eMLR - model fitting

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Last updated: 2021-06-07

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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---

1 Required data

Required are:

• cleaned and prepared GLODAP-based synthetic model subsetting file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

• sal, temp, aou, nitrate, 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 + silicate + phosphate + phosphate_star	243	1.2466734	8.107568e+02	27.826227	6.0962949	1982-1999 –> 2000-2009	2.8580031	1.6113297	2584.24319	60.622863	1	2
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	243	1.2480611	8.112975e+02	24.233416	6.0935270	1982-1999 –> 2000-2009	2.8621270	1.6140659	2586.35836	54.011794	2	4
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	243	1.2614575	8.164863e+02	243.072798	6.0537228	1982-1999 –> 2000-2009	2.8902112	1.6287538	2599.95369	498.630846	3	6
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	243	1.4739965	8.921611e+02	53.500973	7.3764971	1982-1999 –> 2000-2009	3.4557658	1.9817693	2857.67884	72.552265	11	15
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	243	1.4741727	8.922192e+02	36.781776	7.3758352	1982-1999 –> 2000-2009	3.4583529	1.9841802	2858.86520	48.139012	12	17
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	243	1.4840456	8.954632e+02	366.797663	7.3393802	1982-1999 –> 2000-2009	3.4851932	2.0011477	2870.01115	436.928736	14	20
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	243	1.5540376	9.158604e+02	27.810970	7.7496356	1982-1999 –> 2000-2009	3.7984779	2.2444404	2994.88267	40.573569	15	22
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	243	1.5549764	9.161539e+02	23.974020	7.7488767	1982-1999 –> 2000-2009	3.8001606	2.2451842	2995.48367	32.021808	16	24
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate	243	1.5696935	9.207320e+02	240.573437	7.7220348	1982-1999 –> 2000-2009	3.8248107	2.2551172	3004.15837	309.287003	17	26
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	243	1.3787375	8.596919e+02	24.193168	6.7267464	1982-1999 –> 2000-2009	3.8605410	2.4818035	3034.00539	53.680837	6	16
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	171	1.2929481	5.871453e+02	24.477075	3.1396959	2000-2009 –> 2010-2019	2.5396215	1.2466734	1397.90210	52.303302	1	2
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	171	1.2939543	5.874114e+02	21.328008	3.1411171	2000-2009 –> 2010-2019	2.5420154	1.2480611	1398.70882	45.561424	2	4
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	171	1.3094460	5.914816e+02	181.463542	3.1665746	2000-2009 –> 2010-2019	2.5709034	1.2614575	1407.96785	424.536339	3	6
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	171	1.6763942	6.759696e+02	23.268031	4.8540267	2000-2009 –> 2010-2019	3.0551317	1.3787375	1535.66151	47.461199	5	11
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	171	1.6747915	6.756425e+02	19.057906	3.8619820	2000-2009 –> 2010-2019	3.1487880	1.4739965	1567.80366	72.558880	4	15
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	171	1.6768833	6.760694e+02	10.395968	3.8690980	2000-2009 –> 2010-2019	3.1510560	1.4741727	1568.28863	47.177745	6	18
Indian	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	171	1.7064752	6.820520e+02	74.451558	3.9266150	2000-2009 –> 2010-2019	3.1905207	1.4840456	1577.51526	441.249220	7	21
Indian	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	171	2.1400311	7.594775e+02	32.256343	5.0777558	2000-2009 –> 2010-2019	3.4841126	1.3440815	1606.79715	60.118927	14	18
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	171	1.9340533	7.228663e+02	14.822165	4.8998159	2000-2009 –> 2010-2019	3.4880908	1.5540376	1638.72667	42.633136	9	24
Indian	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	171	1.9346121	7.229651e+02	8.718886	4.8973745	2000-2009 –> 2010-2019	3.4895885	1.5549764	1639.11899	32.692906	10	26
Indian	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	432	1.5866350	1.638799e+03	23.377845	4.8957753	1982-1999 –> 2000-2009	3.3898676	1.8032326	5103.43506	36.781020	1	2
Indian	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	432	1.5874211	1.639227e+03	15.263844	4.9024942	1982-1999 –> 2000-2009	3.3986929	1.8112718	5111.50523	27.762102	2	4
Indian	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	432	1.5949130	1.643295e+03	127.121106	4.9516466	1982-1999 –> 2000-2009	3.4464876	1.8515747	5153.38167	252.773677	3	6
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	432	1.6337231	1.664067e+03	13.700992	5.2001328	1982-1999 –> 2000-2009	3.6743235	2.0406004	5341.15695	26.075961	4	8
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	432	1.6346256	1.664544e+03	13.765648	5.2119085	1982-1999 –> 2000-2009	3.6788034	2.0441778	5344.64335	26.212389	5	10
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	432	1.6445822	1.669791e+03	160.545655	5.3289762	1982-1999 –> 2000-2009	3.7146622	2.0700800	5371.52245	251.287141	6	12
Indian	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	432	1.6495045	1.670373e+03	10.946054	4.9082300	1982-1999 –> 2000-2009	3.8558589	2.2063545	5479.63449	22.037822	7	17
Indian	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	432	1.6509884	1.671150e+03	10.058581	4.9154457	1982-1999 –> 2000-2009	3.8633204	2.2123320	5485.05955	21.242272	8	19
Indian	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	432	1.6696524	1.680863e+03	119.305648	4.9696961	1982-1999 –> 2000-2009	3.9192839	2.2496315	5523.49576	203.751589	9	21
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	432	1.8859721	1.788122e+03	18.396664	6.4368678	1982-1999 –> 2000-2009	4.3908862	2.5049141	5817.41950	30.840204	10	23
Indian	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	301	1.1838613	9.698074e+02	16.048382	3.7097104	2000-2009 –> 2010-2019	2.7704963	1.5866350	2608.60598	39.426227	1	2
Indian	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	301	1.1848132	9.702912e+02	13.116132	3.7165073	2000-2009 –> 2010-2019	2.7722343	1.5874211	2609.51781	28.379976	2	4
Indian	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	301	1.2062818	9.811017e+02	147.143782	3.8263382	2000-2009 –> 2010-2019	2.8011948	1.5949130	2624.39638	274.264888	3	6
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	301	1.2195458	9.876851e+02	11.602088	3.2666524	2000-2009 –> 2010-2019	2.8532689	1.6337231	2651.75229	25.303080	4	8
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	301	1.2196940	9.877582e+02	11.632703	3.2657678	2000-2009 –> 2010-2019	2.8543196	1.6346256	2652.30260	25.398350	5	10
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	301	1.2247327	9.902400e+02	111.878665	3.2288000	2000-2009 –> 2010-2019	2.8693149	1.6445822	2660.03113	272.424320	6	12
Indian	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	301	1.2265326	9.891241e+02	10.373016	3.3636504	2000-2009 –> 2010-2019	2.8760371	1.6495045	2659.49732	21.319070	7	14
Indian	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	301	1.2270438	9.893749e+02	10.422992	3.3699714	2000-2009 –> 2010-2019	2.8780322	1.6509884	2660.52509	20.481574	8	16
Indian	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	301	1.2438336	9.975563e+02	111.565088	3.5274655	2000-2009 –> 2010-2019	2.9134860	1.6696524	2678.41897	230.870736	9	18
Indian	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	301	1.3674268	1.056585e+03	14.220932	4.2542380	2000-2009 –> 2010-2019	3.2533989	1.8859721	2844.70725	32.617597	10	20
Indian	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	499	1.2688351	1.667724e+03	59.933824	4.5662658	1982-1999 –> 2000-2009	2.5917069	1.3228718	4375.93086	81.677387	6	7
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	499	1.2696809	1.668389e+03	45.455449	4.5755224	1982-1999 –> 2000-2009	2.5938577	1.3241768	4378.15980	61.449647	7	9
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	499	1.2823309	1.678283e+03	202.495679	4.6595437	1982-1999 –> 2000-2009	2.6190692	1.3367383	4403.02804	419.000114	8	11
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	499	1.2353292	1.641015e+03	16.779474	4.8399166	1982-1999 –> 2000-2009	2.7564526	1.5211234	4570.69830	30.201953	3	7
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	499	1.2350281	1.640772e+03	22.351919	4.7093307	1982-1999 –> 2000-2009	2.7875682	1.5525401	4602.87803	37.638156	1	6
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	499	1.2350922	1.640824e+03	18.264771	4.7122485	1982-1999 –> 2000-2009	2.7878868	1.5527947	4603.18979	33.657340	2	8
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	499	1.2411712	1.645724e+03	233.136133	4.7882055	1982-1999 –> 2000-2009	2.8013818	1.5602106	4615.64631	376.750887	5	13
Indian	(26.5,26.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	499	1.2362239	1.639738e+03	13.014976	4.7879091	1982-1999 –> 2000-2009	2.8140026	1.5777787	4625.41908	21.715215	4	13
Indian	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	499	1.2950028	1.686097e+03	10.189764	4.7903745	1982-1999 –> 2000-2009	2.8536439	1.5586411	4652.42256	23.413321	9	16
Indian	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	499	1.3296190	1.712423e+03	19.938646	4.5202688	1982-1999 –> 2000-2009	2.9173020	1.5876830	4708.02908	34.964137	11	21
Indian	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	273	0.7653481	6.427266e+02	19.085165	2.3513134	2000-2009 –> 2010-2019	2.0341832	1.2688351	2310.45034	79.018989	2	8
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	273	0.7655902	6.428994e+02	16.101788	2.3509476	2000-2009 –> 2010-2019	2.0352711	1.2696809	2311.28811	61.557237	3	10
Indian	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	273	0.7602326	6.390650e+02	185.423059	2.3502653	2000-2009 –> 2010-2019	2.0425635	1.2823309	2317.34777	387.918738	1	9
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	273	0.8094136	6.732913e+02	14.177435	2.2089626	2000-2009 –> 2010-2019	2.0447427	1.2353292	2314.30677	30.956909	4	7
Indian	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	273	0.8111309	6.724485e+02	13.207854	2.2127727	2000-2009 –> 2010-2019	2.1061337	1.2950028	2358.54504	23.397618	5	14
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	273	0.9570202	7.647542e+02	15.503952	3.0741503	2000-2009 –> 2010-2019	2.1920483	1.2350281	2405.52645	37.855871	7	8
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	273	0.9571022	7.648010e+02	15.550378	3.0733370	2000-2009 –> 2010-2019	2.1921944	1.2350922	2405.62500	33.815149	8	10
