66	1.3836031	244.15911	83.208843	2.8717339	1982-1999 –> 2000-2009	2.5831747	1.1995716	802.46613	111.607054	8	13
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	66	1.3461700	240.53868	215.755572	3.4693371	1982-1999 –> 2000-2009	2.5914432	1.2452732	811.55845	385.604647	4	14
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	66	1.3918878	244.94713	76.498497	2.8969383	1982-1999 –> 2000-2009	2.5928518	1.2009640	803.64859	261.496654	12	18
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	66	1.4018429	243.88787	5.249747	2.5238176	1982-1999 –> 2000-2009	2.6056805	1.2038375	801.40187	17.280603	15	22
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	66	1.4051015	244.19435	5.230959	2.5362740	1982-1999 –> 2000-2009	2.6097057	1.2046042	801.92480	15.435683	16	24
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	66	1.4142186	245.04807	60.025931	2.5349855	1982-1999 –> 2000-2009	2.6197656	1.2055471	803.04455	244.290175	17	26
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	158	1.5813128	607.19328	44.065403	3.7314512	2000-2009 –> 2010-2019	2.8771346	1.2958218	842.70032	364.311501	3	4
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	158	1.5848202	607.89341	41.412671	3.7481682	2000-2009 –> 2010-2019	2.8919162	1.3070960	844.54393	328.086823	4	6
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	158	1.5944253	609.80280	64.865143	3.7937693	2000-2009 –> 2010-2019	2.9068159	1.3123906	846.98693	343.696104	8	11
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	158	1.5767208	606.27431	75.276056	3.6190576	2000-2009 –> 2010-2019	2.9572073	1.3804864	850.13574	160.070954	1	8
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	158	1.5791912	606.76903	72.790302	3.6314612	2000-2009 –> 2010-2019	2.9627943	1.3836031	850.92813	155.999145	2	10
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	158	1.5883510	608.59662	65.568427	3.6801969	2000-2009 –> 2010-2019	2.9802387	1.3918878	853.54375	142.066924	5	17
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	158	1.5884799	606.62227	4.724505	3.7231446	2000-2009 –> 2010-2019	2.9903228	1.4018429	850.51014	9.974252	6	21
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	158	1.5911974	607.16241	4.423294	3.7345055	2000-2009 –> 2010-2019	2.9962989	1.4051015	851.35676	9.654253	7	23
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	158	1.6652853	623.54347	53.022411	4.0103602	2000-2009 –> 2010-2019	3.0114554	1.3461700	864.08214	268.777983	11	15
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	158	1.6012714	609.15673	48.779215	3.7807526	2000-2009 –> 2010-2019	3.0154900	1.4142186	854.20480	108.805146	9	26
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	100	1.3398970	356.30625	130.774799	3.9206373	1982-1999 –> 2000-2009	2.6121360	1.2722390	1103.90112	150.372490	2	4
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	100	1.3410249	356.47454	141.884323	3.9195098	1982-1999 –> 2000-2009	2.6123860	1.2713611	1103.76431	524.341447	6	7
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	100	1.3402680	356.36163	142.184794	3.9169659	1982-1999 –> 2000-2009	2.6130952	1.2728272	1104.16080	165.330838	3	6
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	100	1.3394901	356.24552	122.893532	3.8915258	1982-1999 –> 2000-2009	2.6346905	1.2952004	1111.74646	339.538098	1	5
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	100	1.3432778	356.81026	117.593805	3.9341572	1982-1999 –> 2000-2009	2.6573728	1.3140950	1118.71260	127.504071	7	19
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	100	1.3406150	356.41340	109.408297	3.9396181	1982-1999 –> 2000-2009	2.6662128	1.3255978	1122.16791	119.922064	4	18
S_Atlantic	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	100	1.3504141	355.86997	119.930865	3.8135696	1982-1999 –> 2000-2009	2.7070559	1.3566417	1129.85625	183.487466	9	25
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	100	1.4202583	367.95545	32.226092	2.6836753	1982-1999 –> 2000-2009	2.7169725	1.2967143	1123.97273	53.838926	18	23
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	100	1.4200155	367.92126	32.124158	2.6868368	1982-1999 –> 2000-2009	2.7171894	1.2971739	1124.09519	52.934739	17	23
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	100	1.4195316	367.85310	118.739101	2.6948635	1982-1999 –> 2000-2009	2.7176884	1.2981568	1124.36180	318.065543	16	23
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	190	1.3278824	660.95913	11.101868	3.2650394	2000-2009 –> 2010-2019	2.6681504	1.3402680	1017.32075	153.286662	4	7
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	190	1.3287923	661.21943	10.124430	3.2654736	2000-2009 –> 2010-2019	2.6686893	1.3398970	1017.52568	140.899229	5	7
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	190	1.3367715	663.49444	83.428128	3.2718218	2000-2009 –> 2010-2019	2.6762616	1.3394901	1019.73996	206.321660	6	7
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	190	1.3383903	663.95434	142.859535	3.2684746	2000-2009 –> 2010-2019	2.6794152	1.3410249	1020.42887	284.743859	7	13
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	190	1.3470769	666.41269	7.084946	3.2783057	2000-2009 –> 2010-2019	2.6876919	1.3406150	1022.82609	116.493243	10	14
S_Atlantic	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	190	1.3383952	661.95573	36.420287	3.2684242	2000-2009 –> 2010-2019	2.6888093	1.3504141	1017.82570	156.351152	8	17
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	190	1.3464421	666.23357	7.087163	3.2666285	2000-2009 –> 2010-2019	2.6897199	1.3432778	1023.04383	124.680968	9	16
S_Atlantic	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	190	1.3585779	667.64326	5.541606	3.5702259	2000-2009 –> 2010-2019	2.6992008	1.3406230	1022.05785	90.479376	15	20
S_Atlantic	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	190	1.3574976	667.34099	5.922678	3.5358553	2000-2009 –> 2010-2019	2.7036922	1.3461945	1022.58504	117.210524	14	22
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	190	1.3518082	667.74503	31.664161	3.5744767	2000-2009 –> 2010-2019	2.7112714	1.3594631	1026.95072	63.763134	11	21
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	176	1.2385166	588.76423	412.818744	4.4425163	1982-1999 –> 2000-2009	2.6837631	1.4452465	2039.68785	988.980627	8	10
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	176	1.2378204	588.56630	58.911061	4.4440494	1982-1999 –> 2000-2009	2.6889078	1.4510874	2042.73270	82.252607	6	10
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	176	1.2377085	588.53449	42.477246	4.4332640	1982-1999 –> 2000-2009	2.6953491	1.4576405	2046.32358	66.358191	4	20
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	176	1.2377002	588.53213	66.029672	4.4037956	1982-1999 –> 2000-2009	2.6970162	1.4593159	2047.24481	98.415030	3	22
S_Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	176	1.2394792	587.03771	58.492800	4.4046429	1982-1999 –> 2000-2009	2.7032577	1.4637785	2046.20524	64.137662	9	33
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	176	1.2376903	588.52930	38.371205	4.4081171	1982-1999 –> 2000-2009	2.7162343	1.4785440	2057.76636	70.684567	2	29
S_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	176	1.2902557	603.17018	86.826604	4.3999698	1982-1999 –> 2000-2009	2.7352567	1.4450011	2053.95725	179.037664	16	17
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	176	1.2831765	601.23356	493.983346	3.8261003	1982-1999 –> 2000-2009	2.7361172	1.4529407	2056.42616	685.830727	14	20
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	176	1.2823074	600.99508	58.665217	3.8310509	1982-1999 –> 2000-2009	2.7363497	1.4540422	2056.79699	89.555959	13	20
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	176	1.2815949	600.79943	59.726793	3.8260009	1982-1999 –> 2000-2009	2.7382487	1.4566538	2058.04411	90.621550	12	27
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	388	1.4592137	1408.34493	49.906026	6.9820285	2000-2009 –> 2010-2019	2.6967728	1.2375592	1996.83693	105.875876	3	4
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	388	1.4993409	1429.39617	41.194201	6.9537727	2000-2009 –> 2010-2019	2.7370312	1.2376903	2017.92547	79.565406	5	7
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	388	1.5077538	1433.73819	41.249077	6.8516246	2000-2009 –> 2010-2019	2.7454540	1.2377002	2022.27031	107.278749	7	10
S_Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	388	1.4557227	1406.48622	81.261133	6.9978579	2000-2009 –> 2010-2019	2.7457711	1.2900484	2009.59986	157.987131	1	16
S_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	388	1.4561427	1406.71008	74.149995	7.0346962	2000-2009 –> 2010-2019	2.7463983	1.2902557	2009.88025	160.976599	2	18
S_Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	388	1.4595987	1406.54966	11.866446	7.0027173	2000-2009 –> 2010-2019	2.7503006	1.2907019	2007.84154	46.093568	4	21
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	388	1.5392494	1449.78114	33.214021	6.4625731	2000-2009 –> 2010-2019	2.7769579	1.2377085	2038.31563	75.691266	9	13
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	388	1.5416929	1451.01202	32.136505	6.3473874	2000-2009 –> 2010-2019	2.7795133	1.2378204	2039.57832	91.047565	10	16
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	388	1.5434361	1451.88896	486.403889	6.2419516	2000-2009 –> 2010-2019	2.7819527	1.2385166	2040.65319	899.222634	11	19
S_Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	388	1.5435029	1449.92256	5.703860	6.2455107	2000-2009 –> 2010-2019	2.7829822	1.2394792	2036.96027	64.196660	12	21
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	519	0.9795594	1465.42103	202.977846	4.1076890	1982-1999 –> 2000-2009	2.3514403	1.3718808	5935.21228	250.204797	2	5
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	519	0.9727072	1458.13452	181.337828	4.1433179	1982-1999 –> 2000-2009	2.3691805	1.3964733	5973.55221	227.436710	1	7
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	519	1.0227928	1510.25151	131.887079	4.2590211	1982-1999 –> 2000-2009	2.4077566	1.3849638	6004.41649	178.742259	3	8
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	519	1.1210527	1605.46856	127.115006	6.2216614	1982-1999 –> 2000-2009	2.5238309	1.4027782	6132.45438	174.311811	5	12
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	519	1.2629028	1729.14080	223.658214	7.0281081	1982-1999 –> 2000-2009	2.6260279	1.3631251	6182.48979	321.710332	12	13
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	519	1.2871035	1748.84355	190.121199	7.2848437	1982-1999 –> 2000-2009	2.6549671	1.3678636	6211.10388	299.427685	14	16
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	519	1.2875221	1747.18104	131.810195	7.1908051	1982-1999 –> 2000-2009	2.6920971	1.4045750	6275.45414	143.721262	15	23
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	519	1.2713495	1734.06016	181.336903	7.4493234	1982-1999 –> 2000-2009	2.6931496	1.4218001	6293.63445	193.228192	13	23
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + nitrate	519	1.3193672	1772.54222	197.628831	6.3699173	1982-1999 –> 2000-2009	2.6994812	1.3801139	6255.69884	208.672699	17	21
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	519	1.0358588	1521.42786	174.884878	4.5411673	1982-1999 –> 2000-2009	2.7595533	1.7236945	6575.46084	180.354410	4	32
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1144	2.0169635	4865.77651	72.948311	10.7949685	2000-2009 –> 2010-2019	2.9896707	0.9727072	6323.91103	254.286139	2	3
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1144	2.0102007	4858.09211	55.795394	12.7974315	2000-2009 –> 2010-2019	2.9897602	0.9795594	6323.51314	258.773241	1	3
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1144	2.0265804	4876.65983	74.138668	11.5743015	2000-2009 –> 2010-2019	3.0493732	1.0227928	6386.91134	206.025748	3	6
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1144	2.0523689	4905.59119	54.717282	13.6221124	2000-2009 –> 2010-2019	3.1734216	1.1210527	6511.05975	181.832289	7	12
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	1144	2.1832238	5045.00773	7.267389	11.2125941	2000-2009 –> 2010-2019	3.2190827	1.0358588	6566.43559	182.152266	10	14
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1144	2.1882005	5052.21731	97.311405	13.2746557	2000-2009 –> 2010-2019	3.3938418	1.2056413	6733.19357	295.957365	12	18
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1144	2.0338006	4884.79689	62.580120	13.1029426	2000-2009 –> 2010-2019	3.4009928	1.3671922	6696.29910	203.701199	4	25
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1144	2.2009513	5063.51097	5.080928	11.9682907	2000-2009 –> 2010-2019	3.4129681	1.2120168	6747.96177	167.161801	14	21
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + silicate	1144	2.0451115	4895.48627	55.267587	12.6024623	2000-2009 –> 2010-2019	3.4156656	1.3705541	6707.53775	113.617785	5	27
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1144	2.0504074	4903.40351	62.917542	13.3090764	2000-2009 –> 2010-2019	3.4288937	1.3784862	6723.44514	213.702771	6	29
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	534	1.9549400	2245.37029	186.781057	13.8943092	1982-1999 –> 2000-2009	3.4436393	1.4886993	6532.58110	309.656327	1	8
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	534	2.0143115	2277.32268	242.695512	14.4070615	1982-1999 –> 2000-2009	3.5020671	1.4877556	6563.04196	409.181407	2	8
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	534	2.1088800	2326.32205	44.533842	13.9175718	1982-1999 –> 2000-2009	3.5704647	1.4615847	6570.29940	51.293846	4	5
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	534	2.0429709	2292.41100	828.649741	12.3995452	1982-1999 –> 2000-2009	3.5977396	1.5547687	6681.75496	1010.474746	3	20
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	534	2.1325298	2338.23234	162.166296	13.2843615	1982-1999 –> 2000-2009	3.6746319	1.5421021	6708.33626	171.435759	5	18
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	534	2.2111502	2376.89804	444.768257	12.9525230	1982-1999 –> 2000-2009	3.6749065	1.4637564	6624.36753	999.886692	12	14
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	534	2.1665640	2355.14254	48.245479	14.8542573	1982-1999 –> 2000-2009	3.6859105	1.5193465	6690.28126	62.679702	7	16