Indian	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	273	0.9563584	7.643765e+02	139.331708	3.0840603	2000-2009 –> 2010-2019	2.1975296	1.2411712	2410.10052	372.467841	6	11
Indian	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	273	0.9643343	7.669112e+02	14.688949	3.1064177	2000-2009 –> 2010-2019	2.2939532	1.3296190	2479.33449	34.627595	10	21
Indian	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	273	0.9649654	7.672684e+02	14.762642	3.1070459	2000-2009 –> 2010-2019	2.2942866	1.3293212	2479.46820	31.473269	11	21
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	900	1.0931270	2.728366e+03	16.713182	3.9110195	1982-1999 –> 2000-2009	2.3077587	1.2146317	6169.18363	27.582486	1	5
Indian	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	900	1.1915327	2.883522e+03	84.942050	4.1058996	1982-1999 –> 2000-2009	2.3794890	1.1879563	6277.17350	124.469454	6	7
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	900	1.1917863	2.883905e+03	68.746169	4.0877158	1982-1999 –> 2000-2009	2.3798052	1.1880188	6277.66853	99.380953	7	9
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	900	1.2002015	2.896570e+03	215.843807	4.1525851	1982-1999 –> 2000-2009	2.3902410	1.1900395	6293.94313	455.836180	9	12
Indian	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	900	1.1938154	2.884967e+03	10.494198	3.7627913	1982-1999 –> 2000-2009	2.4113749	1.2175595	6328.89883	20.874684	8	13
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	900	1.0982023	2.736704e+03	30.270267	3.7856358	1982-1999 –> 2000-2009	2.4743464	1.3761442	6442.69141	47.403909	2	8
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	900	1.0988350	2.737740e+03	36.629447	3.7870455	1982-1999 –> 2000-2009	2.4753926	1.3765575	6444.36613	54.268392	3	10
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	900	1.1019126	2.742775e+03	208.149339	3.8059595	1982-1999 –> 2000-2009	2.4838545	1.3819419	6457.69215	345.232758	4	12
Indian	(26.75,27]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	900	1.1719325	2.851667e+03	14.652914	3.3465410	1982-1999 –> 2000-2009	2.6079347	1.4360022	6646.08915	24.428387	5	17
Indian	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	900	1.3119130	3.054765e+03	29.241492	3.9162331	1982-1999 –> 2000-2009	2.6977588	1.3858458	6773.67412	46.328768	11	20
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	397	1.0913907	1.210075e+03	12.570630	4.7036805	2000-2009 –> 2010-2019	2.1845178	1.0931270	3938.44044	29.283812	4	5
Indian	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	397	0.9954076	1.136982e+03	53.078959	4.5741862	2000-2009 –> 2010-2019	2.1869403	1.1915327	4020.50458	138.021008	2	8
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	397	0.9879111	1.130980e+03	280.134172	4.5850197	2000-2009 –> 2010-2019	2.1881126	1.2002015	4027.55051	495.977980	1	10
Indian	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	397	0.9963816	1.137759e+03	42.952154	4.5738368	2000-2009 –> 2010-2019	2.1881679	1.1917863	4021.66427	111.698323	3	10
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	397	1.1347344	1.240998e+03	24.907456	4.5384932	2000-2009 –> 2010-2019	2.2329366	1.0982023	3977.70121	55.177723	8	10
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	397	1.1345219	1.240849e+03	26.663812	4.5419694	2000-2009 –> 2010-2019	2.2333569	1.0988350	3978.58935	63.293259	7	10
Indian	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	397	1.1338621	1.240387e+03	184.818137	4.5552792	2000-2009 –> 2010-2019	2.2357746	1.1019126	3983.16170	392.967476	6	10
Indian	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	397	1.1065458	1.219024e+03	12.457423	4.7501275	2000-2009 –> 2010-2019	2.3003612	1.1938154	4103.99164	22.951620	5	13
Indian	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	397	1.1459600	1.246814e+03	24.596121	4.5756437	2000-2009 –> 2010-2019	2.4578730	1.3119130	4301.57876	53.837612	11	22
Indian	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	397	1.1447815	1.245997e+03	26.362514	4.5770705	2000-2009 –> 2010-2019	2.4584754	1.3136938	4303.20351	61.931794	10	22
Indian	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	979	2.0508997	4.198671e+03	124.496974	9.7038557	1982-1999 –> 2000-2009	3.8845401	1.8336405	9109.70584	209.565209	2	5
Indian	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	979	2.0535101	4.201162e+03	108.331993	9.6964529	1982-1999 –> 2000-2009	3.8867491	1.8332390	9111.66704	179.496119	3	5
Indian	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	979	2.0592656	4.206642e+03	272.712805	9.7371539	1982-1999 –> 2000-2009	3.8901769	1.8309113	9114.07504	709.122873	4	5
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	979	2.1832063	4.321077e+03	37.743145	8.7124026	1982-1999 –> 2000-2009	4.0530675	1.8698612	9279.41048	54.247569	6	10
Indian	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	979	2.2714622	4.396671e+03	17.337011	7.7870828	1982-1999 –> 2000-2009	4.1613978	1.8899356	9378.82510	33.575010	8	19
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	979	2.3098740	4.431505e+03	50.121229	9.9521263	1982-1999 –> 2000-2009	4.1892198	1.8793459	9402.07254	107.615342	9	14
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	979	2.3099032	4.431530e+03	43.650850	9.9416940	1982-1999 –> 2000-2009	4.1892712	1.8793679	9402.12572	90.792399	10	16
Indian	(27,27.25]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	979	2.3103510	4.429910e+03	20.747245	9.6177680	1982-1999 –> 2000-2009	4.1926065	1.8822556	9402.21758	33.035668	11	19
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	979	2.3119197	4.433239e+03	555.993565	9.9390784	1982-1999 –> 2000-2009	4.1931149	1.8811952	9406.18409	1066.244532	13	20
Indian	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	979	2.3119089	4.431230e+03	33.687249	10.1672539	1982-1999 –> 2000-2009	4.1991324	1.8872235	9409.91098	78.783788	12	21
Indian	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	487	1.8102005	1.974054e+03	121.979413	6.8446772	2000-2009 –> 2010-2019	3.8611002	2.0508997	6172.72542	246.476387	5	7
Indian	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	487	1.8092818	1.973560e+03	106.306764	6.8496279	2000-2009 –> 2010-2019	3.8627919	2.0535101	6174.72162	214.638757	4	7
Indian	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	487	1.8164581	1.977416e+03	497.914612	6.8855671	2000-2009 –> 2010-2019	3.8757238	2.0592656	6184.05739	770.627417	6	10
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	487	1.8310884	1.985229e+03	20.283356	6.4993760	2000-2009 –> 2010-2019	4.0142947	2.1832063	6306.30644	58.026501	7	13
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	487	1.9269058	2.034908e+03	53.960426	8.1324627	2000-2009 –> 2010-2019	4.0398579	2.1129521	6291.94201	148.327834	22	27
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	487	1.7903151	1.963296e+03	40.056337	6.8160320	2000-2009 –> 2010-2019	4.1002183	2.3099032	6394.82587	83.707187	1	11
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	487	1.7912176	1.963786e+03	46.346834	6.8148039	2000-2009 –> 2010-2019	4.1010916	2.3098740	6395.29195	96.468063	2	11
Indian	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	487	1.7934321	1.964990e+03	529.890699	6.8289633	2000-2009 –> 2010-2019	4.1053519	2.3119197	6398.22872	1085.884264	3	16
Indian	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	487	1.8434211	1.989767e+03	19.753449	6.5404862	2000-2009 –> 2010-2019	4.1148832	2.2714622	6386.43841	37.090460	11	19
Indian	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	487	1.8342657	1.984918e+03	35.904617	7.0272615	2000-2009 –> 2010-2019	4.1462523	2.3119866	6416.21309	65.346224	8	22
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1083	1.8529820	4.423401e+03	135.961109	9.0541840	1982-1999 –> 2000-2009	3.3029783	1.4499964	10038.08413	252.610453	6	8
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1083	1.8493164	4.419112e+03	96.273007	8.7844514	1982-1999 –> 2000-2009	3.3095707	1.4602543	10055.84614	131.979392	2	23
Indian	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1083	1.8624773	4.434472e+03	199.323641	9.3320425	1982-1999 –> 2000-2009	3.3133377	1.4508605	10051.01868	399.276669	10	14
Indian	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1083	1.8631148	4.433214e+03	112.007593	9.3446692	1982-1999 –> 2000-2009	3.3145628	1.4514480	10049.02636	168.618120	11	19
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1083	1.8498180	4.419700e+03	142.588076	8.8732899	1982-1999 –> 2000-2009	3.3146081	1.4647901	10066.13458	202.304438	3	32
Indian	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1083	1.8637085	4.435904e+03	184.247795	9.2072016	1982-1999 –> 2000-2009	3.3147646	1.4510561	10052.87188	384.008445	12	18
Indian	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1083	1.8640803	4.434336e+03	100.615991	9.2103162	1982-1999 –> 2000-2009	3.3158162	1.4517359	10050.76899	161.389516	13	22
Indian	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1083	1.8657244	4.436245e+03	398.051786	9.3299288	1982-1999 –> 2000-2009	3.3185372	1.4528128	10054.99803	1093.238370	15	25
Indian	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1083	1.8595323	4.429045e+03	68.737865	7.7356608	1982-1999 –> 2000-2009	3.3223282	1.4627959	10069.21804	87.883008	8	33
Indian	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + phosphate	1083	1.8539018	4.422476e+03	63.229458	8.9274908	1982-1999 –> 2000-2009	3.3266885	1.4727867	10083.94114	76.881522	7	44
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	582	1.3749543	2.036286e+03	197.665092	4.2075969	2000-2009 –> 2010-2019	3.2240767	1.8491224	6455.17116	416.801171	1	2
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	582	1.3799243	2.040486e+03	858.117559	4.1425289	2000-2009 –> 2010-2019	3.2315854	1.8516611	6462.34275	1598.873255	2	7
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	582	1.3809477	2.041349e+03	145.555611	4.1593176	2000-2009 –> 2010-2019	3.2327800	1.8518324	6463.40596	264.460691	3	9
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	582	1.3826027	2.042743e+03	133.771599	4.1745744	2000-2009 –> 2010-2019	3.2355847	1.8529820	6466.14439	269.732708	4	12
Indian	(27.25,27.5]	4	cstar_tref ~ sal + temp + aou + nitrate	582	1.3993775	2.054780e+03	99.925087	4.5175241	2000-2009 –> 2010-2019	3.2512099	1.8518324	6474.83775	200.471287	8	15
Indian	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	582	1.4052459	2.061652e+03	263.022067	3.9979276	2000-2009 –> 2010-2019	3.2677231	1.8624773	6496.12399	462.345708	10	22
Indian	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	582	1.4061731	2.062419e+03	247.028022	3.9521674	2000-2009 –> 2010-2019	3.2698816	1.8637085	6498.32321	431.275817	12	26
Indian	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	582	1.4051688	2.061588e+03	832.896875	4.0046505	2000-2009 –> 2010-2019	3.2699650	1.8647963	6498.75536	1388.890366	9	25
Indian	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	582	1.4061586	2.060407e+03	191.919834	3.9415618	2000-2009 –> 2010-2019	3.2824713	1.8763126	6508.91039	357.092369	11	33
Indian	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	582	1.4371850	2.087811e+03	75.501663	4.7473145	2000-2009 –> 2010-2019	3.2870029	1.8498180	6507.51115	218.089739	16	19
Indian	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1565	1.2963349	5.267641e+03	624.146788	7.2828597	1982-1999 –> 2000-2009	2.3104771	1.0141422	10652.45605	809.729016	2	3
Indian	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1565	1.2994904	5.275251e+03	556.596024	7.0989921	1982-1999 –> 2000-2009	2.3137142	1.0142238	10660.36751	714.729062	5	7
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1565	1.2961579	5.267213e+03	656.397024	7.2807516	1982-1999 –> 2000-2009	2.3202072	1.0240493	10688.46503	1045.588862	1	16
Indian	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1565	1.2963985	5.265794e+03	619.135967	7.2800645	1982-1999 –> 2000-2009	2.3210570	1.0246585	10687.27503	710.455611	3	20
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1565	1.2994450	5.275141e+03	582.975938	7.0893508	1982-1999 –> 2000-2009	2.3230432	1.0235982	10694.74152	1030.380456	4	16
Indian	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1565	1.2996338	5.273596e+03	547.346339	7.0854847	1982-1999 –> 2000-2009	2.3235911	1.0239573	10692.51091	645.049340	6	20
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1565	1.3154889	5.313550e+03	243.374825	5.9147543	1982-1999 –> 2000-2009	2.3337933	1.0183044	10713.71612	353.848409	7	15
Indian	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1565	1.3158353	5.312374e+03	48.149187	5.9564305	1982-1999 –> 2000-2009	2.3351089	1.0192737	10714.10586	80.874921	9	18
Indian	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1565	1.3155264	5.311639e+03	210.562784	5.9107020	1982-1999 –> 2000-2009	2.3456489	1.0301225	10753.05285	251.734663	8	29
Indian	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1565	1.3169280	5.314972e+03	710.303243	7.4235675	1982-1999 –> 2000-2009	2.3460636	1.0291356	10752.79336	1559.360200	11	31
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	757	1.2440164	2.492848e+03	548.765235	4.4949016	2000-2009 –> 2010-2019	2.5401743	1.2961579	7760.06092	1205.162258	3	4
Indian	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	757	1.2463316	2.495663e+03	464.488817	4.6687391	2000-2009 –> 2010-2019	2.5426665	1.2963349	7763.30339	1088.635605	6	8
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	757	1.2453015	2.494411e+03	458.390172	4.4866017	2000-2009 –> 2010-2019	2.5447465	1.2994450	7769.55188	1041.366110	4	8
Indian	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	757	1.2461654	2.495461e+03	393.899506	4.6617667	2000-2009 –> 2010-2019	2.5456558	1.2994904	7770.71128	950.495531	5	10
Indian	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	757	1.2368681	2.484123e+03	192.628319	4.3631248	2000-2009 –> 2010-2019	2.5523570	1.3154889	7797.67262	436.003144	1	9
Indian	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	757	1.2402491	2.488256e+03	955.570830	4.8356265	2000-2009 –> 2010-2019	2.5556998	1.3154507	7801.71456	1717.108900	2	9
Indian	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	757	1.2465357	2.493911e+03	79.948116	4.6991197	2000-2009 –> 2010-2019	2.5623710	1.3158353	7806.28443	128.097303	7	17
Indian	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	757	1.2473961	2.494955e+03	129.968823	4.4741479	2000-2009 –> 2010-2019	2.5629225	1.3155264	7806.59414	340.531607	8	17
Indian	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	757	1.2827297	2.537244e+03	463.827852	5.3632112	2000-2009 –> 2010-2019	2.5791283	1.2963985	7803.03888	1082.963819	11	14
Indian	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	757	1.2627063	2.513425e+03	886.765368	5.3829483	2000-2009 –> 2010-2019	2.5796343	1.3169280	7828.39661	1597.068611	9	21
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	604	0.9359699	1.648142e+03	171.118722	5.6806892	1982-1999 –> 2000-2009	1.5952639	0.6592940	3205.76534	361.999747	3	4
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	604	0.9274126	1.637047e+03	226.110655	5.2753518	1982-1999 –> 2000-2009	1.6313277	0.7039150	3295.52184	431.620507	2	4
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	604	0.9273808	1.637005e+03	189.578959	5.2488074	1982-1999 –> 2000-2009	1.6326388	0.7052580	3298.41567	395.442420	1	4
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	604	0.9370280	1.647507e+03	104.820971	5.8875634	1982-1999 –> 2000-2009	1.7398942	0.8028662	3506.53875	292.478072	4	12
Indian	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	604	1.2217091	1.967981e+03	112.306619	6.7593946	1982-1999 –> 2000-2009	1.9545716	0.7328625	3686.51840	314.608375	5	9
Indian	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	604	1.2959292	2.039225e+03	114.527161	6.7559367	1982-1999 –> 2000-2009	2.0447247	0.7487954	3790.88478	313.625270	9	14
Indian	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	604	1.2784477	2.022819e+03	179.107951	4.4373996	1982-1999 –> 2000-2009	2.0655978	0.7871501	3851.40624	310.538987	8	14
Indian	(27.75,27.85]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	604	1.2779561	2.022354e+03	150.021828	4.3385067	1982-1999 –> 2000-2009	2.0659983	0.7880422	3852.68597	304.064346	7	14
Indian	(27.75,27.85]	3	cstar_tref ~ aou + silicate + phosphate	604	1.3534288	2.089668e+03	125.163231	3.9963219	1982-1999 –> 2000-2009	2.1773088	0.8238800	3986.48886	281.541657	12	22
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate	604	1.3796474	2.114846e+03	98.676423	5.5329369	1982-1999 –> 2000-2009	2.1827693	0.8031219	3974.36811	264.393909	15	24
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	372	0.9077581	9.976879e+02	377.892678	4.2287799	2000-2009 –> 2010-2019	1.8351708	0.9274126	2634.73482	604.003334	2	4
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	372	0.9078312	9.977479e+02	377.848663	4.2400759	2000-2009 –> 2010-2019	1.8352120	0.9273808	2634.75323	567.427622	3	4
Indian	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	372	0.9011382	9.922424e+02	336.961596	4.6004731	2000-2009 –> 2010-2019	1.8371081	0.9359699	2640.38443	508.080319	1	4
Indian	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	372	0.9928792	1.062373e+03	322.052933	4.2603984	2000-2009 –> 2010-2019	1.9299072	0.9370280	2709.88034	426.873904	4	8
Indian	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	372	1.0783828	1.123834e+03	367.156089	5.5157778	2000-2009 –> 2010-2019	2.3000919	1.2217091	3091.81509	479.462708	7	12
Indian	(27.75,27.85]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	372	1.0412786	1.097785e+03	124.781952	3.6085866	2000-2009 –> 2010-2019	2.3192346	1.2779561	3120.13880	274.803780	6	13
Indian	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	372	1.0411394	1.097685e+03	153.453759	3.6034680	2000-2009 –> 2010-2019	2.3195871	1.2784477	3120.50401	332.561711	5	13
Indian	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	372	1.1353886	1.162160e+03	357.220497	5.8334482	2000-2009 –> 2010-2019	2.4313178	1.2959292	3201.38481	471.747658	9	18
Indian	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	372	1.0915532	1.132866e+03	134.862992	3.7781596	2000-2009 –> 2010-2019	2.4653710	1.3738178	3242.59671	293.410312	8	22
Indian	(27.75,27.85]	3	cstar_tref ~ aou + silicate + phosphate	372	1.1755900	1.186047e+03	183.311366	4.2764596	2000-2009 –> 2010-2019	2.5290188	1.3534288	3275.71563	308.474598	11	23
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	774	1.2338064	2.535758e+03	201.291700	8.3719062	1982-1999 –> 2000-2009	1.9636773	0.7298709	4380.27435	334.483929	1	3
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	774	1.2418352	2.545799e+03	293.546189	8.3556513	1982-1999 –> 2000-2009	1.9716267	0.7297915	4390.13461	423.908510	2	3
Indian	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	774	1.2874076	2.599589e+03	100.686072	8.4642567	1982-1999 –> 2000-2009	2.0175819	0.7301743	4442.79457	211.437392	5	8
Indian	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	774	1.3043199	2.619792e+03	111.519898	8.3514694	1982-1999 –> 2000-2009	2.0345444	0.7302245	4463.11173	224.199263	6	10
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	774	1.2755625	2.587280e+03	223.399285	8.0003504	1982-1999 –> 2000-2009	2.0470712	0.7715087	4523.78307	326.223004	3	8
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	774	1.2781836	2.588458e+03	150.550292	7.8261176	1982-1999 –> 2000-2009	2.1121454	0.8339618	4652.01882	252.804714	4	11
Indian	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	774	1.3934930	2.722164e+03	115.247436	8.2108100	1982-1999 –> 2000-2009	2.1973034	0.8038104	4724.67064	217.616308	7	13
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	774	1.5537690	2.890695e+03	109.354147	7.7372766	1982-1999 –> 2000-2009	2.4182409	0.8644720	5013.82996	187.259726	11	19
Indian	(27.85,27.95]	3	cstar_tref ~ sal + silicate + phosphate_star	774	1.5279779	2.862784e+03	72.975871	6.6138182	1982-1999 –> 2000-2009	2.4598814	0.9319035	5108.45204	175.105602	9	18
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + silicate	774	1.7317307	3.058557e+03	143.253232	6.6055385	1982-1999 –> 2000-2009	2.7014772	0.9697465	5372.22203	229.357533	23	33
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	391	1.1542195	1.235768e+03	167.323148	8.1311581	2000-2009 –> 2010-2019	2.3880259	1.2338064	3771.52565	368.614848	1	2
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	391	1.1548164	1.236172e+03	167.327829	8.1491755	2000-2009 –> 2010-2019	2.3966516	1.2418352	3781.97072	460.874018	2	4
Indian	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	391	1.1678621	1.244957e+03	151.123833	8.3451801	2000-2009 –> 2010-2019	2.4434246	1.2755625	3832.23699	374.523118	3	6
Indian	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	391	1.2155106	1.274228e+03	163.457995	8.2877406	2000-2009 –> 2010-2019	2.5029182	1.2874076	3873.81738	264.144067	4	9