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + nitrate	534	2.1668195	2353.26849	41.937330	13.3036001	1982-1999 –> 2000-2009	3.6871469	1.5203274	6687.92518	45.947194	8	18
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	534	2.2360257	2388.84601	73.653863	13.3466510	1982-1999 –> 2000-2009	3.7000828	1.4640571	6636.79863	97.187371	16	19
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	534	2.2361932	2386.92599	25.629448	13.3592140	1982-1999 –> 2000-2009	3.7004088	1.4642156	6633.13326	28.729990	17	21
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1310	2.1569332	5745.57995	148.671695	8.6611065	2000-2009 –> 2010-2019	4.1118732	1.9549400	7990.95024	335.452753	8	9
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1310	2.1745884	5766.93814	195.352659	8.8933684	2000-2009 –> 2010-2019	4.1888999	2.0143115	8044.26082	438.048171	13	15
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1310	2.1067772	5683.93660	18.001203	9.2133046	2000-2009 –> 2010-2019	4.2156573	2.1088800	8010.25865	62.535045	1	5
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1310	2.1774374	5770.36850	172.501157	9.4697342	2000-2009 –> 2010-2019	4.2204084	2.0429709	8062.77950	1001.150898	16	19
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1310	2.1480430	5734.75882	20.445909	9.2420177	2000-2009 –> 2010-2019	4.2805728	2.1325298	8072.99116	182.612205	4	9
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1310	2.1406333	5725.70549	33.976628	9.5444099	2000-2009 –> 2010-2019	4.3071973	2.1665640	8080.84803	82.222107	2	9
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + nitrate	1310	2.1590088	5746.09989	6.884667	8.6935593	2000-2009 –> 2010-2019	4.3258283	2.1668195	8099.36838	48.821997	11	19
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1310	2.1665210	5757.20032	20.501666	9.4300989	2000-2009 –> 2010-2019	4.3285158	2.1619948	8110.08813	192.574968	12	18
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1310	2.1794100	5770.74101	16.395424	9.5097018	2000-2009 –> 2010-2019	4.3760585	2.1966485	8138.61156	60.840397	17	27
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1310	2.1538847	5741.87438	48.230013	9.4064408	2000-2009 –> 2010-2019	4.3899104	2.2360257	8130.72038	121.883876	6	22
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	206	1.4493185	751.49317	232.645932	4.4483550	1982-1999 –> 2000-2009	2.4269695	0.9776510	1773.64776	1028.283969	2	3
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	206	1.5622807	782.41513	128.844447	5.6819200	1982-1999 –> 2000-2009	2.5461770	0.9838963	1809.16722	160.261498	4	6
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	206	1.5664080	783.50213	70.471751	4.5779123	1982-1999 –> 2000-2009	2.5684339	1.0020259	1823.43695	98.832830	5	8
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	206	1.5840520	788.11695	206.596654	5.2423745	1982-1999 –> 2000-2009	2.5902584	1.0062064	1831.05777	280.604671	7	12
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	206	1.5835574	787.98830	179.644214	6.8112488	1982-1999 –> 2000-2009	2.5923464	1.0087890	1832.77984	232.743463	6	12
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	206	1.6039620	793.26312	121.367855	7.0531356	1982-1999 –> 2000-2009	2.6085784	1.0046164	1835.06210	502.236153	10	14
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	206	1.6118538	795.28528	200.343005	5.3419693	1982-1999 –> 2000-2009	2.6332043	1.0213504	1849.01166	278.426681	12	20
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	206	1.6146751	796.00578	221.388580	4.9126118	1982-1999 –> 2000-2009	2.6424206	1.0277455	1854.23881	803.340201	13	22
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate	206	1.6165123	794.47430	17.118985	5.0947801	1982-1999 –> 2000-2009	2.6519065	1.0353942	1856.06065	44.875245	15	25
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	206	1.6055210	791.66337	28.850199	7.0955484	1982-1999 –> 2000-2009	2.6711745	1.0656535	1874.04769	31.511958	11	22
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	468	1.5437754	1748.56666	482.862256	4.9205648	2000-2009 –> 2010-2019	2.9930939	1.4493185	2500.05984	715.508188	1	4
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	468	1.6326917	1800.98173	675.819395	4.9712028	2000-2009 –> 2010-2019	3.0661784	1.4334867	2547.94962	846.531043	2	3
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	468	1.6857469	1828.91383	521.218371	6.0631655	2000-2009 –> 2010-2019	3.1278791	1.4421322	2576.35906	653.123915	5	7
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	468	1.6821046	1828.88930	18.981555	5.0138957	2000-2009 –> 2010-2019	3.2443853	1.5622807	2611.30444	147.826002	4	9
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	468	1.6789685	1827.14258	50.385172	5.0119445	2000-2009 –> 2010-2019	3.2630204	1.5840520	2615.25953	256.981826	3	11
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	468	1.7028843	1840.38122	17.419735	5.0581296	2000-2009 –> 2010-2019	3.2692923	1.5664080	2623.88335	87.891485	7	13
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	468	1.7065374	1842.38705	62.308237	5.0964045	2000-2009 –> 2010-2019	3.3183913	1.6118538	2637.67233	262.651242	8	21
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	468	1.7147826	1846.89843	397.837212	5.1090439	2000-2009 –> 2010-2019	3.3294577	1.6146751	2642.90421	619.225792	9	23
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate	468	1.7162477	1845.69782	17.404443	5.1183997	2000-2009 –> 2010-2019	3.3327600	1.6165123	2640.17212	34.523428	10	26
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	468	1.7796467	1881.65079	226.162858	6.5651632	2000-2009 –> 2010-2019	3.3333679	1.5537212	2661.80243	436.249298	12	16
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	386	1.6269609	1485.16361	86.568586	4.8661590	1982-1999 –> 2000-2009	3.3844144	1.7574535	3981.63471	649.488578	1	2
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	386	1.6784331	1509.20898	189.870722	4.9365777	1982-1999 –> 2000-2009	3.4423133	1.7638802	4010.25014	503.144373	3	6
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	386	1.6745738	1507.43186	72.799963	4.9415601	1982-1999 –> 2000-2009	3.4589159	1.7843421	4022.91320	114.008031	2	10
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	386	1.6955922	1517.06131	179.059417	4.9533816	1982-1999 –> 2000-2009	3.4674027	1.7718104	4023.71869	511.722806	4	8
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	386	1.7073269	1522.38569	75.093986	4.9187890	1982-1999 –> 2000-2009	3.4855378	1.7782109	4033.55763	698.549835	6	12
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	386	1.7147721	1523.74483	39.591682	5.0745742	1982-1999 –> 2000-2009	3.4992288	1.7844567	4037.30661	79.522296	7	16
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	386	1.6972956	1517.83646	92.249184	5.4917812	1982-1999 –> 2000-2009	3.5165645	1.8192689	4057.58777	751.551905	5	15
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	386	1.7946381	1560.88876	85.278707	4.9183396	1982-1999 –> 2000-2009	3.5533765	1.7587384	4058.27493	220.163530	11	13
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	386	1.7582848	1545.09011	71.730027	5.8969955	1982-1999 –> 2000-2009	3.5778830	1.8195982	4085.06801	115.545804	8	19
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + silicate	386	1.7661492	1546.53536	39.011016	5.7271189	1982-1999 –> 2000-2009	3.5895887	1.8234395	4087.15353	82.661393	9	22
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	790	1.8974765	3267.95216	428.451714	7.6728296	2000-2009 –> 2010-2019	3.5244374	1.6269609	4753.11577	515.020301	1	2
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	790	1.9035809	3273.02705	524.075037	6.7150103	2000-2009 –> 2010-2019	3.6008765	1.6972956	4790.86352	616.324221	2	7
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	790	1.9779528	3333.58145	188.206990	7.6649572	2000-2009 –> 2010-2019	3.6563859	1.6784331	4842.79043	378.077711	4	7
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	790	1.9949589	3347.10792	30.713849	7.7754203	2000-2009 –> 2010-2019	3.6695327	1.6745738	4854.53978	103.513813	8	10
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	790	1.9345836	3298.55244	32.103942	7.3070199	2000-2009 –> 2010-2019	3.6928685	1.7582848	4843.64255	103.833968	3	11
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	790	1.9860751	3340.05625	367.327864	7.5548314	2000-2009 –> 2010-2019	3.6934020	1.7073269	4862.44194	442.421850	6	12
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	790	1.9989600	3350.27360	203.350084	7.6534866	2000-2009 –> 2010-2019	3.6945522	1.6955922	4867.33491	382.409501	9	13
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	790	2.0053874	3353.34571	30.372977	7.8115310	2000-2009 –> 2010-2019	3.7201594	1.7147721	4877.09054	69.964660	10	17
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + silicate	790	1.9881721	3339.72362	31.984509	7.4732758	2000-2009 –> 2010-2019	3.7543212	1.7661492	4886.25898	70.995525	7	16
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	790	1.9793111	3334.66608	205.743511	6.5398807	2000-2009 –> 2010-2019	3.7749467	1.7956355	4895.98379	270.584806	5	17
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	957	1.8234595	3877.65614	750.997636	5.2698326	1982-1999 –> 2000-2009	4.1797732	2.3563137	11241.25544	1002.094452	16	17
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	957	1.8237700	3879.98199	707.295060	5.3216710	1982-1999 –> 2000-2009	4.2347999	2.4110300	11319.72794	1216.867424	18	20
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	957	1.8253651	3879.65533	382.940011	5.2859593	1982-1999 –> 2000-2009	4.2364505	2.4110853	11317.47549	623.937589	23	26
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	957	1.8246521	3880.90754	733.522516	5.3028591	1982-1999 –> 2000-2009	4.2627279	2.4380758	11356.68450	1523.376986	21	25
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	957	1.8267462	3881.10298	388.374715	5.2469610	1982-1999 –> 2000-2009	4.2671688	2.4404225	11357.98737	619.964616	25	30
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	957	1.7750323	3828.13718	236.190341	5.0188599	1982-1999 –> 2000-2009	4.2697591	2.4947268	11378.10756	787.461103	3	23
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	957	1.8309485	3887.50093	728.757450	5.3366544	1982-1999 –> 2000-2009	4.2742424	2.4432939	11370.18347	1486.112532	28	38
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	957	1.8424305	3897.46628	378.019490	5.2195157	1982-1999 –> 2000-2009	4.2882543	2.4458237	11381.49148	629.994716	34	46
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	957	1.7980116	3852.75652	288.189585	5.3301425	1982-1999 –> 2000-2009	4.2912988	2.4932872	11400.86243	826.129828	7	26
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	957	1.8507232	3908.06173	523.877901	5.2853966	1982-1999 –> 2000-2009	4.2920623	2.4413391	11388.15909	840.455737	36	43
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1777	2.3640311	8114.65634	270.512094	7.8735967	2000-2009 –> 2010-2019	4.1390634	1.7750323	11942.79352	506.702435	6	9
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1777	2.3193568	8046.85193	359.983019	8.3806299	2000-2009 –> 2010-2019	4.1431268	1.8237700	11926.83391	1067.278079	1	19
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1777	2.3366008	8073.17741	481.626542	8.9326132	2000-2009 –> 2010-2019	4.1612529	1.8246521	11954.08495	1215.149058	2	23
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1777	2.3662944	8118.05722	265.380179	7.8761624	2000-2009 –> 2010-2019	4.1643060	1.7980116	11970.81374	553.569764	9	16
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1777	2.3410515	8077.94065	173.919397	9.6159360	2000-2009 –> 2010-2019	4.1664166	1.8253651	11957.59599	556.859408	3	26
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1777	2.3425077	8080.15066	172.963813	9.5873142	2000-2009 –> 2010-2019	4.1692540	1.8267462	11961.25364	561.338527	4	29
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1777	2.3665052	8118.37387	288.317551	7.8707358	2000-2009 –> 2010-2019	4.1779174	1.8114122	11985.34253	512.634397	10	21
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1777	2.3607565	8107.72997	298.226056	9.5077009	2000-2009 –> 2010-2019	4.1842160	1.8234595	11985.38612	1049.223692	5	21
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1777	2.3933615	8158.47930	185.610810	7.5653703	2000-2009 –> 2010-2019	4.1868755	1.7935140	12006.44213	426.728100	15	21
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1777	2.3651488	8116.33624	412.786361	9.8244833	2000-2009 –> 2010-2019	4.1960973	1.8309485	12003.83718	1141.543811	7	35
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	296	0.9203288	804.86125	526.794612	3.4192411	1982-1999 –> 2000-2009	1.8307715	0.9104427	2252.63481	919.793024	2	4
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	296	0.9348603	814.13556	547.666136	3.5285752	1982-1999 –> 2000-2009	1.8447129	0.9098526	2261.20765	912.041989	4	5
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	296	0.9218486	803.83804	138.534263	3.5414602	1982-1999 –> 2000-2009	1.8574043	0.9355557	2279.05255	372.473957	3	17
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + silicate	296	0.9538600	824.04652	458.766291	3.4694766	1982-1999 –> 2000-2009	1.8643614	0.9105013	2269.88976	822.721447	6	9
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	296	0.9370433	813.51633	39.321801	3.6007191	1982-1999 –> 2000-2009	1.8743892	0.9373459	2290.79928	118.782171	5	20
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	296	0.9714717	836.87726	727.797389	3.5502345	1982-1999 –> 2000-2009	1.8973310	0.9258593	2302.81903	1301.889944	8	16
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	296	0.8864095	780.63048	222.242494	3.1892447	1982-1999 –> 2000-2009	1.9038894	1.0174799	2346.67183	730.482045	1	28
S_Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + nitrate + silicate	296	0.9660899	829.58855	16.089032	3.6373832	1982-1999 –> 2000-2009	1.9043783	0.9382884	2305.95890	36.802682	7	23
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	296	0.9811993	842.77567	598.066808	3.6552790	1982-1999 –> 2000-2009	1.9044130	0.9232137	2305.62124	1130.557043	10	14