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	391	1.2292209	1.283000e+03	148.529863	7.8609138	2000-2009 –> 2010-2019	2.5074045	1.2781836	3871.45746	299.080155	5	9
Indian	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	391	1.2426374	1.291489e+03	164.900123	8.2602739	2000-2009 –> 2010-2019	2.5469573	1.3043199	3911.28070	276.420021	6	12
Indian	(27.85,27.95]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	391	1.2684140	1.307544e+03	151.118780	8.6384964	2000-2009 –> 2010-2019	2.6619071	1.3934930	4029.70825	266.366216	7	14
Indian	(27.85,27.95]	3	cstar_tref ~ sal + silicate + phosphate_star	391	1.4723233	1.422120e+03	147.735860	7.8032551	2000-2009 –> 2010-2019	3.0003012	1.5279779	4284.90412	220.711731	8	17
Indian	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	391	1.6788224	1.528758e+03	813.561601	4.4599810	2000-2009 –> 2010-2019	3.1743269	1.4955045	4362.28884	1644.790529	10	18
Indian	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	391	1.6334930	1.505354e+03	115.389434	6.1872530	2000-2009 –> 2010-2019	3.1872620	1.5537690	4396.04855	224.743580	9	20
Indian	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	858	1.1216320	2.645869e+03	789.325588	7.1834994	1982-1999 –> 2000-2009	1.9275465	0.8059145	5198.53869	937.241057	2	3
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	858	1.0952457	2.605018e+03	793.477610	5.8899435	1982-1999 –> 2000-2009	1.9864971	0.8912514	5370.05660	934.294135	1	7
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	858	1.5524201	3.203621e+03	244.913549	8.5651070	1982-1999 –> 2000-2009	2.4236528	0.8712327	5920.72608	385.336413	5	7
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	858	1.5586888	3.210536e+03	325.713532	8.7351977	1982-1999 –> 2000-2009	2.4304322	0.8717434	5928.87776	464.829526	7	10
Indian	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	858	1.5634759	3.213799e+03	104.494479	7.6972130	1982-1999 –> 2000-2009	2.4357558	0.8722799	5931.43806	209.687441	8	13
Indian	(27.95,28.05]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	858	1.5685802	3.219392e+03	108.083528	7.9124237	1982-1999 –> 2000-2009	2.4403277	0.8717476	5935.74317	220.505765	11	15
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	858	1.5529331	3.204188e+03	258.181922	9.7212440	1982-1999 –> 2000-2009	2.5085906	0.9556575	6116.44792	408.588854	6	13
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	858	1.5672525	3.217939e+03	192.306821	9.2663293	1982-1999 –> 2000-2009	2.5275603	0.9603079	6138.44108	311.983490	10	18
Indian	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	858	1.6201269	3.274876e+03	93.917837	7.8805069	1982-1999 –> 2000-2009	2.6248446	1.0047178	6290.76756	227.301238	12	21
Indian	(27.95,28.05]	3	cstar_tref ~ sal + silicate + phosphate_star	858	1.6223857	3.275267e+03	70.832509	7.8524626	1982-1999 –> 2000-2009	2.6659169	1.0435312	6369.13510	159.170806	13	24
Indian	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	462	1.2641155	1.541660e+03	916.343934	7.0178441	2000-2009 –> 2010-2019	2.3857475	1.1216320	4187.52868	1705.669522	1	3
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	462	1.3283846	1.587482e+03	842.612024	4.3474434	2000-2009 –> 2010-2019	2.4236303	1.0952457	4192.49959	1636.089634	2	3
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	462	1.3596958	1.609008e+03	140.653779	7.5767529	2000-2009 –> 2010-2019	2.9121159	1.5524201	4812.62951	385.567329	3	7
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	462	1.3597049	1.609015e+03	164.364521	7.5195543	2000-2009 –> 2010-2019	2.9183937	1.5586888	4819.55100	490.078053	4	10
Indian	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	462	1.3633988	1.609521e+03	107.747877	6.9009052	2000-2009 –> 2010-2019	2.9268747	1.5634759	4823.32001	212.242356	6	13
Indian	(27.95,28.05]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	462	1.3606586	1.607662e+03	112.265234	7.1744771	2000-2009 –> 2010-2019	2.9292388	1.5685802	4827.05414	220.348762	5	15
Indian	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	462	1.4016271	1.637073e+03	135.887706	8.5426441	2000-2009 –> 2010-2019	2.9545602	1.5529331	4841.26094	394.069628	7	12
Indian	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	462	1.4181210	1.645883e+03	111.114576	9.2890192	2000-2009 –> 2010-2019	2.9853735	1.5672525	4863.82129	303.421397	8	17
Indian	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	462	1.4219270	1.648359e+03	126.746062	7.0573653	2000-2009 –> 2010-2019	3.0420539	1.6201269	4923.23539	220.663898	9	20
Indian	(27.95,28.05]	3	cstar_tref ~ sal + silicate + phosphate_star	462	1.5122374	1.703257e+03	97.382335	6.5325707	2000-2009 –> 2010-2019	3.1346230	1.6223857	4978.52359	168.214843	11	23
Indian	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	459	1.1163553	1.415629e+03	863.807022	3.2519297	1982-1999 –> 2000-2009	2.0573772	0.9410219	3214.95407	1167.531842	1	7
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	459	1.2392088	1.511472e+03	981.615847	3.1821934	1982-1999 –> 2000-2009	2.1309456	0.8917368	3240.00211	1384.201716	2	3
Indian	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	459	1.2598065	1.526605e+03	616.670060	3.3104408	1982-1999 –> 2000-2009	2.1730026	0.9131961	3286.42932	925.821058	3	5
Indian	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	459	1.2633794	1.529205e+03	691.122825	3.2512248	1982-1999 –> 2000-2009	2.1883604	0.9249810	3305.90371	1033.301936	4	7
Indian	(28.05,28.1]	3	cstar_tref ~ temp + aou + nitrate	459	1.2664108	1.529405e+03	559.596169	3.3239148	1982-1999 –> 2000-2009	2.2132446	0.9468338	3334.83284	834.380903	5	13
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate	459	1.3094970	1.562118e+03	465.511018	4.6143698	1982-1999 –> 2000-2009	2.3690934	1.0595964	3517.62180	829.345449	6	21
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	459	1.4272371	1.643155e+03	255.566048	5.0630873	1982-1999 –> 2000-2009	2.4727929	1.0455558	3583.10442	604.282180	8	20
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	459	1.5388503	1.712276e+03	303.870735	4.6831422	1982-1999 –> 2000-2009	2.4774107	0.9385604	3510.15433	624.001475	15	20
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	459	1.5460485	1.716560e+03	261.480440	4.8002542	1982-1999 –> 2000-2009	2.4797325	0.9336840	3507.58309	579.678914	17	21
Indian	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	459	1.4355345	1.646477e+03	77.806184	5.0760733	1982-1999 –> 2000-2009	2.4932824	1.0577479	3599.68275	292.847784	10	24
Indian	(28.05,28.1]	3	cstar_tref ~ temp + aou + nitrate	285	1.2496092	9.458085e+02	935.127917	3.5495266	2000-2009 –> 2010-2019	2.5160200	1.2664108	2475.21355	1494.724087	1	2
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate	285	1.3018094	9.711354e+02	981.139877	3.7821159	2000-2009 –> 2010-2019	2.6113064	1.3094970	2533.25334	1446.650895	7	9
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	285	1.3024468	9.734144e+02	309.044337	3.5080242	2000-2009 –> 2010-2019	2.7296839	1.4272371	2616.56975	564.610385	8	11
Indian	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	285	1.3212275	9.795749e+02	254.361803	3.4990726	2000-2009 –> 2010-2019	2.7567620	1.4355345	2626.05164	332.167987	11	15
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	285	1.2573922	9.533477e+02	314.405210	3.5422248	2000-2009 –> 2010-2019	2.7962425	1.5388503	2665.62394	618.275945	3	12
Indian	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	285	1.2549937	9.522594e+02	310.846482	3.5222363	2000-2009 –> 2010-2019	2.8010422	1.5460485	2668.81969	572.326922	2	13
Indian	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	285	1.2828287	9.627635e+02	254.410994	3.5519413	2000-2009 –> 2010-2019	2.8291546	1.5463259	2677.48847	377.028855	5	17
Indian	(28.05,28.1]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	285	1.2924594	9.670267e+02	280.047164	3.5540827	2000-2009 –> 2010-2019	2.8315021	1.5390427	2677.41772	408.845171	6	16
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate	285	1.2825755	9.626510e+02	237.936177	3.3526296	2000-2009 –> 2010-2019	2.8606139	1.5780384	2696.01213	362.949778	4	20
Indian	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + silicate	285	1.3441875	9.893951e+02	190.454989	3.4356328	2000-2009 –> 2010-2019	2.8644565	1.5202690	2688.51924	261.284452	13	20
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1330	0.9092154	3.535216e+03	488.427536	3.0624081	1982-1999 –> 2000-2009	1.5167482	0.6075328	6734.45506	850.342886	1	3
Indian	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1330	0.9244499	3.579416e+03	837.950427	3.0028397	1982-1999 –> 2000-2009	1.5294956	0.6050457	6764.46242	1396.366237	3	4
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1330	0.9279988	3.589608e+03	465.344204	3.0612606	1982-1999 –> 2000-2009	1.5494314	0.6214326	6867.11750	1000.285873	5	9
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1330	0.9274686	3.588088e+03	596.025406	3.0704087	1982-1999 –> 2000-2009	1.5494600	0.6219914	6868.70701	1013.515124	4	9
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1330	0.9237840	3.577500e+03	572.592010	3.0875019	1982-1999 –> 2000-2009	1.5559654	0.6321814	6914.34380	1052.995195	2	9
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	1330	0.9354994	3.609022e+03	455.473344	2.8791594	1982-1999 –> 2000-2009	1.5588565	0.6233570	6895.22900	816.264628	6	12
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + silicate	1330	0.9787933	3.729360e+03	303.356581	3.5569184	1982-1999 –> 2000-2009	1.5866302	0.6078369	6928.33078	582.378561	7	10
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1330	1.0286207	3.861438e+03	286.517263	3.5244580	1982-1999 –> 2000-2009	1.6796097	0.6509891	7297.71771	775.624874	8	16
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1330	1.0289674	3.862335e+03	393.438624	3.5199343	1982-1999 –> 2000-2009	1.6803983	0.6514309	7300.96157	678.496829	9	18
Indian	(28.1,28.2]	3	cstar_tref ~ temp + aou + nitrate	1330	1.0315931	3.867114e+03	210.921384	3.3959729	1982-1999 –> 2000-2009	1.6831952	0.6516021	7304.65014	411.569766	10	20
Indian	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	851	0.8125446	2.075725e+03	801.269149	3.1180598	2000-2009 –> 2010-2019	1.7369944	0.9244499	5655.14089	1639.219576	1	4
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	851	0.8244386	2.100458e+03	974.223948	3.3788503	2000-2009 –> 2010-2019	1.7519072	0.9274686	5688.54608	1570.249354	2	6