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	296	0.9741112	836.48356	66.238565	3.7260016	1982-1999 –> 2000-2009	1.9060434	0.9319322	2307.49925	172.622391	9	18
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	581	1.1719407	1847.17079	505.155549	4.1174775	2000-2009 –> 2010-2019	2.1434124	0.9714717	2684.04805	1232.952937	1	9
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	581	1.1742375	1847.44588	97.437721	4.3747166	2000-2009 –> 2010-2019	2.1483487	0.9741112	2683.92944	163.676287	2	11
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	581	1.2765070	1946.48268	300.511984	4.9408794	2000-2009 –> 2010-2019	2.1968358	0.9203288	2751.34393	827.306596	12	14
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	581	1.2199398	1893.81393	412.545435	4.6548451	2000-2009 –> 2010-2019	2.2034044	0.9834646	2737.95475	1002.895084	4	16
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	581	1.2210866	1892.90571	35.039116	4.8865020	2000-2009 –> 2010-2019	2.2071613	0.9860748	2736.61565	59.403588	5	18
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	581	1.2271291	1900.64173	455.700543	4.8853238	2000-2009 –> 2010-2019	2.2083285	0.9811993	2743.41740	1053.767351	6	16
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	581	1.2279602	1899.42838	157.705849	5.0848271	2000-2009 –> 2010-2019	2.2112168	0.9832567	2741.44401	290.224191	7	18
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	581	1.2835306	1952.85866	334.767747	5.1735889	2000-2009 –> 2010-2019	2.2183908	0.9348603	2766.99421	882.433882	18	22
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate	581	1.2341190	1905.24179	388.671992	5.3178859	2000-2009 –> 2010-2019	2.2306725	0.9965536	2755.20958	917.145883	8	23
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	581	1.3098187	1974.41725	158.103719	6.2716932	2000-2009 –> 2010-2019	2.2316673	0.9218486	2778.25530	296.637983	25	28
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	350	0.9777446	991.50223	345.011150	3.0085062	1982-1999 –> 2000-2009	1.6868531	0.7091085	1945.21990	542.356197	2	7
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	350	0.9849388	996.63393	266.851866	3.0932859	1982-1999 –> 2000-2009	1.6905534	0.7056146	1946.03460	469.972335	4	6
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	350	0.9952827	1003.94704	266.704016	3.1283598	1982-1999 –> 2000-2009	1.7008561	0.7055734	1953.29662	413.481440	9	10
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	350	0.9980199	1005.86955	222.687688	3.5402591	1982-1999 –> 2000-2009	1.7079475	0.7099275	1960.59608	401.985401	11	17
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	350	1.0013992	1008.23572	228.080663	3.4029856	1982-1999 –> 2000-2009	1.7082606	0.7068614	1959.17938	348.509452	14	18
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	350	1.0126634	1016.06569	279.130284	3.2181191	1982-1999 –> 2000-2009	1.7182969	0.7056335	1965.48970	425.067569	21	24
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	350	0.9865490	997.77736	278.521589	3.0302597	1982-1999 –> 2000-2009	1.7418153	0.7552664	2006.61112	531.164547	6	19
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	350	1.0511252	1042.15980	434.719830	2.9797062	1982-1999 –> 2000-2009	1.7636902	0.7125651	2000.12743	948.383084	25	33
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	350	0.9755721	989.94512	382.124582	3.1665036	1982-1999 –> 2000-2009	1.7721207	0.7965486	2045.29117	648.598227	1	17
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + silicate + phosphate	350	1.0608460	1046.60364	266.697122	3.1945933	1982-1999 –> 2000-2009	1.7751454	0.7142995	2004.69601	413.461535	29	38
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	544	1.0820768	1643.62888	179.201746	4.8485866	2000-2009 –> 2010-2019	2.0576489	0.9755721	2633.57400	561.326328	5	6
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	544	1.0733942	1634.86359	203.150715	4.2138172	2000-2009 –> 2010-2019	2.0599432	0.9865490	2632.64095	481.672304	2	8
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	544	1.0712957	1632.73441	122.891162	4.2503756	2000-2009 –> 2010-2019	2.0781976	1.0069020	2644.80617	322.625431	1	18
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	544	1.1093638	1670.72509	177.040107	5.1313394	2000-2009 –> 2010-2019	2.0955449	0.9861810	2668.24134	557.737716	7	12
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	544	1.1092034	1670.56772	170.819101	5.0401808	2000-2009 –> 2010-2019	2.1068830	0.9976797	2676.19856	550.166808	6	16
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	544	1.1368256	1697.33004	295.289649	5.4042973	2000-2009 –> 2010-2019	2.1145702	0.9777446	2688.83227	640.300799	9	11
S_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	544	1.0746609	1636.14671	379.714277	4.0661239	2000-2009 –> 2010-2019	2.1257860	1.0511252	2678.30651	814.434106	3	28
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	544	1.1493244	1707.22673	36.015377	4.6016400	2000-2009 –> 2010-2019	2.1270700	0.9777457	2696.72971	63.920712	10	13
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	544	1.0747284	1634.21505	96.490186	4.0773162	2000-2009 –> 2010-2019	2.1301771	1.0554487	2677.24823	269.833739	4	31
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	544	1.1094913	1668.85006	148.310162	5.0965988	2000-2009 –> 2010-2019	2.1687072	1.0592159	2714.37727	488.339525	8	36
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	347	1.2136464	1133.12215	303.828790	4.2912663	1982-1999 –> 2000-2009	1.9115209	0.6978745	1939.42058	813.343643	2	10
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	347	1.2249493	1139.55558	303.372973	4.3630736	1982-1999 –> 2000-2009	1.9221636	0.6972142	1945.14601	793.120053	7	13
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	347	1.2326359	1143.89681	300.296773	4.3377777	1982-1999 –> 2000-2009	1.9299392	0.6973033	1949.58283	791.360159	10	17
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	347	1.2571879	1157.58425	417.584892	4.0238380	1982-1999 –> 2000-2009	1.9413870	0.6841992	1949.07962	1208.578272	20	24
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	347	1.2355657	1145.54441	302.634913	4.3383880	1982-1999 –> 2000-2009	1.9596315	0.7240658	1979.40141	733.312816	14	25
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	347	1.2670069	1160.98353	180.234248	3.8028856	1982-1999 –> 2000-2009	1.9677088	0.7007020	1968.30642	669.929139	26	35
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	347	1.2592032	1158.69585	239.742609	4.1635241	1982-1999 –> 2000-2009	1.9820874	0.7228842	1991.33121	648.743063	23	33
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	347	1.2098550	1130.95070	584.140683	4.6708158	1982-1999 –> 2000-2009	1.9835707	0.7737158	2014.41678	1291.776257	1	14
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	347	1.2971612	1177.30701	125.471115	3.5868691	1982-1999 –> 2000-2009	2.0213231	0.7241619	2009.26329	534.179061	32	44
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	347	1.2168554	1134.95472	351.598688	4.0330247	1982-1999 –> 2000-2009	2.0269304	0.8100750	2052.77066	621.552574	3	22
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	624	1.3942078	2199.57858	201.054325	5.8483393	2000-2009 –> 2010-2019	2.6110632	1.2168554	3334.53331	552.653012	1	4
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	624	1.4190423	2221.61308	569.496117	6.2078896	2000-2009 –> 2010-2019	2.6326887	1.2136464	3354.73524	873.324907	2	4
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	624	1.4341064	2234.79167	575.473466	6.0346867	2000-2009 –> 2010-2019	2.6590558	1.2249493	3374.34725	878.846439	4	11
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	624	1.4362204	2236.62998	553.977822	6.1301824	2000-2009 –> 2010-2019	2.6688563	1.2326359	3380.52679	854.274595	5	15
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	624	1.4448925	2244.14286	668.945998	6.1002367	2000-2009 –> 2010-2019	2.6804582	1.2355657	3389.68727	971.580911	7	21
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	624	1.4481652	2246.96640	291.125635	5.7467750	2000-2009 –> 2010-2019	2.6809099	1.2327447	3390.92449	667.896083	8	19
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	624	1.4334886	2234.25389	905.304252	5.8378353	2000-2009 –> 2010-2019	2.6906765	1.2571879	3391.83814	1322.889144	3	23
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	624	1.4542763	2252.22178	184.805759	5.7181213	2000-2009 –> 2010-2019	2.6921882	1.2379118	3399.08274	474.086251	11	26
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	624	1.4757021	2270.47437	285.253995	6.0707327	2000-2009 –> 2010-2019	2.6973852	1.2216831	3408.17700	615.658416	14	18
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	624	1.4775613	2270.04574	49.816854	6.8591123	2000-2009 –> 2010-2019	2.6998869	1.2223255	3406.11320	70.881677	16	21
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	982	1.4031123	3463.98800	999.112065	4.5418269	1982-1999 –> 2000-2009	2.2592677	0.8561554	5983.04016	1941.209451	1	2
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	982	1.4491263	3529.36238	47.608637	4.8695827	1982-1999 –> 2000-2009	2.5443668	1.0952405	6539.02874	75.184697	2	12
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	982	1.4850579	3577.46643	25.733111	4.9005024	1982-1999 –> 2000-2009	2.5595420	1.0744842	6549.17244	54.135112	4	6
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	982	1.4848396	3577.17771	49.194851	4.8968560	1982-1999 –> 2000-2009	2.5596262	1.0747866	6549.44213	76.750552	3	6
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	982	1.4856122	3578.19943	21.441241	4.9100810	1982-1999 –> 2000-2009	2.5611544	1.0755422	6551.85801	48.419360	5	9
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	982	1.4873996	3580.56096	440.181111	4.9398509	1982-1999 –> 2000-2009	2.5651046	1.0777050	6558.20521	867.970854	6	11
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	982	1.5054049	3602.19291	20.139752	4.8485074	1982-1999 –> 2000-2009	2.6190071	1.1136022	6642.84528	47.688220	7	21
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	982	1.5231098	3625.15643	46.505009	4.9848180	1982-1999 –> 2000-2009	2.6215428	1.0984331	6638.59767	61.281869	8	19
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	982	1.5748931	3690.81933	48.427589	5.0653599	1982-1999 –> 2000-2009	2.6562406	1.0813475	6673.15800	60.451876	12	19
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	982	1.5763809	3692.67382	8.094080	5.0747700	1982-1999 –> 2000-2009	2.6574382	1.0810573	6674.47993	12.049182	13	19
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1540	1.0712092	4594.19807	915.462005	5.0521385	2000-2009 –> 2010-2019	2.4743215	1.4031123	8058.18607	1914.574069	3	4
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1540	1.0732038	4599.92762	957.037189	5.0799296	2000-2009 –> 2010-2019	2.4791127	1.4059089	8067.82626	1955.735111	5	7
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1540	1.0749743	4605.00469	916.896266	5.0981409	2000-2009 –> 2010-2019	2.4823171	1.4073428	8074.90544	1916.806480	6	9
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1540	1.0932144	4658.82753	31.637514	4.7817107	2000-2009 –> 2010-2019	2.5423407	1.4491263	8188.18991	79.246152	8	12
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1540	1.0699387	4592.54288	31.329949	4.5342942	2000-2009 –> 2010-2019	2.5549966	1.4850579	8170.00931	57.063059	1	7
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1540	1.0706301	4594.53261	30.130927	4.5452603	2000-2009 –> 2010-2019	2.5554697	1.4848396	8171.71032	79.325777	2	7
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1540	1.0725007	4599.90916	23.210681	4.5658309	2000-2009 –> 2010-2019	2.5581129	1.4856122	8178.10860	44.651922	4	11
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1540	1.0794377	4619.76664	492.924378	4.6686305	2000-2009 –> 2010-2019	2.5668373	1.4873996	8200.32760	933.105489	7	15
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1540	1.1188288	4728.16065	30.107011	5.7280968	2000-2009 –> 2010-2019	2.6242338	1.5054049	8330.35356	50.246763	9	18
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1540	1.1673532	4858.92670	27.114721	6.2091573	2000-2009 –> 2010-2019	2.6904630	1.5231098	8484.08313	73.619730	15	26
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1227	9.2994622	8968.38858	50.051511	27.2926781	1982-1999 –> 2000-2009	18.4341713	9.1347091	13877.00337	108.462883	2	4
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1227	9.3105087	8971.30187	85.448774	26.1134931	1982-1999 –> 2000-2009	18.4356926	9.1251839	13878.51031	329.905134	3	4
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1227	9.5247216	9027.12292	83.651454	25.4872544	1982-1999 –> 2000-2009	18.8200609	9.2953393	13959.23575	120.907827	8	11
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1227	9.5306857	9028.65907	85.164979	25.5054846	1982-1999 –> 2000-2009	18.8372591	9.3065733	13962.40007	122.350873	9	13
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1227	9.5905154	9044.01611	154.824518	25.4218717	1982-1999 –> 2000-2009	18.9379302	9.3474148	13983.65980	244.242427	13	18
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1227	9.2854109	8964.67785	57.766341	27.9451609	1982-1999 –> 2000-2009	19.0130647	9.7276538	13958.07024	307.330700	1	9
S_Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	1227	9.5360821	9028.04815	37.964643	25.5672821	1982-1999 –> 2000-2009	19.0162398	9.4801577	13984.70018	70.058090	10	16
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1227	9.5501864	9033.67504	13.482980	27.0103466	1982-1999 –> 2000-2009	19.2604940	9.7103076	14024.66156	21.627306	12	19
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1227	9.4303719	9002.69297	20.268102	27.6521950	1982-1999 –> 2000-2009	19.3081296	9.8777577	14016.72700	44.977096	4	19
S_Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1227	9.5466084	9030.75548	55.862498	26.1039869	1982-1999 –> 2000-2009	19.3337958	9.7871874	14030.37254	298.009865	11	20
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	898	8.3173847	6366.96638	48.926136	34.4957088	2000-2009 –> 2010-2019	17.6168469	9.2994622	15335.35496	98.977647	2	4