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	851	0.8265285	2.104767e+03	882.933656	3.3832956	2000-2009 –> 2010-2019	1.7545273	0.9279988	5694.37520	1348.277860	3	8
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	851	0.8340018	2.120087e+03	956.921196	3.4192380	2000-2009 –> 2010-2019	1.7577858	0.9237840	5697.58650	1529.513205	4	6
Indian	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	851	0.8491693	2.150762e+03	784.202561	3.3904322	2000-2009 –> 2010-2019	1.7583847	0.9092154	5685.97771	1272.630097	5	6
Indian	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	851	0.8495637	2.149552e+03	782.433199	3.3862874	2000-2009 –> 2010-2019	1.7850632	0.9354994	5758.57402	1237.906543	6	12
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + silicate	851	0.9460058	2.332561e+03	587.751321	4.3178528	2000-2009 –> 2010-2019	1.9247991	0.9787933	6061.92107	891.107902	9	16
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	851	0.9987581	2.424918e+03	638.071082	3.1920048	2000-2009 –> 2010-2019	2.0277256	1.0289674	6287.25337	1031.509706	11	20
Indian	(28.1,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate	851	1.0036115	2.433169e+03	561.205819	3.1362463	2000-2009 –> 2010-2019	2.0322322	1.0286207	6294.60748	847.723082	13	21
Indian	(28.1,28.2]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	851	1.0084489	2.441353e+03	602.296034	3.1304941	2000-2009 –> 2010-2019	2.0404917	1.0320429	6311.62636	966.744409	14	25
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2292	0.4584960	2.943794e+03	189.815402	1.6997730	1982-1999 –> 2000-2009	0.8340469	0.3755509	6098.13401	303.381679	6	7
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2292	0.4596596	2.955413e+03	402.715463	1.6826263	1982-1999 –> 2000-2009	0.8390324	0.3793728	6182.08815	606.797185	7	9
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2292	0.4614848	2.973578e+03	451.009690	1.6784001	1982-1999 –> 2000-2009	0.8415279	0.3800432	6212.86652	608.184146	9	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2292	0.4617759	2.976470e+03	257.081851	1.6826335	1982-1999 –> 2000-2009	0.8417487	0.3799728	6214.43404	437.829712	10	13
Indian	(28.2,28.3]	4	cstar_tref ~ sal + temp + aou + nitrate	2292	0.4625507	2.982154e+03	163.433359	1.7070507	1982-1999 –> 2000-2009	0.8444878	0.3819372	6254.95700	273.425897	12	17
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2292	0.4736235	3.092595e+03	434.254442	1.9564178	1982-1999 –> 2000-2009	0.8572049	0.3835814	6398.08736	769.426996	15	22
Indian	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2292	0.4737046	3.093381e+03	766.924335	1.9685488	1982-1999 –> 2000-2009	0.8572456	0.3835410	6398.12048	950.464560	16	22
Indian	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2292	0.4737513	3.093832e+03	738.713634	1.9797178	1982-1999 –> 2000-2009	0.8577007	0.3839495	6406.17577	981.441435	17	25
Indian	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2292	0.4739918	3.094159e+03	321.690638	1.9017404	1982-1999 –> 2000-2009	0.8589241	0.3849323	6422.76562	461.662989	19	28
Indian	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2292	0.4740533	3.094754e+03	186.493464	1.8753925	1982-1999 –> 2000-2009	0.8590358	0.3849825	6424.29231	330.672085	20	31
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1813	0.4715328	2.433166e+03	162.895809	2.7309525	2000-2009 –> 2010-2019	0.8968503	0.4253175	5032.62961	216.197595	15	19
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1813	0.4511701	2.273098e+03	202.188303	2.6894847	2000-2009 –> 2010-2019	0.9096661	0.4584960	5216.89254	392.003705	2	7
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1813	0.4528835	2.286843e+03	303.978757	2.4348070	2000-2009 –> 2010-2019	0.9125431	0.4596596	5242.25572	706.694220	3	9
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1813	0.4532759	2.289983e+03	273.178412	2.4233409	2000-2009 –> 2010-2019	0.9150519	0.4617759	5266.45296	530.260264	4	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1813	0.4551939	2.305294e+03	280.343733	2.4274511	2000-2009 –> 2010-2019	0.9166787	0.4614848	5278.87253	731.353423	5	13
Indian	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1813	0.4554297	2.307171e+03	631.301207	2.2913075	2000-2009 –> 2010-2019	0.9175304	0.4621007	5286.86422	1225.445864	6	16
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1813	0.4556097	2.308604e+03	612.261315	2.2606425	2000-2009 –> 2010-2019	0.9316479	0.4760382	5424.51199	1262.524982	7	28
Indian	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	1813	0.4562412	2.311627e+03	566.082723	2.2512406	2000-2009 –> 2010-2019	0.9368055	0.4805644	5468.91257	1147.783087	9	34
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1813	0.5185025	2.777476e+03	213.621375	2.9952557	2000-2009 –> 2010-2019	0.9399620	0.4214596	5335.17034	265.129986	26	27
Indian	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1813	0.5188963	2.780229e+03	214.748641	2.9933673	2000-2009 –> 2010-2019	0.9407472	0.4218510	5342.17838	271.348897	28	30
Indian	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2556	0.5856434	4.532468e+03	850.541186	2.2129982	1982-1999 –> 2000-2009	0.9539873	0.3683439	6806.30438	1464.978957	1	4
Indian	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2556	0.5961378	4.623261e+03	532.936424	2.2152215	1982-1999 –> 2000-2009	0.9680161	0.3718783	6948.45550	972.857497	2	7
Indian	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2556	0.5985349	4.643775e+03	382.206739	2.1989562	1982-1999 –> 2000-2009	0.9686791	0.3701442	6943.83406	677.735675	3	7
Indian	(28.3, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2556	0.6135337	4.770299e+03	741.466472	2.1979311	1982-1999 –> 2000-2009	0.9861560	0.3726223	7106.24269	1610.307367	8	14
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2556	0.6079539	4.723595e+03	112.945187	2.2177406	1982-1999 –> 2000-2009	1.0031169	0.3951630	7375.40491	237.149991	4	14
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2556	0.6108333	4.747749e+03	82.952715	2.1927086	1982-1999 –> 2000-2009	1.0064791	0.3956458	7406.12650	167.260365	5	16
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2556	0.6156866	4.788205e+03	98.400622	2.1807766	1982-1999 –> 2000-2009	1.0094971	0.3938106	7421.57778	202.091723	11	20
Indian	(28.3, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2556	0.6110589	4.747637e+03	87.076948	2.2386449	1982-1999 –> 2000-2009	1.0125768	0.4015179	7483.24634	179.578974	6	23
Indian	(28.3, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2556	0.6137255	4.769897e+03	49.694460	2.2117143	1982-1999 –> 2000-2009	1.0158443	0.4021188	7513.54843	125.177319	9	28
Indian	(28.3, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate	2556	0.6181707	4.806789e+03	75.550266	2.1970077	1982-1999 –> 2000-2009	1.0189655	0.4007949	7532.70528	152.871166	12	28
Indian	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1764	0.5878907	3.145891e+03	791.254701	3.8420068	2000-2009 –> 2010-2019	1.1735341	0.5856434	7678.35888	1641.795887	2	3
Indian	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1764	0.5880412	3.146795e+03	497.173748	3.8368765	2000-2009 –> 2010-2019	1.1841791	0.5961378	7770.05568	1030.110172	3	5
Indian	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1764	0.5883353	3.148558e+03	332.322835	3.8410402	2000-2009 –> 2010-2019	1.1868702	0.5985349	7792.33344	714.529574	5	8
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1764	0.5887771	3.151206e+03	97.519808	3.8646360	2000-2009 –> 2010-2019	1.1967310	0.6079539	7874.80173	210.464995	6	10
Indian	(28.3, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1764	0.5889078	3.149990e+03	51.796546	3.8698392	2000-2009 –> 2010-2019	1.1999667	0.6110589	7897.62699	138.873494	7	13
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1764	0.5892029	3.153757e+03	72.486572	3.8618652	2000-2009 –> 2010-2019	1.2000362	0.6108333	7901.50665	155.439288	8	13
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1764	0.5909742	3.164347e+03	275.095183	3.9220132	2000-2009 –> 2010-2019	1.2024922	0.6115180	7917.82403	623.115254	14	21
Indian	(28.3, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1764	0.5893386	3.152570e+03	43.722818	3.8670645	2000-2009 –> 2010-2019	1.2030641	0.6137255	7922.46675	93.417278	10	19
Indian	(28.3, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1764	0.5914331	3.167086e+03	677.748710	3.8442719	2000-2009 –> 2010-2019	1.2049668	0.6135337	7937.38476	1419.215182	16	24
Indian	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1764	0.5893295	3.154515e+03	88.369789	3.8634540	2000-2009 –> 2010-2019	1.2050160	0.6156866	7942.72037	186.770412	9	20
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	113	1.8579016	4.746753e+02	354.074761	5.0975759	1982-1999 –> 2000-2009	2.4079216	0.5500200	562.57769	495.121677	1	3
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	113	2.1856671	5.113943e+02	228.274959	5.7363123	1982-1999 –> 2000-2009	2.7401207	0.5544536	600.01925	271.380751	5	8
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	113	2.2037023	5.132515e+02	206.675635	6.2796363	1982-1999 –> 2000-2009	2.7671936	0.5634913	603.33164	288.495536	6	12
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	113	2.2277259	5.157019e+02	434.547569	6.0207212	1982-1999 –> 2000-2009	2.7846223	0.5568964	604.72251	445.308651	10	15
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	113	2.4167017	5.341033e+02	332.450202	5.5495071	1982-1999 –> 2000-2009	2.8450119	0.4283102	599.49613	346.452725	22	23
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	113	2.3438406	5.271848e+02	346.510804	6.3977253	1982-1999 –> 2000-2009	2.9000300	0.5561893	616.09113	359.716454	16	20
N_Atlantic	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	113	1.9054805	4.803900e+02	83.240015	5.1973657	1982-1999 –> 2000-2009	3.0544623	1.1489818	634.59336	304.153056	2	34
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	113	2.3905851	5.316477e+02	270.004604	5.8942332	1982-1999 –> 2000-2009	3.1407895	0.7502043	647.48533	536.138004	20	27
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	113	2.3874046	5.313469e+02	141.947781	8.2518576	1982-1999 –> 2000-2009	3.1475686	0.7601640	648.37142	224.692131	19	29
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	113	2.3146938	5.243568e+02	353.264440	9.1688397	1982-1999 –> 2000-2009	3.1737617	0.8590679	652.38961	407.582010	14	34