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	898	8.5829657	6423.41760	65.323239	32.2640155	2000-2009 –> 2010-2019	17.8683766	9.2854109	15388.09545	123.089580	7	8
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	898	8.7283502	6453.58477	101.980375	30.8684950	2000-2009 –> 2010-2019	18.0388589	9.3105087	15424.88665	187.429149	11	14
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	898	8.7012621	6448.00229	35.504098	33.1366255	2000-2009 –> 2010-2019	18.1316341	9.4303719	15450.69526	55.772200	8	12
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	898	8.7305458	6454.03650	16.682837	33.3230561	2000-2009 –> 2010-2019	18.1684308	9.4378850	15458.68376	30.816491	12	17
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	898	8.7661501	6461.34591	50.673829	33.4059354	2000-2009 –> 2010-2019	18.2238457	9.4576957	15471.13887	77.404904	14	20
S_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	898	8.3267789	6368.99374	95.024750	34.1640163	2000-2009 –> 2010-2019	18.3080366	9.9812578	15511.00906	177.082599	4	32
S_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	898	8.3243910	6368.47863	99.803539	34.2919924	2000-2009 –> 2010-2019	18.3088956	9.9845046	15511.29208	184.292810	3	32
S_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	898	8.3267839	6366.99482	39.858439	34.1579355	2000-2009 –> 2010-2019	18.3201264	9.9933426	15509.97952	87.966340	5	35
S_Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	898	8.1994718	6341.32285	99.422655	34.2722189	2000-2009 –> 2010-2019	18.3456951	10.1462233	15523.56520	184.671290	1	33
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	897	3.5322258	4823.47494	31.441228	16.4690181	1982-1999 –> 2000-2009	7.1394201	3.6071943	8160.77358	93.324890	1	2
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	897	3.6135436	4864.30762	45.549993	13.6185403	1982-1999 –> 2000-2009	7.2819695	3.6684259	8222.31008	184.816046	2	4
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	897	3.6221588	4868.57967	18.075595	13.7935025	1982-1999 –> 2000-2009	7.3002250	3.6780662	8229.81023	68.845604	3	6
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	897	3.6349371	4874.89743	76.395431	13.9760292	1982-1999 –> 2000-2009	7.3258663	3.6909292	8240.42207	280.700598	4	8
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	897	3.7273011	4919.91356	204.912572	16.4684639	1982-1999 –> 2000-2009	7.9483949	4.2210938	8450.52393	776.950450	5	14
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	897	3.7392722	4925.66616	41.909948	16.5951568	1982-1999 –> 2000-2009	7.9785559	4.2392837	8461.56556	156.317235	6	16
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	897	4.2275685	5145.85458	197.080804	19.2938298	1982-1999 –> 2000-2009	8.0216844	3.7941158	8545.29420	578.681510	9	15
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	897	4.2554398	5157.64315	33.876334	22.0719435	1982-1999 –> 2000-2009	8.0463913	3.7909515	8556.05652	94.668269	10	15
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	897	3.7875366	4948.67395	79.471993	16.6729172	1982-1999 –> 2000-2009	8.0522645	4.2647278	8491.93373	249.234113	7	18
S_Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	897	4.2628621	5158.76949	21.887221	21.4126118	1982-1999 –> 2000-2009	8.0605752	3.7977131	8557.37475	82.198108	11	18
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	826	3.9143458	4612.48532	48.072121	23.8566710	2000-2009 –> 2010-2019	7.5278894	3.6135436	9476.79294	93.622114	1	3
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	826	3.9218478	4615.64840	17.015640	23.9317324	2000-2009 –> 2010-2019	7.5440066	3.6221588	9484.22808	35.091235	2	5
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	826	3.9333846	4620.50091	76.752473	24.0060882	2000-2009 –> 2010-2019	7.5683217	3.6349371	9495.39834	153.147904	3	7
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	826	4.0396162	4664.52574	33.359640	17.4779675	2000-2009 –> 2010-2019	7.5718420	3.5322258	9488.00068	64.800868	4	5
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	826	4.0623855	4673.81109	161.302170	17.5859271	2000-2009 –> 2010-2019	7.7896866	3.7273011	9593.72465	366.214742	5	10
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	826	4.0770535	4679.76522	35.453620	17.7871714	2000-2009 –> 2010-2019	7.8163257	3.7392722	9605.43138	77.363568	6	12
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	826	4.1126304	4694.11826	95.061801	18.0134207	2000-2009 –> 2010-2019	7.9001671	3.7875366	9642.79221	174.533793	7	14
S_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	826	4.3224545	4774.32274	32.933528	20.7344036	2000-2009 –> 2010-2019	8.1665343	3.8440797	9747.58089	62.625443	8	16
S_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	826	4.4735652	4831.08919	76.682399	25.4599331	2000-2009 –> 2010-2019	8.8050599	4.3314947	10018.51228	152.829254	9	21
S_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	826	4.5099764	4844.48070	16.911890	25.0934045	2000-2009 –> 2010-2019	8.8946195	4.3846431	10053.78261	34.753428	10	23
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	721	3.7472566	3965.02596	23.423865	19.9377159	1982-1999 –> 2000-2009	7.4654693	3.7182127	6743.99379	51.567818	1	3
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	721	3.7683278	3973.11176	74.879299	19.6990844	1982-1999 –> 2000-2009	7.4919773	3.7236496	6753.55826	190.121151	3	6
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	721	3.7856494	3979.72493	75.920610	19.3986975	1982-1999 –> 2000-2009	7.4996950	3.7140456	6757.55791	211.549468	7	8
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	721	3.7793793	3977.33456	559.941006	19.3516625	1982-1999 –> 2000-2009	7.5044408	3.7250616	6758.16474	1334.914576	6	10
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	721	3.7954992	3983.47194	48.219842	20.0286747	1982-1999 –> 2000-2009	7.5309246	3.7354254	6767.11380	110.154368	8	14
S_Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	721	3.8419373	3999.00782	16.842811	17.3295658	1982-1999 –> 2000-2009	7.5673209	3.7253836	6777.92548	42.971676	13	18
S_Pacific	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	721	3.7958915	3981.62099	42.483545	19.9123338	1982-1999 –> 2000-2009	7.5924769	3.7965854	6779.69811	103.966451	9	16
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	721	3.7647244	3971.73223	292.507557	20.9237570	1982-1999 –> 2000-2009	7.7028319	3.9381075	6808.84670	682.033378	2	17
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	721	3.7693706	3973.51075	216.998699	20.8629559	1982-1999 –> 2000-2009	7.7054260	3.9360554	6810.09774	502.802904	4	18
S_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	721	3.7747451	3973.56535	21.112584	20.7340498	1982-1999 –> 2000-2009	7.7129760	3.9382308	6808.71153	49.013623	5	21
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	735	3.5540755	3963.93927	52.977313	13.7697748	2000-2009 –> 2010-2019	7.3224033	3.7683278	7937.05103	127.856612	5	8
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	735	3.5456649	3960.45643	355.067010	14.0423649	2000-2009 –> 2010-2019	7.3250442	3.7793793	7937.79100	915.008017	3	9
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	735	3.5452549	3960.28644	55.645885	14.0682328	2000-2009 –> 2010-2019	7.3309043	3.7856494	7940.01136	131.566495	2	9
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	735	3.5436743	3959.63091	41.198602	14.2482107	2000-2009 –> 2010-2019	7.3391735	3.7954992	7943.10285	89.418444	1	9
S_Pacific	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	735	3.5458296	3958.52469	37.809993	14.0437557	2000-2009 –> 2010-2019	7.3417211	3.7958915	7940.14568	80.293537	4	13
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	735	3.5975888	3981.82748	20.326478	14.1379297	2000-2009 –> 2010-2019	7.3448453	3.7472566	7946.85344	43.750344	6	7
S_Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	735	3.6373647	3995.99100	14.512151	14.4506596	2000-2009 –> 2010-2019	7.4793019	3.8419373	7994.99882	31.354962	7	20
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	735	3.7343996	4036.69260	197.180070	15.8793917	2000-2009 –> 2010-2019	7.5037701	3.7693706	8010.20335	414.178769	8	12
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	735	3.7400975	4038.93381	266.855545	15.8885989	2000-2009 –> 2010-2019	7.5048219	3.7647244	8010.66604	559.363102	9	11
S_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	735	3.7682131	4047.94298	17.327661	15.5878075	2000-2009 –> 2010-2019	7.5429582	3.7747451	8021.50834	38.440245	12	17
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1110	3.0693527	5653.69961	75.026892	11.0591606	1982-1999 –> 2000-2009	6.4932931	3.4239404	9478.01219	135.800346	5	6
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1110	3.0529240	5641.78514	111.132189	14.0740727	1982-1999 –> 2000-2009	6.5423192	3.4893952	9493.32822	212.542476	1	7
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1110	3.0542738	5642.76646	195.845902	14.0812091	1982-1999 –> 2000-2009	6.5449922	3.4907184	9494.85475	367.565075	2	9
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1110	3.0577777	5645.31180	480.290706	14.1021404	1982-1999 –> 2000-2009	6.5520334	3.4942557	9498.85655	890.381746	3	11
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1110	3.0679257	5652.66723	252.028800	12.4676705	1982-1999 –> 2000-2009	6.5563636	3.4884379	9503.81576	492.282106	4	9
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1110	3.0716407	5655.35385	57.652437	12.4504719	1982-1999 –> 2000-2009	6.5584007	3.4867600	9505.81054	126.155990	6	9
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1110	3.0716839	5655.38511	58.215962	12.4458530	1982-1999 –> 2000-2009	6.5584990	3.4868150	9505.86450	117.552125	7	11
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1110	3.1182999	5688.82276	48.553092	15.8732226	1982-1999 –> 2000-2009	6.5600134	3.4417136	9520.58048	81.687270	9	11
S_Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1110	3.0747299	5655.58540	54.120833	11.8041002	1982-1999 –> 2000-2009	6.5783517	3.5036219	9510.97946	111.581329	8	17
S_Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1110	3.1913677	5738.24156	42.466152	14.9385018	1982-1999 –> 2000-2009	6.7499133	3.5585457	9616.00327	75.190090	10	20
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1137	3.3882418	6015.65375	91.465249	13.8840952	2000-2009 –> 2010-2019	6.4575945	3.0693527	11669.35336	166.492141	1	6
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1137	3.4383901	6049.06387	105.212570	17.6091196	2000-2009 –> 2010-2019	6.4913141	3.0529240	11690.84901	216.344759	2	3
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1137	3.4406287	6050.54394	145.010940	17.5829622	2000-2009 –> 2010-2019	6.4949025	3.0542738	11693.31040	340.856842	3	5
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1137	3.4524850	6058.36657	494.472089	17.5956034	2000-2009 –> 2010-2019	6.5102627	3.0577777	11703.67837	974.762795	4	7
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1137	3.4756236	6073.55609	63.057032	16.1000068	2000-2009 –> 2010-2019	6.5472643	3.0716407	11728.90994	120.709469	5	11
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1137	3.4756737	6073.58886	63.005841	16.1095792	2000-2009 –> 2010-2019	6.5473576	3.0716839	11728.97396	121.221803	6	13
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1137	3.4831744	6078.49102	284.517505	16.1052048	2000-2009 –> 2010-2019	6.5511001	3.0679257	11731.15825	536.546304	8	12
S_Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1137	3.4769690	6072.43619	55.388138	16.6026274	2000-2009 –> 2010-2019	6.5516989	3.0747299	11728.02159	109.508972	7	15
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1137	3.5355325	6112.41881	36.639413	17.7302964	2000-2009 –> 2010-2019	6.6538324	3.1182999	11801.24157	85.192505	9	18
S_Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1137	3.5930052	6147.08711	85.286350	13.4079819	2000-2009 –> 2010-2019	6.8390532	3.2460480	11923.04358	156.545759	10	27
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2208	2.4468851	10231.53921	124.067243	12.6363371	1982-1999 –> 2000-2009	5.6237488	3.1768637	17697.10587	205.648244	1	2
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2208	2.4484109	10234.29212	85.922308	12.6086495	1982-1999 –> 2000-2009	5.6320235	3.1836126	17706.00020	154.050393	2	4
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2208	2.4490710	10235.48245	44.918090	12.5815972	1982-1999 –> 2000-2009	5.6343113	3.1852403	17708.66986	75.862174	3	6
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2208	2.4941647	10316.05292	40.943494	12.7606352	1982-1999 –> 2000-2009	5.7007836	3.2066189	17808.59924	64.788264	4	8
S_Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2208	2.6102719	10514.98313	34.598728	12.8953354	1982-1999 –> 2000-2009	5.8658401	3.2555682	18049.37284	57.957837	9	14
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2208	2.6580829	10597.13698	141.954870	16.3799489	1982-1999 –> 2000-2009	5.9223574	3.2642745	18141.25570	222.736023	10	16
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2208	2.5342760	10386.50625	122.810154	14.2797957	1982-1999 –> 2000-2009	5.9602124	3.4259364	18070.51318	188.593446	5	14
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2208	2.5395844	10395.74656	57.762615	14.2571762	1982-1999 –> 2000-2009	5.9705745	3.4309901	18084.01929	86.060178	7	19
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2208	2.5394596	10395.52944	57.787362	14.2592419	1982-1999 –> 2000-2009	5.9708629	3.4314033	18084.15072	89.590965	6	19
S_Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2208	2.5419733	10397.89856	31.784694	14.1860272	1982-1999 –> 2000-2009	6.0100002	3.4680269	18115.24402	53.834002	8	31
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1557	2.8808444	7727.44640	85.404425	12.2749668	2000-2009 –> 2010-2019	5.3277294	2.4468851	17958.98562	209.471667	1	2
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1557	2.8818995	7728.58675	61.774447	12.2625548	2000-2009 –> 2010-2019	5.3303104	2.4484109	17962.87886	147.696755	2	4
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1557	2.8825980	7729.34134	41.771977	12.2439811	2000-2009 –> 2010-2019	5.3316689	2.4490710	17964.82379	86.690067	3	6