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	51	0.5106978	9.019005e+01	91.581875	1.2251402	2000-2009 –> 2010-2019	2.3685994	1.8579016	564.86533	445.656636	8	9
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	51	0.4488431	7.702138e+01	29.261042	1.6640015	2000-2009 –> 2010-2019	2.6525454	2.2037023	590.27286	235.936678	1	7
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	51	0.4997368	8.797700e+01	48.649974	1.1885887	2000-2009 –> 2010-2019	2.6854038	2.1856671	599.37128	276.924933	5	10
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	51	0.4971057	8.743857e+01	18.178964	1.1945118	2000-2009 –> 2010-2019	2.7248317	2.2277259	603.14045	452.726533	4	14
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate	51	0.5283018	9.164681e+01	16.266441	1.3935911	2000-2009 –> 2010-2019	2.7561816	2.2278798	605.36429	58.655382	11	22
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	51	0.5015240	8.834114e+01	18.175510	1.2051783	2000-2009 –> 2010-2019	2.8453646	2.3438406	615.52599	364.686314	7	23
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	51	0.5321293	9.438311e+01	21.316202	2.0163384	2000-2009 –> 2010-2019	2.8468231	2.3146938	618.73991	374.580642	12	26
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	51	0.4661521	8.088091e+01	44.979298	1.8363702	2000-2009 –> 2010-2019	2.8535567	2.3874046	612.22776	186.927079	2	21
N_Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	51	0.4905017	8.607443e+01	18.564042	2.0044487	2000-2009 –> 2010-2019	2.9072034	2.4167017	620.17777	351.014245	3	25
N_Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + silicate	51	0.5128322	8.861546e+01	17.774907	1.3576655	2000-2009 –> 2010-2019	2.9658119	2.4529797	624.08616	74.214301	9	33
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	184	1.6570876	7.220321e+02	29.747688	3.5954531	1982-1999 –> 2000-2009	3.1157421	1.4586545	1583.95786	61.799244	2	5
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	184	1.6620331	7.231287e+02	11.194906	3.5773824	1982-1999 –> 2000-2009	3.1181732	1.4561401	1584.24018	18.746574	3	5
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	184	1.6645966	7.236959e+02	10.247510	3.5734398	1982-1999 –> 2000-2009	3.1198825	1.4552858	1584.53035	17.479116	4	5
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	184	1.6411050	7.184655e+02	237.267853	3.6681385	1982-1999 –> 2000-2009	3.1199395	1.4788345	1586.87647	468.645308	1	5
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	184	1.8162885	7.557900e+02	11.669570	3.9277813	1982-1999 –> 2000-2009	3.4013759	1.5850873	1656.95083	19.483384	10	15
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	184	1.7926636	7.509719e+02	17.830491	8.6680552	1982-1999 –> 2000-2009	3.4347217	1.6420581	1668.79950	44.200599	8	14
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	184	1.7888412	7.501864e+02	16.804803	7.9811140	1982-1999 –> 2000-2009	3.4354372	1.6465960	1669.31659	43.251414	7	14
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	184	1.7886307	7.501431e+02	31.898320	7.8575907	1982-1999 –> 2000-2009	3.4375469	1.6489163	1669.93791	75.994205	6	14
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	184	1.8012699	7.527344e+02	218.860630	6.1061757	1982-1999 –> 2000-2009	3.4794207	1.6781509	1680.82426	488.435503	9	18
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	184	1.6821408	7.275541e+02	104.764957	4.6787084	1982-1999 –> 2000-2009	3.5325347	1.8503939	1701.76124	181.821015	5	15
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	235	1.0344067	6.968003e+02	108.565484	2.8964787	2000-2009 –> 2010-2019	2.7165475	1.6821408	1424.35441	213.330442	1	6
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	235	1.1068951	7.286338e+02	266.726603	4.3932576	2000-2009 –> 2010-2019	2.7480002	1.6411050	1447.09928	503.994456	5	6
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	235	1.0966288	7.242543e+02	48.933931	4.3436810	2000-2009 –> 2010-2019	2.7537165	1.6570876	1446.28634	78.681619	4	6
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	235	1.0958527	7.239215e+02	9.458439	4.3378694	2000-2009 –> 2010-2019	2.7578858	1.6620331	1447.05022	20.653345	3	6
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	235	1.0952895	7.236799e+02	8.685526	4.3327077	2000-2009 –> 2010-2019	2.7598861	1.6645966	1447.37576	18.933036	2	6
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	235	1.2343880	7.798715e+02	9.617024	5.0769999	2000-2009 –> 2010-2019	3.0506765	1.8162885	1535.66149	21.286594	7	17
N_Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + aou + silicate	235	1.2169039	7.711667e+02	7.055823	4.6487796	2000-2009 –> 2010-2019	3.1993050	1.9824011	1557.16176	12.648413	6	19
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	235	1.6350524	9.119883e+02	75.751602	4.3423570	2000-2009 –> 2010-2019	3.4236831	1.7886307	1662.13140	107.649921	12	18
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	235	1.6351667	9.120212e+02	76.195111	4.3415877	2000-2009 –> 2010-2019	3.4240079	1.7888412	1662.20756	92.999914	13	20
N_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	235	1.6331739	9.114480e+02	75.350910	4.3365143	2000-2009 –> 2010-2019	3.4258375	1.7926636	1662.41992	93.181402	11	19
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	247	1.3386606	8.590404e+02	166.767758	5.4949062	1982-1999 –> 2000-2009	3.1645963	1.8259358	2037.15432	307.398594	1	7
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	247	1.4165523	8.869792e+02	191.486820	7.5819163	1982-1999 –> 2000-2009	3.1692907	1.7527385	2041.52717	346.946383	5	7
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	247	1.3813302	8.745408e+02	113.917555	5.5993483	1982-1999 –> 2000-2009	3.1999264	1.8185962	2050.33479	233.862676	3	7
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	247	1.3501569	8.632647e+02	372.484203	4.6029078	1982-1999 –> 2000-2009	3.2265016	1.8763447	2057.06485	735.451625	2	10
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	247	1.5071889	9.176173e+02	155.558861	5.7625765	1982-1999 –> 2000-2009	3.3314135	1.8242247	2095.19118	276.569209	6	11
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	247	1.5892894	9.418194e+02	95.249057	6.3987831	1982-1999 –> 2000-2009	3.7461549	2.1568655	2213.87387	199.178536	9	23
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	247	1.4028453	8.801759e+02	198.959575	4.9856503	1982-1999 –> 2000-2009	3.8559542	2.4531089	2226.36164	528.012299	4	27
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	247	1.5425476	9.290727e+02	178.003591	4.5121641	1982-1999 –> 2000-2009	3.9212183	2.3786706	2259.50935	313.928295	7	24
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	247	1.5520070	9.300928e+02	116.495801	4.8057721	1982-1999 –> 2000-2009	3.9743165	2.4223095	2269.00094	233.607128	8	28
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	247	1.7523703	9.920745e+02	213.556745	4.2986624	1982-1999 –> 2000-2009	4.1424724	2.3901021	2325.27267	351.811816	10	28
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	225	1.7566225	9.060492e+02	169.515114	5.5810075	2000-2009 –> 2010-2019	3.1731748	1.4165523	1793.02841	361.001934	1	6
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	225	2.0782263	9.817040e+02	257.238261	5.7941515	2000-2009 –> 2010-2019	3.4168869	1.3386606	1840.74438	424.006018	4	5
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	225	2.0540232	9.764325e+02	196.559335	5.7446111	2000-2009 –> 2010-2019	3.4353534	1.3813302	1850.97334	310.476890	3	6
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	225	2.1723762	1.001642e+03	656.416868	6.1038140	2000-2009 –> 2010-2019	3.5225331	1.3501569	1864.90678	1028.901071	6	8
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	225	2.0215516	9.692617e+02	223.724430	5.9878504	2000-2009 –> 2010-2019	3.5287405	1.5071889	1886.87902	379.283291	2	8
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	225	2.1613340	9.973489e+02	161.465090	6.1192672	2000-2009 –> 2010-2019	3.7506234	1.5892894	1939.16829	256.714147	5	14
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	225	2.6511362	1.089267e+03	427.853871	10.4185004	2000-2009 –> 2010-2019	4.0539816	1.4028453	1969.44298	626.813445	20	24
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	225	2.5158298	1.067694e+03	195.911419	10.6728873	2000-2009 –> 2010-2019	4.0583774	1.5425476	1996.76625	373.915010	14	21
N_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	225	2.6366784	1.086806e+03	195.801305	9.9919474	2000-2009 –> 2010-2019	4.1886854	1.5520070	2016.89912	312.297105	19	27
N_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	225	2.5684847	1.077015e+03	45.720652	10.3982706	2000-2009 –> 2010-2019	4.3208550	1.7523703	2069.08908	259.277397	16	26
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	427	1.5521459	1.601225e+03	382.642223	4.1008646	1982-1999 –> 2000-2009	3.0471440	1.4949981	4215.70337	620.136215	3	7
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	427	1.5520017	1.601145e+03	286.941396	4.0601472	1982-1999 –> 2000-2009	3.0550317	1.5030300	4223.27539	357.435396	2	7
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	427	1.5722116	1.612194e+03	402.508311	4.5916659	1982-1999 –> 2000-2009	3.0864679	1.5142563	4244.95056	472.286193	5	11
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	427	1.7451486	1.701315e+03	124.438555	5.4306161	1982-1999 –> 2000-2009	3.1342556	1.3891070	4210.88688	356.165535	7	8
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	427	1.7927289	1.724287e+03	122.543038	5.9088265	1982-1999 –> 2000-2009	3.1948837	1.4021549	4247.20942	198.441120	10	12
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	427	1.8534686	1.752742e+03	128.303366	6.2686002	1982-1999 –> 2000-2009	3.2665596	1.4130910	4286.75907	207.264427	12	15
N_Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	427	1.6544921	1.653757e+03	252.760293	3.9357117	1982-1999 –> 2000-2009	3.2817848	1.6272927	4387.32018	1112.529866	6	18
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	427	1.5491702	1.599586e+03	150.119209	3.8923015	1982-1999 –> 2000-2009	3.3096495	1.7604793	4447.48711	247.547045	1	17
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	427	1.7479651	1.700692e+03	109.890869	5.3176926	1982-1999 –> 2000-2009	3.3488467	1.6008816	4410.88777	339.981977	8	17
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	427	1.7968778	1.724261e+03	15.687505	5.7842011	1982-1999 –> 2000-2009	3.4013862	1.6045084	4437.68819	39.540450	11	21
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	485	1.8777307	2.001532e+03	487.287488	9.0130551	2000-2009 –> 2010-2019	3.4499423	1.5722116	3613.72669	889.795800	1	6
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	485	1.9028975	2.014447e+03	339.019982	7.0224552	2000-2009 –> 2010-2019	3.4520676	1.5491702	3614.03264	489.139190	2	3
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	485	1.9183864	2.022310e+03	479.959075	8.4726196	2000-2009 –> 2010-2019	3.4705323	1.5521459	3623.53497	862.601298	3	6
N_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	485	1.9197564	2.023003e+03	455.134900	8.0809256	2000-2009 –> 2010-2019	3.4717581	1.5520017	3624.14811	742.076296	4	6
N_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	485	1.9197772	2.021013e+03	210.122987	8.0305620	2000-2009 –> 2010-2019	3.4768973	1.5571201	3622.97042	329.735426	5	9
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	485	1.9376571	2.032006e+03	616.730581	6.2950339	2000-2009 –> 2010-2019	3.7080298	1.7703727	3745.57540	914.600738	6	15
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	485	1.9735947	2.049831e+03	209.287281	7.0715421	2000-2009 –> 2010-2019	3.7187433	1.7451486	3751.14592	333.725836	12	19
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	485	1.9638257	2.045018e+03	93.793630	7.0808365	2000-2009 –> 2010-2019	3.7565546	1.7927289	3769.30461	216.336668	11	21
N_Atlantic	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	485	2.1342057	2.123722e+03	659.840824	6.6889242	2000-2009 –> 2010-2019	3.7886978	1.6544921	3777.47952	912.601117	23	29
N_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	485	1.9489139	2.037624e+03	96.335671	7.1257638	2000-2009 –> 2010-2019	3.8023825	1.8534686	3790.36620	224.639037	9	21
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	753	1.7463393	2.990549e+03	285.972124	5.4691798	1982-1999 –> 2000-2009	2.8931906	1.1468513	5546.98579	742.125893	3	7
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	753	1.9354722	3.145411e+03	143.185786	8.2420915	1982-1999 –> 2000-2009	2.9388956	1.0034234	5483.54036	208.066159	7	9
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	753	1.9921498	3.188878e+03	149.990593	8.4713340	1982-1999 –> 2000-2009	2.9847749	0.9926251	5509.32861	210.079478	10	11
N_Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	753	1.7236021	2.970812e+03	153.574387	4.6272874	1982-1999 –> 2000-2009	2.9978826	1.2742805	5699.40973	496.700664	2	8
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	753	2.0346258	3.220651e+03	202.710718	9.0924063	1982-1999 –> 2000-2009	3.0957389	1.0611131	5650.12312	559.210670	12	15
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	753	1.7970610	3.033667e+03	274.848901	5.5761287	1982-1999 –> 2000-2009	3.1124768	1.3154158	5814.17840	622.818822	4	12
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	753	1.7154601	2.963682e+03	205.089180	7.4080455	1982-1999 –> 2000-2009	3.1707427	1.4552826	5909.30409	557.596385	1	15
N_Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	753	2.1123169	3.275086e+03	184.487034	7.6423018	1982-1999 –> 2000-2009	3.2601897	1.1478728	5830.97757	523.483436	14	19
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	753	1.7972608	3.033835e+03	206.902459	5.7002004	1982-1999 –> 2000-2009	3.2784209	1.4811601	6008.25724	500.530504	5	21
N_Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	753	1.7973210	3.031885e+03	145.401817	5.6430477	1982-1999 –> 2000-2009	3.3232777	1.5259568	6052.99428	413.998359	6	24
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	830	1.9061227	3.440256e+03	686.438660	7.8138709	2000-2009 –> 2010-2019	3.7033836	1.7972608	6474.09077	893.341119	3	5
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	830	1.9152492	3.448185e+03	777.476385	8.2978640	2000-2009 –> 2010-2019	3.7123102	1.7970610	6481.85239	1052.325286	6	7
N_Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	830	1.9155140	3.446415e+03	686.363914	8.2967693	2000-2009 –> 2010-2019	3.7128349	1.7973210	6478.29970	831.765732	7	10
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	830	1.8760382	3.413847e+03	160.710549	7.1257562	2000-2009 –> 2010-2019	3.8115104	1.9354722	6559.25776	303.896335	1	5
N_Atlantic	(27,27.25]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	830	1.9360558	3.464122e+03	98.590191	8.8124689	2000-2009 –> 2010-2019	3.8744612	1.9384054	6609.81280	149.141946	12	17
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	830	1.9022097	3.436845e+03	149.149415	7.3733650	2000-2009 –> 2010-2019	3.8943595	1.9921498	6625.72316	299.140008	2	9
N_Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	830	1.9163527	3.447141e+03	88.248519	8.1715332	2000-2009 –> 2010-2019	3.9119782	1.9956255	6636.64489	130.565937	8	16
N_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	830	1.9069038	3.440936e+03	564.724773	7.7172928	2000-2009 –> 2010-2019	3.9415295	2.0346258	6661.58737	767.435491	4	13
N_Atlantic	(27,27.25]	4	cstar_tref ~ sal + temp + aou + silicate	830	1.9069341	3.438963e+03	116.661763	7.6980807	2000-2009 –> 2010-2019	3.9483040	2.0413699	6662.59744	196.867880	5	15
N_Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	830	1.9163797	3.447165e+03	562.628905	8.1767549	2000-2009 –> 2010-2019	4.0286966	2.1123169	6722.25100	747.115939	9	20
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1460	2.7047610	7.062740e+03	144.801461	10.6097012	1982-1999 –> 2000-2009	4.5644527	1.8596917	12162.87708	714.950856	1	2
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1460	3.2329785	7.583640e+03	161.654559	16.5210171	1982-1999 –> 2000-2009	5.1153141	1.8823355	12713.96070	716.434145	5	7
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1460	3.2157962	7.568079e+03	117.881211	11.7576401	1982-1999 –> 2000-2009	5.3245613	2.1087651	12981.69178	428.667471	4	9
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1460	3.1668087	7.523256e+03	78.351590	10.6287450	1982-1999 –> 2000-2009	5.4076578	2.2408491	13088.38441	261.811101	2	9
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1460	3.4366097	7.759998e+03	140.566831	18.3389816	1982-1999 –> 2000-2009	5.4563832	2.0197736	13064.07625	649.637727	9	12
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	1460	3.2889872	7.631793e+03	77.881670	11.5407500	1982-1999 –> 2000-2009	5.5298648	2.2408776	13194.95359	257.965043	8	16
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1460	3.5731280	7.875749e+03	127.802594	12.4204302	1982-1999 –> 2000-2009	5.6448064	2.0716784	13245.10966	464.259290	11	15
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1460	3.1882826	7.542989e+03	107.782854	11.1029240	1982-1999 –> 2000-2009	5.8849221	2.6966396	13569.88573	341.457743	3	30
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1460	3.6048349	7.901546e+03	66.388082	13.6252049	1982-1999 –> 2000-2009	5.9533085	2.3484736	13583.67044	249.742194	12	23
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1460	3.6474095	7.935831e+03	70.989453	13.3465350	1982-1999 –> 2000-2009	5.9789012	2.3314917	13599.85503	264.526300	13	22
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1421	3.9006962	7.915026e+03	724.742174	9.1109392	2000-2009 –> 2010-2019	6.6054572	2.7047610	14977.76603	869.543636	25	26
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1421	3.6613567	7.735067e+03	911.962379	11.6412166	2000-2009 –> 2010-2019	6.8943352	3.2329785	15318.70666	1073.616938	1	7
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1421	3.7118879	7.774022e+03	360.547858	11.0347826	2000-2009 –> 2010-2019	6.9001705	3.1882826	15317.01085	468.330712	2	6
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1421	3.7544484	7.806423e+03	220.745375	10.3892725	2000-2009 –> 2010-2019	6.9212571	3.1668087	15329.67835	299.096965	9	12
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1421	4.0137406	7.996218e+03	959.138212	9.2726231	2000-2009 –> 2010-2019	7.0054353	2.9916947	15353.37120	1110.824194	32	34
N_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	1421	3.7612750	7.809586e+03	220.728943	10.1432082	2000-2009 –> 2010-2019	7.0264468	3.2651718	15420.15818	299.080388	10	17
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1421	3.7393502	7.794971e+03	487.302544	10.9969771	2000-2009 –> 2010-2019	7.3124782	3.5731280	15670.72020	615.105138	4	15
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1421	3.7442847	7.798719e+03	141.454603	12.4963206	2000-2009 –> 2010-2019	7.3491197	3.6048349	15700.26506	207.842686	6	18
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1421	4.1619078	8.099240e+03	396.097696	9.2339198	2000-2009 –> 2010-2019	7.3777040	3.2157962	15667.31964	513.978907	37	42
N_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1421	3.7441021	7.798580e+03	154.392595	12.5027476	2000-2009 –> 2010-2019	7.3915116	3.6474095	15734.41076	225.382048	5	18
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2938	2.1451977	1.283643e+04	55.849916	12.0351626	1982-1999 –> 2000-2009	3.4595522	1.3143545	21948.15241	200.967110	1	2
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2938	2.1561871	1.286646e+04	67.000504	12.0199870	1982-1999 –> 2000-2009	3.4914569	1.3352698	22063.05146	220.576920	2	5
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2938	2.1649420	1.289027e+04	66.382522	11.9093700	1982-1999 –> 2000-2009	3.4986746	1.3337326	22080.66939	223.664123	3	5
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2938	2.1907122	1.295980e+04	294.988852	11.4169657	1982-1999 –> 2000-2009	3.5593920	1.3686798	22289.25182	1134.955136	4	9
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2938	2.2107023	1.301117e+04	28.295020	12.0810318	1982-1999 –> 2000-2009	3.6271519	1.4164496	22523.06040	62.481020	6	13
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2938	2.2138870	1.301963e+04	30.999276	11.9071245	1982-1999 –> 2000-2009	3.6310582	1.4171712	22534.25710	73.652530	7	15
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2938	2.2849108	1.320518e+04	34.003344	12.4715644	1982-1999 –> 2000-2009	3.6323011	1.3473904	22448.35380	78.749741	11	15
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2938	2.1989511	1.297986e+04	29.792453	11.4461720	1982-1999 –> 2000-2009	3.6355359	1.4365847	22567.62559	68.571719	5	14
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2938	2.2578743	1.313724e+04	122.742659	11.5370739	1982-1999 –> 2000-2009	3.6620220	1.4041477	22604.22896	487.171606	8	14
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate	2938	2.2847612	1.320480e+04	22.998360	10.7254201	1982-1999 –> 2000-2009	3.7642874	1.4795262	22950.90598	97.139951	10	20