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1557	2.9381948	7788.82943	29.421252	10.1594555	2000-2009 –> 2010-2019	5.4323595	2.4941647	18104.88236	70.364746	4	8
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1557	3.0658295	7921.24537	90.293184	11.1921963	2000-2009 –> 2010-2019	5.6001055	2.5342760	18307.75163	213.103338	7	12
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1557	3.0730577	7928.57846	40.347494	11.1843228	2000-2009 –> 2010-2019	5.6125172	2.5394596	18324.10790	98.134856	11	17
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1557	3.0731027	7928.62412	40.366439	11.1874667	2000-2009 –> 2010-2019	5.6126871	2.5395844	18324.37068	98.129054	12	19
S_Pacific	(27,27.25]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1557	3.0731948	7926.71746	27.719536	11.2015048	2000-2009 –> 2010-2019	5.6151681	2.5419733	18324.61602	59.504230	13	21
S_Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1557	3.1062336	7960.01620	26.931369	9.3613903	2000-2009 –> 2010-2019	5.7165055	2.6102719	18474.99933	61.530097	15	24
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1557	3.0732178	7928.74076	91.833603	14.6395521	2000-2009 –> 2010-2019	5.7313008	2.6580829	18525.87774	233.788472	14	24
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2589	2.2134473	11475.44973	16.282810	9.7255586	1982-1999 –> 2000-2009	4.4503514	2.2369040	20123.13931	27.222900	1	8
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2589	2.2145538	11478.03743	59.200590	9.7244339	1982-1999 –> 2000-2009	4.4541355	2.2395817	20130.37112	114.964368	2	11
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2589	2.2170926	11483.97020	41.608665	9.7425703	1982-1999 –> 2000-2009	4.4618564	2.2447638	20145.27601	67.592411	3	14
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2589	2.3620028	11811.80607	33.676716	10.4720628	1982-1999 –> 2000-2009	4.5516863	2.1896834	20376.67005	63.939012	6	7
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2589	2.3641710	11816.55707	158.670529	10.4931704	1982-1999 –> 2000-2009	4.5558312	2.1916602	20384.92399	292.906234	7	10
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2589	2.3654614	11819.38239	41.954553	10.5342523	1982-1999 –> 2000-2009	4.5593434	2.1938820	20391.68280	72.224263	8	12
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2589	2.3680134	11824.96573	44.074159	11.2229109	1982-1999 –> 2000-2009	4.5594298	2.1914164	20392.90089	70.406440	9	11
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2589	2.3758928	11842.16658	76.531576	11.5242994	1982-1999 –> 2000-2009	4.5786989	2.2028061	20430.22571	178.907837	12	17
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2589	2.4451532	11990.95380	23.882719	11.5243022	1982-1999 –> 2000-2009	4.6771357	2.2319825	20630.09295	49.650774	18	24
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2589	2.3140916	11705.69481	44.646082	11.9204780	1982-1999 –> 2000-2009	4.6902609	2.3761693	20587.84504	73.222946	5	20
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2111	2.2640212	9454.73414	18.860215	8.1234212	2000-2009 –> 2010-2019	4.4774685	2.2134473	20930.18387	35.143026	2	3
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2111	2.2732680	9471.94270	49.411857	8.2465479	2000-2009 –> 2010-2019	4.4878217	2.2145538	20949.98013	108.612447	3	5
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2111	2.2741008	9473.48924	41.834500	8.2461393	2000-2009 –> 2010-2019	4.4911934	2.2170926	20957.45944	83.443165	4	7
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2111	2.2627505	9452.36394	36.853818	8.1363579	2000-2009 –> 2010-2019	4.5768421	2.3140916	21158.05875	81.499900	1	6
S_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2111	2.2751346	9473.40813	12.250719	8.2088845	2000-2009 –> 2010-2019	4.6905992	2.4154646	21399.10683	18.382238	5	22
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2111	2.4535334	9794.12674	20.213096	10.0779585	2000-2009 –> 2010-2019	4.7124317	2.2588983	21374.82474	37.999319	11	15
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2111	2.3616335	9632.94916	84.119624	9.9070720	2000-2009 –> 2010-2019	4.7375263	2.3758928	21475.11573	160.651200	6	18
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2111	2.3882188	9680.21139	44.557440	9.6177155	2000-2009 –> 2010-2019	4.7562322	2.3680134	21505.17713	88.631598	7	16
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2111	2.4527966	9792.85871	27.624376	9.1198394	2000-2009 –> 2010-2019	4.8147995	2.3620028	21604.66479	61.301092	10	16
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2111	2.4601159	9805.43864	43.909346	9.2437640	2000-2009 –> 2010-2019	4.8255773	2.3654614	21624.82103	85.863899	13	21
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2305	2.0260623	9810.40065	61.749273	6.7695841	1982-1999 –> 2000-2009	3.4543849	1.4283227	15523.56086	142.549300	1	2
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2305	2.0289559	9816.97997	79.800639	6.7251801	1982-1999 –> 2000-2009	3.4589145	1.4299586	15533.81461	193.145123	2	4
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2305	2.0422660	9847.12319	21.054106	6.6394012	1982-1999 –> 2000-2009	3.4912354	1.4489693	15606.35242	41.606517	3	6
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	2305	2.0435477	9848.01550	16.590507	6.5822989	1982-1999 –> 2000-2009	3.4978591	1.4543113	15617.05748	33.213858	4	8
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2305	2.0503539	9865.34392	24.929244	6.7020859	1982-1999 –> 2000-2009	3.5167837	1.4664298	15663.02330	62.993319	9	14
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2305	2.0441680	9851.41452	15.185104	7.2146532	1982-1999 –> 2000-2009	3.5426435	1.4984755	15718.48605	27.035670	5	13
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2305	2.0464979	9856.66590	43.294398	7.2099336	1982-1999 –> 2000-2009	3.5442255	1.4977276	15722.13500	92.061607	6	12
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2305	2.0466072	9856.91213	49.968333	7.2026915	1982-1999 –> 2000-2009	3.5443929	1.4977857	15722.50572	90.788064	7	14
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2305	2.0514721	9865.85738	15.054048	6.9439972	1982-1999 –> 2000-2009	3.5502718	1.4987997	15731.62337	26.833958	10	19
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2305	2.0471855	9856.21447	8.303765	7.1274310	1982-1999 –> 2000-2009	3.5637766	1.5165911	15759.86024	20.251014	8	18
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2729	2.1128811	11841.43679	92.848811	6.2956884	2000-2009 –> 2010-2019	4.1389433	2.0260623	21651.83744	154.598084	3	4
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2729	2.0963039	11798.44565	29.859758	6.3677450	2000-2009 –> 2010-2019	4.1466578	2.0503539	21663.78956	54.789002	1	10
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2729	2.1187803	11856.65452	78.046880	6.4511732	2000-2009 –> 2010-2019	4.1477362	2.0289559	21673.63449	157.847519	7	9
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2729	2.1096520	11833.08901	24.494922	7.0016315	2000-2009 –> 2010-2019	4.1538200	2.0441680	21684.50353	39.680026	2	7
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2729	2.1170516	11852.19942	44.303271	6.7098360	2000-2009 –> 2010-2019	4.1593176	2.0422660	21699.32262	65.357377	5	8
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2729	2.1135409	11843.14097	91.224137	7.0527270	2000-2009 –> 2010-2019	4.1601481	2.0466072	21700.05310	141.192470	4	11
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	2729	2.1204096	11858.85000	35.172812	6.5795837	2000-2009 –> 2010-2019	4.1639574	2.0435477	21706.86550	51.763319	8	12
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2729	2.1176938	11853.85481	45.945014	7.0213601	2000-2009 –> 2010-2019	4.1641917	2.0464979	21710.52070	89.239412	6	12
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2729	2.1271493	11876.17060	23.287063	7.0820724	2000-2009 –> 2010-2019	4.1786214	2.0514721	21742.02798	38.341110	9	19
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2729	2.1763687	12001.02244	90.890983	7.7153479	2000-2009 –> 2010-2019	4.2329328	2.0565642	21878.30831	140.443839	10	22
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	929	1.1388279	2891.92696	34.091263	4.6041065	1982-1999 –> 2000-2009	2.4443241	1.3054963	5387.01502	73.783690	4	5
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	929	1.1569901	2921.32487	22.069136	4.5067773	1982-1999 –> 2000-2009	2.4753170	1.3183269	5430.80941	43.947988	6	8
S_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	929	1.1371989	2889.26743	112.798631	4.5939593	1982-1999 –> 2000-2009	2.4882934	1.3510944	5434.89177	275.241323	1	9
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	929	1.1584917	2923.73468	125.323701	4.5278980	1982-1999 –> 2000-2009	2.4903771	1.3318854	5448.28083	285.239952	7	11
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	929	1.1591571	2924.80154	50.470713	4.5386807	1982-1999 –> 2000-2009	2.4978581	1.3387010	5456.86112	98.161510	8	14
S_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	929	1.1384662	2891.33683	329.524068	4.6174372	1982-1999 –> 2000-2009	2.5008668	1.3624006	5449.22784	757.057799	2	11
S_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	929	1.1385623	2891.49360	290.167907	4.6171944	1982-1999 –> 2000-2009	2.5031127	1.3645504	5451.70556	720.024522	3	13
S_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	929	1.1388431	2889.95187	27.968514	4.6043213	1982-1999 –> 2000-2009	2.5044815	1.3656383	5449.33692	64.458333	5	16
S_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate	929	1.1893307	2970.54779	5.444607	4.6184819	1982-1999 –> 2000-2009	2.5736710	1.3843402	5549.95453	22.678894	13	26
S_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	929	1.1635833	2929.88277	20.461192	4.5024211	1982-1999 –> 2000-2009	2.5799169	1.4163336	5542.92161	40.883145	9	26
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1171	1.4671182	4234.84282	59.148828	6.4746470	2000-2009 –> 2010-2019	2.6059461	1.1388279	7126.76979	93.240091	1	5
S_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1171	1.5190621	4316.32812	147.123745	6.1623069	2000-2009 –> 2010-2019	2.6562610	1.1371989	7205.59555	259.922376	3	4
S_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1171	1.5255660	4326.33407	390.300339	6.1898296	2000-2009 –> 2010-2019	2.6641283	1.1385623	7217.82767	680.468247	4	7
S_Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1171	1.5258281	4326.73632	376.408306	6.1865364	2000-2009 –> 2010-2019	2.6642943	1.1384662	7218.07315	705.932374	5	7
S_Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1171	1.5258509	4324.77133	48.569054	6.1883632	2000-2009 –> 2010-2019	2.6646940	1.1388431	7214.72320	76.537569	6	11
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1171	1.5386665	4346.35970	124.029888	7.7379383	2000-2009 –> 2010-2019	2.7137423	1.1750757	7296.50347	230.661847	7	19
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1171	1.5806998	4409.48016	28.428456	6.5193543	2000-2009 –> 2010-2019	2.7376899	1.1569901	7330.80503	50.497592	11	17
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1171	1.5839707	4414.32127	206.882183	6.5162020	2000-2009 –> 2010-2019	2.7424623	1.1584917	7338.05596	332.205883	12	19
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1171	1.5447026	4355.52911	223.929581	8.6199032	2000-2009 –> 2010-2019	2.7482353	1.2035328	7350.13220	464.245446	8	22
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1171	1.5942053	4429.40511	59.598085	6.6163338	2000-2009 –> 2010-2019	2.7533623	1.1591571	7354.20665	110.068798	16	24
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1255	0.8559680	3185.17478	25.607168	3.2962906	1982-1999 –> 2000-2009	2.0928877	1.2369197	6197.98709	50.732659	2	3
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1255	0.8559804	3185.21107	247.726985	3.2980698	1982-1999 –> 2000-2009	2.1034803	1.2474999	6213.67818	529.434611	3	5
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1255	0.8560209	3185.32995	48.350914	3.3021744	1982-1999 –> 2000-2009	2.1107543	1.2547334	6224.42369	95.119280	4	8
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1255	0.9586930	3469.65296	44.545167	3.6931691	1982-1999 –> 2000-2009	2.2112104	1.2525174	6505.49765	102.242084	10	13
S_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1255	0.8670391	3217.43090	40.823879	3.2134031	1982-1999 –> 2000-2009	2.2151580	1.3481190	6388.46939	103.211702	7	21
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1255	0.8510728	3170.77914	36.362239	3.7516742	1982-1999 –> 2000-2009	2.2169280	1.3658552	6365.84114	90.683142	1	18
S_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1255	0.8666426	3216.28289	213.218169	3.2032180	1982-1999 –> 2000-2009	2.2181531	1.3515105	6391.93955	462.192092	6	21
S_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1255	0.8636177	3207.50677	86.253481	3.1840887	1982-1999 –> 2000-2009	2.2213154	1.3576977	6391.55850	213.329182	5	21
S_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	1255	0.8740996	3235.78774	31.282246	3.4675839	1982-1999 –> 2000-2009	2.2789670	1.4048674	6480.61186	81.413719	8	26
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1255	1.0047113	3585.33336	2.424758	4.0911750	1982-1999 –> 2000-2009	2.3008313	1.2961199	6682.07389	17.384733	15	20
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1349	1.0543430	3985.06855	33.314667	4.9748935	2000-2009 –> 2010-2019	1.9054158	0.8510728	7155.84770	69.676906	2	3
S_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1349	1.0542704	3984.88265	255.870443	5.3449074	2000-2009 –> 2010-2019	1.9209130	0.8666426	7201.16554	469.088612	1	7
S_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1349	1.0550935	3986.98826	36.523767	5.3543102	2000-2009 –> 2010-2019	1.9221326	0.8670391	7204.41916	77.347645	3	10
S_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1349	1.0600358	3999.59677	74.862081	5.4085904	2000-2009 –> 2010-2019	1.9236535	0.8636177	7207.10354	161.115562	4	9
S_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	1349	1.0622218	4003.15479	30.531937	5.3473675	2000-2009 –> 2010-2019	1.9363214	0.8740996	7238.94253	61.814183	5	13
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1349	1.2071608	4350.25180	23.821105	5.7678929	2000-2009 –> 2010-2019	2.0631288	0.8559680	7535.42658	49.428273	6	8
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1349	1.2078937	4351.88938	263.610576	5.7653321	2000-2009 –> 2010-2019	2.0638741	0.8559804	7537.10045	511.337561	7	10
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1349	1.2136150	4364.63852	46.960169	5.8171511	2000-2009 –> 2010-2019	2.0696360	0.8560209	7549.96846	95.311083	12	16
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + nitrate	1349	1.2123429	4359.80891	10.135130	5.6629649	2000-2009 –> 2010-2019	2.1297237	0.9173808	7716.90079	12.547381	10	19
S_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1349	1.2106488	4356.03613	225.890877	5.5334327	2000-2009 –> 2010-2019	2.1766588	0.9660101	7842.77344	435.798276	9	21
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1793	1.0642737	5325.69490	18.463050	3.9565233	1982-1999 –> 2000-2009	2.5428531	1.4785794	10353.45114	42.635481	2	3
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1793	1.0683800	5339.50410	17.616545	3.9270269	1982-1999 –> 2000-2009	2.5473402	1.4789603	10367.97372	39.313701	6	8
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1793	1.0699310	5342.70619	14.174252	3.7660364	1982-1999 –> 2000-2009	2.5489449	1.4790139	10369.27624	32.538113	10	13
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1793	1.0634794	5323.01764	37.558063	4.0360284	1982-1999 –> 2000-2009	2.5538334	1.4903539	10372.74509	87.232343	1	5
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1793	1.0646281	5326.88862	27.035902	3.9841161	1982-1999 –> 2000-2009	2.5575076	1.4928796	10381.30631	63.042769	4	9
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1793	1.0646190	5326.85820	376.182555	3.9803723	1982-1999 –> 2000-2009	2.5600656	1.4954466	10386.03491	763.824099	3	11
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1793	1.0686208	5340.31230	25.792507	3.9528665	1982-1999 –> 2000-2009	2.5619180	1.4932971	10395.50472	58.111416	7	13
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate	1793	1.0646841	5325.07733	14.292428	4.0233596	1982-1999 –> 2000-2009	2.5619623	1.4972782	10385.64458	35.015892	5	17
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1793	1.0700571	5343.12871	19.946381	3.7982784	1982-1999 –> 2000-2009	2.5634063	1.4933492	10396.41766	41.224815	12	19
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1793	1.0686269	5340.33287	404.449150	3.9507624	1982-1999 –> 2000-2009	2.5641327	1.4955058	10399.61920	842.280438	8	17
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2508	1.4178827	8882.80587	43.294086	6.0064756	2000-2009 –> 2010-2019	2.5307687	1.1128860	14368.66588	74.004231	3	17
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2508	1.4754595	9082.46659	18.129367	7.0790982	2000-2009 –> 2010-2019	2.5438395	1.0683800	14421.97069	35.745911	7	13
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2508	1.4819210	9104.38536	53.237251	7.0705500	2000-2009 –> 2010-2019	2.5454005	1.0634794	14427.40300	90.795313	10	11
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2508	1.4783156	9092.16676	335.435195	7.0569812	2000-2009 –> 2010-2019	2.5469425	1.0686269	14432.49963	739.884345	8	16
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2508	1.4816482	9103.46189	21.645262	7.0979378	2000-2009 –> 2010-2019	2.5502691	1.0686208	14443.77419	47.437769	9	16
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2508	1.4880331	9125.03082	20.244826	7.1593608	2000-2009 –> 2010-2019	2.5523068	1.0642737	14450.72572	38.707877	11	13
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2508	1.4908973	9134.67664	395.712231	7.1280503	2000-2009 –> 2010-2019	2.5555164	1.0646190	14461.53484	771.894786	13	16
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2508	1.4880351	9123.03751	18.124082	7.1616889	2000-2009 –> 2010-2019	2.5579661	1.0699310	14465.74370	32.298334	12	22
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2508	1.4943822	9146.38746	23.747366	7.1780412	2000-2009 –> 2010-2019	2.5590103	1.0646281	14473.27608	50.783268	15	19
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	2508	1.4909263	9132.77410	333.520559	7.1371274	2000-2009 –> 2010-2019	2.5609802	1.0700539	14475.89227	695.657807	14	25
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1086	0.9199889	2914.80351	69.935575	3.9391184	1982-1999 –> 2000-2009	2.2888744	1.3688855	6619.95594	145.676802	3	4
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1086	0.9199209	2914.64278	90.972988	3.9372299	1982-1999 –> 2000-2009	2.2927980	1.3728772	6625.99729	189.873272	2	4
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1086	0.9198928	2914.57645	637.920892	3.9362848	1982-1999 –> 2000-2009	2.3041624	1.3842697	6643.53337	1130.860687	1	4
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1086	0.9732603	3037.06520	51.627122	4.0462121	1982-1999 –> 2000-2009	2.4142715	1.4410113	6851.58941	92.709972	24	29
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1086	0.9729854	3036.45169	67.101746	4.0435917	1982-1999 –> 2000-2009	2.4198747	1.4468893	6859.64669	120.789498	22	29
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1086	0.9730681	3036.63626	595.707380	4.0439638	1982-1999 –> 2000-2009	2.4269065	1.4538384	6870.03678	984.111687	23	32
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1086	0.9230086	2921.92101	119.789207	3.9700068	1982-1999 –> 2000-2009	2.4558032	1.5327946	6867.96728	217.835979	4	16
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1086	0.9244290	2923.26089	53.963955	3.9813003	1982-1999 –> 2000-2009	2.4608760	1.5364470	6872.37665	104.614574	5	18
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1086	1.0165580	3129.60407	42.111171	3.9879778	1982-1999 –> 2000-2009	2.4615854	1.4450273	6948.05628	72.258095	47	53
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1086	1.0160445	3128.50656	42.134277	3.9848019	1982-1999 –> 2000-2009	2.4671844	1.4511399	6955.94985	72.273593	45	53
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1680	1.3113711	5692.43956	139.018881	6.8747739	2000-2009 –> 2010-2019	2.2343797	0.9230086	8614.36057	258.808088	6	10
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1680	1.3119821	5694.00479	161.081842	7.0815115	2000-2009 –> 2010-2019	2.2388947	0.9269125	8625.09300	324.098315	12	18
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1680	1.3114051	5692.52674	162.437515	6.9941349	2000-2009 –> 2010-2019	2.2443089	0.9329037	8637.60877	327.972487	7	15
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1680	1.3114160	5692.55454	330.494919	7.0005837	2000-2009 –> 2010-2019	2.2449254	0.9335094	8639.04628	808.969829	9	18
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	1680	1.3116200	5691.07722	135.936174	6.9676796	2000-2009 –> 2010-2019	2.2451806	0.9335606	8635.68796	251.191137	10	21
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1680	1.3323130	5745.67307	98.354834	7.4941248	2000-2009 –> 2010-2019	2.2523020	0.9199889	8660.47659	168.290409	31	34
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1680	1.3336008	5748.91929	98.441018	7.5361911	2000-2009 –> 2010-2019	2.2535217	0.9199209	8663.56207	189.414006	34	36
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1680	1.3337610	5749.32278	603.705960	7.5369935	2000-2009 –> 2010-2019	2.2536538	0.9198928	8663.89923	1241.626852	36	37
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1680	1.3339341	5747.75877	61.300428	7.5227326	2000-2009 –> 2010-2019	2.2583631	0.9244290	8671.01966	115.264384	38	43
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1680	1.3326290	5744.46989	52.605341	7.5835451	2000-2009 –> 2010-2019	2.2608440	0.9282150	8676.60795	122.226679	32	39
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1350	1.2802680	4512.22142	44.594520	4.8981791	1982-1999 –> 2000-2009	2.8104824	1.5302145	9804.74091	58.442780	2	3
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1350	1.2802113	4512.10197	44.565945	4.8995916	1982-1999 –> 2000-2009	2.8109145	1.5307032	9805.53539	62.605000	1	3
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1350	1.2807979	4513.33887	45.170406	4.7863715	1982-1999 –> 2000-2009	2.8150228	1.5342249	9813.34934	77.464203	3	6
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1350	1.2810845	4513.94295	117.342491	4.9066162	1982-1999 –> 2000-2009	2.8202951	1.5392105	9823.23875	180.884641	6	10
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1350	1.2902019	4531.09048	41.153659	4.4293000	1982-1999 –> 2000-2009	2.8318326	1.5416307	9842.88279	49.822240	21	26
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1350	1.3585980	4672.55785	138.757479	4.6051440	1982-1999 –> 2000-2009	2.9078927	1.5492948	10000.54306	233.432324	26	32
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1350	1.3588732	4673.10471	135.281153	4.6061078	1982-1999 –> 2000-2009	2.9082230	1.5493499	10001.19170	222.774030	27	34
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1350	1.3595490	4674.44729	268.095198	4.6094892	1982-1999 –> 2000-2009	2.9165742	1.5570251	10016.67726	413.961215	28	37
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1350	1.3867403	4725.91501	34.877825	4.5543360	1982-1999 –> 2000-2009	2.9360990	1.5493587	10052.01831	43.497455	31	39
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1350	1.4332616	4815.00624	33.117677	4.5562905	1982-1999 –> 2000-2009	2.9984229	1.5651613	10170.15259	41.788422	40	50
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2252	1.5778398	8458.97849	284.405752	12.9452631	2000-2009 –> 2010-2019	2.8619363	1.2840965	12979.26205	572.460350	1	11
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2252	1.5834096	8474.84964	282.314325	12.8236288	2000-2009 –> 2010-2019	2.8646637	1.2812541	12989.14993	569.871124	6	13
S_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2252	1.5794870	8463.67806	268.242259	12.9376968	2000-2009 –> 2010-2019	2.8682105	1.2887235	12993.67304	552.243231	4	16
S_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2252	1.5795546	8463.87092	266.261932	12.9312555	2000-2009 –> 2010-2019	2.8682998	1.2887452	12993.91127	549.022113	5	18
S_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2252	1.5793348	8463.24404	268.562232	12.9554285	2000-2009 –> 2010-2019	2.8685076	1.2891728	12994.18021	552.803291	3	17
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2252	1.5875938	8486.73595	247.102507	12.8483484	2000-2009 –> 2010-2019	2.8686110	1.2810172	13000.53693	522.630795	7	11
S_Pacific	(28.1,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2252	1.5792768	8463.07857	267.272156	12.9639641	2000-2009 –> 2010-2019	2.8686355	1.2893587	12994.40394	584.826958	2	19
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2252	1.5911395	8496.78383	57.772869	13.1783200	2000-2009 –> 2010-2019	2.8719374	1.2807979	13010.12270	102.943275	8	11
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2252	1.5954148	8506.86974	18.966410	13.0843022	2000-2009 –> 2010-2019	2.8771835	1.2817686	13020.25410	50.706414	9	18
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2252	1.5997783	8521.17143	56.263619	13.1716941	2000-2009 –> 2010-2019	2.8799896	1.2802113	13033.27340	100.829564	11	12
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	966	0.6048884	1784.15090	106.599830	2.6491294	1982-1999 –> 2000-2009	1.9059137	1.3010254	4607.24328	245.556589	3	7
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	966	0.6047588	1783.73713	83.916603	2.6510883	1982-1999 –> 2000-2009	1.9098894	1.3051306	4612.09067	222.699167	2	9
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	966	0.6104972	1801.98293	87.841307	2.6682157	1982-1999 –> 2000-2009	1.9099253	1.2994281	4623.02373	226.921618	5	8
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	966	0.6207838	1834.26493	164.117501	2.7193043	1982-1999 –> 2000-2009	1.9221314	1.3013476	4657.77090	308.394590	6	11
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	966	0.7893155	2298.29895	5.574807	3.4874343	1982-1999 –> 2000-2009	2.0850034	1.2956879	5114.52602	12.390729	17	19
S_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	966	0.8134913	2354.58582	5.425099	3.3425607	1982-1999 –> 2000-2009	2.1203302	1.3068388	5183.12373	8.539814	18	26
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	966	0.8996015	2550.97718	11.953235	3.7579866	1982-1999 –> 2000-2009	2.2148598	1.3152583	5392.23975	16.709756	20	31
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	966	0.9013009	2554.62329	6.297451	3.7712391	1982-1999 –> 2000-2009	2.2154801	1.3141792	5394.51515	11.669586	22	31
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	966	0.8990452	2549.78195	6.221618	3.7540628	1982-1999 –> 2000-2009	2.2175507	1.3185055	5395.16248	11.183537	19	33
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	966	0.9002276	2552.32133	7.161978	3.7621349	1982-1999 –> 2000-2009	2.2183330	1.3181054	5397.19501	11.276371	21	34
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1506	1.2587157	4980.87979	172.691389	13.3083540	2000-2009 –> 2010-2019	1.8636041	0.6048884	6765.03070	279.291219	1	4
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1506	1.2593858	4982.48284	146.896688	13.3142243	2000-2009 –> 2010-2019	1.8641447	0.6047588	6766.21997	230.813291	2	4
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1506	1.2611167	4986.61966	160.673123	13.3090777	2000-2009 –> 2010-2019	1.8716139	0.6104972	6788.60259	248.514429	3	8
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1506	1.2720530	5012.62672	283.720524	13.4019356	2000-2009 –> 2010-2019	1.8928367	0.6207838	6846.89165	447.838025	11	17
S_Pacific	(28.2,28.3]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1506	1.2631692	4991.51781	176.901796	13.5550153	2000-2009 –> 2010-2019	1.8975496	0.6343804	6867.64133	264.632299	4	11
S_Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1506	1.2631893	4991.56575	177.031873	13.5447840	2000-2009 –> 2010-2019	1.8988372	0.6356479	6871.54547	261.300081	5	14
S_Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1506	1.2665121	4997.47834	151.799619	13.6757053	2000-2009 –> 2010-2019	1.9009011	0.6343890	6871.62793	236.122574	7	15
S_Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1506	1.2665950	4997.67551	141.763412	13.6668698	2000-2009 –> 2010-2019	1.9022500	0.6356549	6875.67665	218.673644	8	18
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1506	1.3027270	5084.39576	170.833565	14.0442302	2000-2009 –> 2010-2019	1.9069433	0.6042163	6866.39886	249.384448	13	14
S_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1506	1.3035693	5084.34238	137.975582	14.1118127	2000-2009 –> 2010-2019	1.9089554	0.6053861	6868.08246	211.278129	14	18
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	277	0.3446548	209.96457	316.053218	1.4209186	1982-1999 –> 2000-2009	1.1021009	0.7574461	815.07284	1162.519600	1	12
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	277	0.3452021	210.84358	326.333305	1.4213959	1982-1999 –> 2000-2009	1.1031642	0.7579620	816.30457	1224.539425	2	14
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	277	0.3456369	211.54089	322.821254	1.4223358	1982-1999 –> 2000-2009	1.1065595	0.7609227	819.02125	1205.423542	3	17
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	277	0.3456941	211.63256	520.496806	1.4230851	1982-1999 –> 2000-2009	1.1066289	0.7609348	819.12117	1347.271452	4	19
S_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	277	0.3498583	216.26617	322.729406	1.5266611	1982-1999 –> 2000-2009	1.1107932	0.7609349	821.75484	1056.123581	5	21
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	277	0.4271894	328.89955	10.466158	1.6238150	1982-1999 –> 2000-2009	1.1425639	0.7153745	904.40605	21.824158	10	11
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	277	0.4949930	410.51269	11.025517	1.8780830	1982-1999 –> 2000-2009	1.2209833	0.7259903	993.64959	22.838224	12	14
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	277	0.4950685	410.59717	4.982394	1.8778496	1982-1999 –> 2000-2009	1.2225245	0.7274560	994.77880	13.851403	13	16
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	277	0.4950998	410.63219	30.367284	1.8777960	1982-1999 –> 2000-2009	1.2227453	0.7276455	994.94876	68.232033	15	19
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	277	0.4950963	410.62832	131.448591	1.8780059	1982-1999 –> 2000-2009	1.2231198	0.7280235	995.21389	226.586791	14	19
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	828	0.4526655	1051.21363	6.079250	3.3144521	2000-2009 –> 2010-2019	0.8798549	0.4271894	1380.11318	16.545408	1	6
S_Pacific	(28.3, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	828	0.5303102	1313.37270	934.068074	2.6866425	2000-2009 –> 2010-2019	0.9068388	0.3765286	1572.33894	1629.301784	11	12
S_Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	828	0.5319701	1318.54792	692.633838	2.6804219	2000-2009 –> 2010-2019	0.9119947	0.3800247	1582.63429	1280.452665	12	14
S_Pacific	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	828	0.5349143	1327.68799	677.567815	2.6922509	2000-2009 –> 2010-2019	0.9191776	0.3842633	1597.91920	1249.123718	13	16
S_Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	828	0.5440269	1353.66135	565.399057	2.6336569	2000-2009 –> 2010-2019	0.9609440	0.4169171	1667.07643	1110.590197	14	18
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	828	0.4745794	1129.50181	31.101591	3.3158688	2000-2009 –> 2010-2019	0.9696792	0.4950998	1540.13400	61.468875	2	12
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	828	0.4746055	1129.59286	128.562262	3.3166815	2000-2009 –> 2010-2019	0.9697018	0.4950963	1540.22118	260.010853	3	12
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	828	0.4746932	1129.89874	5.866308	3.3193707	2000-2009 –> 2010-2019	0.9697617	0.4950685	1540.49592	10.848702	4	12
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	828	0.4748789	1130.54645	6.322468	3.3247049	2000-2009 –> 2010-2019	0.9698719	0.4949930	1541.05914	17.347984	5	12
S_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	828	0.4767849	1135.17996	14.539501	3.3214574	2000-2009 –> 2010-2019	0.9721363	0.4953514	1544.09362	32.202689	6	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
Indian	(-Inf,26]	1982-1999 –> 2000-2009	6.3406628	6840.658356
Indian	(-Inf,26]	2000-2009 –> 2010-2019	5.2552659	4231.840798
Indian	(26,26.5]	1982-1999 –> 2000-2009	5.4921111	9391.832114
Indian	(26,26.5]	2000-2009 –> 2010-2019	5.3888866	5752.185019
Indian	(26.5,26.75]	1982-1999 –> 2000-2009	5.2665664	9112.331473
Indian	(26.5,26.75]	2000-2009 –> 2010-2019	5.4630361	6310.886562
Indian	(26.75,27]	1982-1999 –> 2000-2009	6.0920182	10378.385132
Indian	(26.75,27]	2000-2009 –> 2010-2019	5.5144489	6389.582129
Indian	(27,27.25]	1982-1999 –> 2000-2009	4.9105769	9350.378803
Indian	(27,27.25]	2000-2009 –> 2010-2019	4.7652345	5786.676093
Indian	(27.25,27.5]	1982-1999 –> 2000-2009	4.4620051	15613.491951
Indian	(27.25,27.5]	2000-2009 –> 2010-2019	4.4781981	10164.012179
Indian	(27.5,27.75]	1982-1999 –> 2000-2009	3.5432989	13454.342624
Indian	(27.5,27.75]	2000-2009 –> 2010-2019	3.7958985	10321.791399
Indian	(27.75,27.85]	1982-1999 –> 2000-2009	2.8301832	5864.822379
Indian	(27.75,27.85]	2000-2009 –> 2010-2019	3.4329222	4581.045607
Indian	(27.85,27.95]	1982-1999 –> 2000-2009	2.6050650	8709.541428
Indian	(27.85,27.95]	2000-2009 –> 2010-2019	2.8985032	6743.819473
Indian	(27.95,28.05]	1982-1999 –> 2000-2009	2.7401934	14989.066750
Indian	(27.95,28.05]	2000-2009 –> 2010-2019	3.1168608	11242.393873
Indian	(28.05,28.1]	1982-1999 –> 2000-2009	1.7209587	5792.912821
Indian	(28.05,28.1]	2000-2009 –> 2010-2019	2.2165438	5323.848808
Indian	(28.1,28.2]	1982-1999 –> 2000-2009	2.1219668	11953.291452
Indian	(28.1,28.2]	2000-2009 –> 2010-2019	2.1412065	8444.858011
Indian	(28.2,28.3]	1982-1999 –> 2000-2009	1.6781929	5643.249555
Indian	(28.2,28.3]	2000-2009 –> 2010-2019	1.4221223	3820.912385
Indian	(28.3, Inf]	1982-1999 –> 2000-2009	1.0420045	1145.018545
Indian	(28.3, Inf]	2000-2009 –> 2010-2019	0.8845853	777.727080
N_Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	4.1066247	2273.503899
N_Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	4.1387936	2373.201321
N_Atlantic	(26,26.5]	1982-1999 –> 2000-2009	9.1575001	1729.938761
N_Atlantic	(26,26.5]	2000-2009 –> 2010-2019	8.7932825	1848.201720
N_Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	9.1675965	2064.467854
N_Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	10.3696051	1695.635976
N_Atlantic	(26.75,27]	1982-1999 –> 2000-2009	8.7839662	5113.823522
N_Atlantic	(26.75,27]	2000-2009 –> 2010-2019	8.7863838	4324.299234
N_Atlantic	(27,27.25]	1982-1999 –> 2000-2009	6.8786385	8593.911636
N_Atlantic	(27,27.25]	2000-2009 –> 2010-2019	7.4814237	7489.216323
N_Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	6.7671773	13798.129654
N_Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	7.6512559	13171.495034
N_Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	8.7527875	28276.653686
N_Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	10.0986589	29536.966957
N_Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	5.7786760	10378.127174
N_Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	6.9216659	12116.578073
N_Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	5.4624911	21489.854868
N_Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	6.5456874	27243.864535
N_Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	6.2302063	29617.179656
N_Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	5.9689661	28585.922158
N_Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	7.0997061	5984.628395
N_Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	7.2691676	6895.972707
N_Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	8.1723193	5410.925045
N_Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	7.3023850	6465.319128
N_Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	4.8313167	2420.130288
N_Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	3.6755654	2546.790493
N_Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	4.2982285	1067.646160
N_Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	3.1035702	1014.080709
N_Pacific	(-Inf,26]	1982-1999 –> 2000-2009	16.2801037	21713.984771
N_Pacific	(-Inf,26]	2000-2009 –> 2010-2019	15.1047975	41981.068694
N_Pacific	(26,26.5]	1982-1999 –> 2000-2009	8.0835806	9532.102988
N_Pacific	(26,26.5]	2000-2009 –> 2010-2019	8.1651341	13950.448517
N_Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	7.0581503	7716.304883
N_Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	7.5722068	13026.366719
N_Pacific	(26.75,27]	1982-1999 –> 2000-2009	5.8130212	10045.852651
N_Pacific	(26.75,27]	2000-2009 –> 2010-2019	5.9305876	17743.765526
N_Pacific	(27,27.25]	1982-1999 –> 2000-2009	3.0214910	13492.097273
N_Pacific	(27,27.25]	2000-2009 –> 2010-2019	3.7235189	27117.117648
N_Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	2.2889084	14359.836814
N_Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	2.6592380	26604.241553
N_Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	1.6736497	10597.035722
N_Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	1.8030542	19800.235290
N_Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	0.6214493	888.348959
N_Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	0.6385838	1953.908345
N_Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	0.6574187	541.100256
N_Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	0.4502775	-581.789134
N_Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	0.4983906	129.165209
N_Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	0.4724366	-323.711343
N_Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	0.4906580	-2.623417
N_Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	0.4940072	236.126463
N_Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	1.4205769	8275.214257
N_Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	1.2639042	13894.103774
N_Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	0.4980631	-322.083023
N_Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	0.4063581	-1014.465021
S_Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	2.5226320	779.687088
S_Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	2.6919470	916.698007
S_Atlantic	(26,26.5]	1982-1999 –> 2000-2009	3.1130872	1189.841982
S_Atlantic	(26,26.5]	2000-2009 –> 2010-2019	3.1366200	1363.960569
S_Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	2.5574078	797.512514
S_Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	2.9589674	850.899265
S_Atlantic	(26.75,27]	1982-1999 –> 2000-2009	2.6654800	1116.673915
S_Atlantic	(26.75,27]	2000-2009 –> 2010-2019	2.6872902	1021.030449
S_Atlantic	(27,27.25]	1982-1999 –> 2000-2009	2.7130500	2050.518505
S_Atlantic	(27,27.25]	2000-2009 –> 2010-2019	2.7543134	2021.986179
S_Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	2.5777485	6183.947730
S_Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	3.2473670	6572.026818
S_Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	3.6236998	6632.851955
S_Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	4.2744922	8074.087686
S_Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	2.5931469	1833.851046
S_Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	3.2277826	2605.736693
S_Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	3.4975226	4039.746522
S_Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	3.6781483	4847.406221
S_Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	4.2596537	11351.193477
S_Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	4.1688526	11969.438370
S_Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	1.8787694	2292.215431
S_Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	2.1999439	2737.921233
S_Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	1.7265539	1978.654202
S_Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	2.1064528	2671.095501
S_Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	1.9646263	1979.871880
S_Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	2.6713169	3382.996541
S_Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	2.5603291	6535.982757
S_Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	2.5528205	8192.370020
S_Pacific	(-Inf,26]	1982-1999 –> 2000-2009	18.9396838	13967.534082
S_Pacific	(-Inf,26]	2000-2009 –> 2010-2019	18.1330747	15458.470081
S_Pacific	(26,26.5]	1982-1999 –> 2000-2009	7.7155347	8391.606466
S_Pacific	(26,26.5]	2000-2009 –> 2010-2019	7.9584453	9660.624405
S_Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	7.5773539	6776.566805
S_Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	7.4034944	7968.233191
S_Pacific	(26.75,27]	1982-1999 –> 2000-2009	6.5694180	9512.810571
S_Pacific	(26.75,27]	2000-2009 –> 2010-2019	6.5644380	11739.854003
S_Pacific	(27,27.25]	1982-1999 –> 2000-2009	5.8290715	17946.493093
S_Pacific	(27,27.25]	2000-2009 –> 2010-2019	5.5310353	18227.329392
S_Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	4.5538729	20359.312789
S_Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	4.6570492	21297.939244
S_Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	3.5164488	15659.841906
S_Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	4.1646326	21711.086323
S_Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	2.5058219	5460.100461
S_Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	2.6950816	7265.269267
S_Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	2.1969686	6384.208093
S_Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	2.0111458	7418.964820
S_Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	2.5561964	10380.797358
S_Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	2.5503000	14442.148600
S_Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	2.3992337	6811.510953
S_Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	2.2486374	8648.736206
S_Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	2.8755759	9933.033009
S_Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.8697975	13000.876758
S_Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	2.0719417	5037.689072
S_Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	1.8907636	6838.771761
S_Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	1.1561183	897.427175
S_Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	0.9429961	1550.608589

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)

Past versions of rmse_correlation_across_eras_all_models-1.png

Version	Author	Date
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
6c53dbf	Donghe-Zhu	2021-03-25
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
9ef3222	Donghe-Zhu	2021-03-05
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
02b976d	Donghe-Zhu	2021-02-24
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
e3bba84	Donghe-Zhu	2021-02-15
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
61666de	Donghe-Zhu	2021-01-31
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
442010d	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

rm(max_rmse)

6.2.2 Best models

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

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

Past versions of rmse_correlation_across_eras_best_models-1.png

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

rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )

	aou	nitrate	phosphate	phosphate_star	sal	silicate	temp
Indian - 1982-1999 --> 2000-2009
(-Inf,26]	7	4	6	6	10	4	10
(26,26.5]	6	4	6	7	10	4	10
(26.5,26.75]	7	10	7	6	4	4	9
(26.75,27]	7	10	7	6	6	7	6
(27,27.25]	7	10	7	6	6	5	7
(27.25,27.5]	8	8	7	6	10	5	4
(27.5,27.75]	9	5	9	4	10	4	5
(27.75,27.85]	9	2	8	7	8	5	6
(27.85,27.95]	7	9	3	5	8	6	9
(27.95,28.05]	8	6	4	7	10	5	6
(28.05,28.1]	7	4	4	7	10	6	8
(28.1,28.2]	6	3	4	8	10	6	8
(28.2,28.3]	8	10	7	7	5	5	7
(28.3, Inf]	8	7	6	6	5	10	6
total	104.00	92.00	85.00	88.00	112.00	76.00	101.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26]	6	4	6	7	10	4	10
(26,26.5]	5	5	6	7	10	4	10
(26.5,26.75]	5	10	5	7	6	6	9
(26.75,27]	7	10	7	6	6	7	6
(27,27.25]	8	10	6	6	6	5	7
(27.25,27.5]	9	7	6	6	10	5	5
(27.5,27.75]	9	5	9	4	10	4	5
(27.75,27.85]	8	5	7	5	6	6	10
(27.85,27.95]	6	10	4	4	7	6	9
(27.95,28.05]	8	8	4	7	6	8	5
(28.05,28.1]	5	4	3	5	9	10	9
(28.1,28.2]	5	3	4	7	10	6	10
(28.2,28.3]	8	10	7	7	5	5	7
(28.3, Inf]	8	4	5	6	5	10	9
total	97.00	95.00	79.00	84.00	106.00	86.00	111.00
N_Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	6	4	4	7	10	8	6
(26,26.5]	6	8	7	7	5	10	5
(26.5,26.75]	4	10	7	6	4	10	4
(26.75,27]	5	10	5	6	4	10	6
(27,27.25]	6	10	5	6	4	5	10
(27.25,27.5]	9	10	4	5	5	8	7
(27.5,27.75]	8	10	4	5	5	10	5
(27.75,27.85]	8	10	5	6	5	10	4
(27.85,27.95]	9	10	4	5	4	10	5
(27.95,28.05]	7	5	6	8	10	5	8
(28.05,28.1]	9	6	4	4	6	9	6
(28.1,28.15]	8	4	5	5	9	7	8
(28.15,28.2]	8	6	3	7	9	8	6
(28.2, Inf]	6	6	4	6	10	5	8
total	99.00	109.00	67.00	83.00	90.00	115.00	88.00
N_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	5	4	4	7	10	9	6
(26,26.5]	6	8	7	7	6	9	6
(26.5,26.75]	4	10	7	6	4	10	4
(26.75,27]	5	10	5	6	4	10	6
(27,27.25]	7	10	4	7	4	5	9
(27.25,27.5]	9	10	4	4	4	10	5
(27.5,27.75]	8	10	5	5	4	10	5
(27.75,27.85]	7	10	6	6	5	10	5
(27.85,27.95]	9	10	4	5	4	10	5
(27.95,28.05]	7	6	7	7	10	5	7
(28.05,28.1]	8	5	4	5	8	10	6
(28.1,28.15]	5	5	3	7	9	9	7
(28.15,28.2]	5	8	5	6	9	5	7
(28.2, Inf]	6	5	5	6	10	6	8
total	91.00	111.00	70.00	84.00	91.00	118.00	86.00
N_Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	7	10	5	6	4	5	10
(26,26.5]	8	10	5	5	6	7	8
(26.5,26.75]	7	10	7	6	4	4	9
(26.75,27]	7	10	7	6	7	6	6
(27,27.25]	6	4	7	6	10	4	10
(27.25,27.5]	6	10	7	6	10	4	4
(27.5,27.75]	5	9	7	5	10	6	6
(27.75,27.85]	5	5	7	5	10	5	10
(27.85,27.95]	5	4	8	5	10	5	10
(27.95,28.05]	4	4	8	5	10	5	10
(28.05,28.1]	3	4	7	6	10	4	10
(28.1,28.2]	6	4	7	6	10	4	10
(28.2,28.3]	3	5	4	9	10	6	6
total	72.00	89.00	86.00	76.00	111.00	65.00	109.00
N_Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	6	10	6	6	4	7	9
(26,26.5]	9	10	4	4	4	10	5
(26.5,26.75]	7	10	7	6	4	4	9
(26.75,27]	8	10	6	6	5	7	6
(27,27.25]	5	7	8	5	10	6	8
(27.25,27.5]	6	10	7	6	10	4	4
(27.5,27.75]	5	9	7	5	10	6	6
(27.75,27.85]	5	5	7	5	10	5	10
(27.85,27.95]	5	4	8	5	10	5	10
(27.95,28.05]	4	4	8	5	10	5	10
(28.05,28.1]	3	4	7	6	10	4	10
(28.1,28.2]	6	4	7	6	10	4	10
(28.2,28.3]	4	6	3	9	10	7	5
total	73.00	93.00	85.00	74.00	107.00	74.00	102.00
S_Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	7	5	3	7	10	7	8
(26,26.5]	7	6	6	6	4	10	9
(26.5,26.75]	7	4	7	6	4	10	9
(26.75,27]	7	7	7	6	6	10	6
(27,27.25]	7	7	5	5	9	10	6
(27.25,27.5]	6	10	4	6	10	5	5
(27.5,27.75]	9	8	3	5	7	7	9
(27.75,27.85]	7	5	6	4	7	10	9
(27.85,27.95]	7	4	6	5	9	10	7
(27.95,28.05]	6	9	8	7	6	3	7
(28.05,28.1]	5	7	3	6	5	10	7
(28.1,28.15]	5	5	7	6	9	10	7
(28.15,28.2]	5	9	9	5	6	10	4
(28.2, Inf]	4	3	5	9	6	9	9
total	89.00	89.00	79.00	83.00	98.00	121.00	102.00
S_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	5	5	5	7	10	10	7
(26,26.5]	6	6	6	7	5	10	9
(26.5,26.75]	7	4	7	6	4	10	9
(26.75,27]	6	10	6	7	4	10	4
(27,27.25]	5	10	4	6	7	10	6
(27.25,27.5]	7	7	3	6	8	10	6
(27.5,27.75]	8	7	3	7	9	6	8
(27.75,27.85]	7	5	7	6	8	8	7
(27.85,27.95]	7	4	7	4	8	10	8
(27.95,28.05]	6	7	7	7	7	4	9
(28.05,28.1]	5	3	7	6	6	10	8
(28.1,28.15]	5	8	10	5	5	10	4
(28.15,28.2]	5	6	9	7	6	10	6
(28.2, Inf]	5	5	6	8	6	7	8
total	84.00	87.00	87.00	89.00	93.00	125.00	99.00
S_Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	8	7	6	6	10	4	7
(26,26.5]	8	10	5	5	7	7	7
(26.5,26.75]	6	10	5	4	7	10	5
(26.75,27]	4	6	6	6	6	10	10
(27,27.25]	5	6	5	7	6	10	9
(27.25,27.5]	6	10	7	6	7	7	7
(27.5,27.75]	5	10	7	5	10	5	5
(27.75,27.85]	5	10	7	5	5	5	10
(27.85,27.95]	6	10	6	4	6	6	10
(27.95,28.05]	5	4	7	6	10	5	10
(28.05,28.1]	5	5	7	6	10	4	10
(28.1,28.2]	5	5	4	8	10	5	10
(28.2,28.3]	6	6	6	8	10	5	8
(28.3, Inf]	7	6	7	7	10	5	7
total	81.00	105.00	85.00	83.00	114.00	88.00	115.00
S_Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	9	6	6	6	6	9	7
(26,26.5]	8	10	5	5	4	5	10
(26.5,26.75]	6	10	5	4	7	10	5
(26.75,27]	4	6	5	7	6	10	10
(27,27.25]	5	6	5	7	6	10	9
(27.25,27.5]	5	10	7	5	8	6	8
(27.5,27.75]	6	10	7	5	10	5	4
(27.75,27.85]	5	10	7	6	6	7	8
(27.85,27.95]	8	10	5	4	5	5	10
(27.95,28.05]	7	5	6	5	10	5	10
(28.05,28.1]	5	10	7	5	10	5	5
(28.1,28.2]	5	9	6	8	6	10	5
(28.2,28.3]	9	10	9	5	6	3	5
(28.3, Inf]	7	5	8	6	6	10	6
total	89.00	117.00	88.00	78.00	96.00	100.00	102.00

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)

Past versions of aic_vs_rmse_all_models-1.png

Version	Author	Date
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
6c53dbf	Donghe-Zhu	2021-03-25
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
b865899	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
dba33c8	Donghe-Zhu	2021-03-09
17f1c4a	Donghe-Zhu	2021-03-09
c024d1a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
9ef3222	Donghe-Zhu	2021-03-05
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
c6e60fe	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
287123c	Donghe-Zhu	2021-02-27
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
adbc9bc	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
02b976d	Donghe-Zhu	2021-02-24
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
e3bba84	Donghe-Zhu	2021-02-15
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
c011832	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
2f095d7	Donghe-Zhu	2021-02-07
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
61666de	Donghe-Zhu	2021-01-31
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
442010d	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

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

Past versions of aic_vs_rmse_selected_models-1.png

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

Session information

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