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2974	1.5718213	1.114374e+04	126.204426	12.1065997	2000-2009 –> 2010-2019	3.7280084	2.1561871	24010.19734	193.204931	1	3
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2974	1.5982538	1.124293e+04	96.065393	12.0596965	2000-2009 –> 2010-2019	3.7434515	2.1451977	24079.36545	151.915310	3	4
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2974	1.5850418	1.119356e+04	116.584283	12.1280707	2000-2009 –> 2010-2019	3.7499838	2.1649420	24083.82680	182.966805	2	6
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2974	1.6296728	1.135873e+04	955.376409	10.4219943	2000-2009 –> 2010-2019	3.7930198	2.1633470	24244.66309	1558.850332	7	10
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2974	1.6243906	1.133942e+04	383.426667	10.3062628	2000-2009 –> 2010-2019	3.8151028	2.1907122	24299.21482	678.415519	5	10
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2974	1.6405228	1.139620e+04	49.198517	10.4707716	2000-2009 –> 2010-2019	3.8394739	2.1989511	24376.05151	78.990970	8	14
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	2974	1.6457642	1.141517e+04	54.739867	10.4056945	2000-2009 –> 2010-2019	3.8596511	2.2138870	24434.80112	85.739143	9	17
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2974	1.6497444	1.142954e+04	46.955253	10.3706966	2000-2009 –> 2010-2019	3.8604467	2.2107023	24440.71029	75.250274	10	17
N_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2974	1.6059136	1.126937e+04	54.720793	11.6377661	2000-2009 –> 2010-2019	3.8908244	2.2849108	24474.55138	88.724137	4	19
N_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2974	1.6294795	1.135802e+04	924.450020	11.2641361	2000-2009 –> 2010-2019	3.8991738	2.2696943	24525.93844	1542.389366	6	17
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1142	1.0446911	3.354715e+03	75.059699	13.6876482	1982-1999 –> 2000-2009	1.6568411	0.6121500	5150.78334	321.670691	1	2
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	1142	1.0449566	3.353295e+03	49.696474	13.6382993	1982-1999 –> 2000-2009	1.6810969	0.6361404	5221.17204	267.153056	2	5
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	1142	1.0903254	3.450367e+03	68.834548	12.6700954	1982-1999 –> 2000-2009	1.7047798	0.6144544	5251.64968	277.650918	4	6
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1142	1.0816491	3.434119e+03	65.650602	13.6361380	1982-1999 –> 2000-2009	1.7334226	0.6517735	5350.60970	290.574742	3	8
N_Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + aou + nitrate	1142	1.0982928	3.464997e+03	21.021698	12.7618620	1982-1999 –> 2000-2009	1.7391910	0.6408981	5345.17986	77.167767	8	12
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1142	1.0937542	3.459539e+03	54.467959	13.8698998	1982-1999 –> 2000-2009	1.7670729	0.6733187	5438.47041	251.237919	5	12
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	1142	1.1135781	3.498565e+03	58.945081	12.7518378	1982-1999 –> 2000-2009	1.7672209	0.6536428	5418.55356	248.493785	14	20
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1142	1.0938330	3.457703e+03	17.666533	13.8222300	1982-1999 –> 2000-2009	1.7800606	0.6862276	5471.09688	86.362001	6	15
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1142	1.1030265	3.478819e+03	55.527417	13.7970629	1982-1999 –> 2000-2009	1.7881406	0.6851142	5491.09546	324.873104	9	17
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1142	1.1030438	3.476855e+03	18.694174	13.7748060	1982-1999 –> 2000-2009	1.8015318	0.6984880	5524.24973	92.456006	10	21
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1033	0.4896850	1.470418e+03	476.018797	2.0093723	2000-2009 –> 2010-2019	1.5343761	1.0446911	4825.13253	551.078496	1	2
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	1033	0.4991624	1.508021e+03	460.706183	2.0786361	2000-2009 –> 2010-2019	1.5441190	1.0449566	4861.31642	510.402656	2	4
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	1033	0.5017236	1.518595e+03	341.442758	2.2190690	2000-2009 –> 2010-2019	1.5920490	1.0903254	4968.96188	410.277306	3	7
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1033	0.5122269	1.563399e+03	428.869075	1.6329631	2000-2009 –> 2010-2019	1.5938760	1.0816491	4997.51817	494.519677	4	7
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1033	0.5217450	1.601436e+03	356.604052	1.7197591	2000-2009 –> 2010-2019	1.6154992	1.0937542	5060.97493	411.072011	7	12
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1033	0.5197085	1.593357e+03	475.815820	1.6554840	2000-2009 –> 2010-2019	1.6227350	1.1030265	5072.17606	531.343237	6	15
N_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1033	0.5193384	1.591885e+03	197.102477	1.6469983	2000-2009 –> 2010-2019	1.6305384	1.1112000	5087.56648	240.792285	5	18
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	1033	0.5339887	1.647359e+03	296.218591	1.9644421	2000-2009 –> 2010-2019	1.6475668	1.1135781	5145.92320	355.163672	9	23
N_Atlantic	(27.75,27.85]	3	cstar_tref ~ sal + aou + nitrate	1033	0.5561606	1.729409e+03	64.747214	2.9022321	2000-2009 –> 2010-2019	1.6544534	1.0982928	5194.40522	85.768912	11	19
N_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate	1033	0.5654097	1.765484e+03	395.224753	2.3254291	2000-2009 –> 2010-2019	1.6607905	1.0953808	5226.41685	432.935047	14	21
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1132	1.4553044	4.075964e+03	89.290480	12.9756166	1982-1999 –> 2000-2009	2.0873008	0.6319964	6021.61856	253.336444	1	4
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1132	1.4715337	4.101072e+03	96.140158	12.1933699	1982-1999 –> 2000-2009	2.0932517	0.6217180	6013.73556	262.374430	4	5
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1132	1.4671285	4.094284e+03	111.101708	13.0525702	1982-1999 –> 2000-2009	2.0991629	0.6320343	6040.05964	305.890943	2	6
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1132	1.4677916	4.095307e+03	58.952864	12.7836098	1982-1999 –> 2000-2009	2.1003425	0.6325510	6042.72646	114.620730	3	8
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1132	1.5475054	4.215039e+03	104.557253	11.7614749	1982-1999 –> 2000-2009	2.2089536	0.6614482	6252.33658	277.218573	5	17
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1132	1.5672826	4.241790e+03	86.912291	16.2939337	1982-1999 –> 2000-2009	2.2273493	0.6600667	6272.88062	206.669306	6	16
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	1132	1.6061876	4.297304e+03	72.686345	15.4063144	1982-1999 –> 2000-2009	2.2582957	0.6521081	6303.98767	229.885709	7	14
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1132	1.6105817	4.303489e+03	56.839478	16.1334157	1982-1999 –> 2000-2009	2.2697191	0.6591373	6331.74464	101.282752	8	16
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1132	1.6130128	4.306904e+03	100.833379	16.3508496	1982-1999 –> 2000-2009	2.2723556	0.6593428	6335.78642	231.905841	9	18
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1132	1.8347994	4.598578e+03	14.643699	11.8260632	1982-1999 –> 2000-2009	2.4707071	0.6359077	6554.64616	35.994418	14	20
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	960	0.6762998	1.987414e+03	182.698483	5.1692571	2000-2009 –> 2010-2019	2.1316043	1.4553044	6063.37778	271.988963	4	5
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	960	0.6746890	1.982835e+03	122.541948	5.3258691	2000-2009 –> 2010-2019	2.1424806	1.4677916	6078.14251	181.494811	2	5
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	960	0.6755669	1.985332e+03	223.223787	5.3291297	2000-2009 –> 2010-2019	2.1426955	1.4671285	6079.61633	334.325495	3	5
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	960	0.6723768	1.976244e+03	228.339277	5.3409247	2000-2009 –> 2010-2019	2.1439106	1.4715337	6077.31609	324.479434	1	5
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	960	0.6814809	2.000067e+03	160.500780	5.2934235	2000-2009 –> 2010-2019	2.2487635	1.5672826	6241.85692	247.413071	12	18
N_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	960	0.7244128	2.119366e+03	252.117273	6.4964648	2000-2009 –> 2010-2019	2.2719182	1.5475054	6334.40503	356.674526	19	24
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	960	0.6768003	1.986834e+03	222.324702	5.4539008	2000-2009 –> 2010-2019	2.2829879	1.6061876	6284.13795	295.011047	5	12
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	960	0.6774468	1.988667e+03	107.764235	5.4120678	2000-2009 –> 2010-2019	2.2880285	1.6105817	6292.15619	164.603713	6	14
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	960	0.6780484	1.990372e+03	184.088191	5.4079541	2000-2009 –> 2010-2019	2.2910611	1.6130128	6297.27524	284.921569	7	16
N_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	960	0.6822581	2.002255e+03	26.000721	4.9944993	2000-2009 –> 2010-2019	2.5144386	1.8321805	6597.59948	59.903053	15	26
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1148	1.3943890	4.035203e+03	285.919996	10.5258154	1982-1999 –> 2000-2009	2.6755176	1.2811286	7992.56734	788.506916	1	6
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1148	1.4689514	4.154807e+03	330.815809	14.5394609	1982-1999 –> 2000-2009	2.6987101	1.2297586	8015.34678	938.934107	5	6
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1148	1.4256893	4.086172e+03	608.318208	11.2408474	1982-1999 –> 2000-2009	2.7262271	1.3005377	8079.11265	1477.059688	3	9
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1148	1.4397008	4.108626e+03	288.838000	11.3207952	1982-1999 –> 2000-2009	2.7498723	1.3101715	8119.02887	798.592322	4	11
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1148	1.4002119	4.044771e+03	309.627905	12.0024169	1982-1999 –> 2000-2009	2.7556344	1.3554225	8135.51111	864.687733	2	10
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1148	1.5185558	4.231059e+03	354.409621	15.1846069	1982-1999 –> 2000-2009	2.7670815	1.2485256	8127.43321	1000.459366	6	9
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1148	1.5201489	4.233467e+03	549.908409	15.2709288	1982-1999 –> 2000-2009	2.7671668	1.2470179	8126.98173	1507.661722	7	9
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1148	1.5370261	4.258817e+03	549.421526	15.3517094	1982-1999 –> 2000-2009	2.7950863	1.2580602	8173.19075	1268.705401	9	13
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1148	1.5319263	4.249187e+03	302.201719	16.2766455	1982-1999 –> 2000-2009	2.9005171	1.3685908	8360.80234	800.078179	8	17
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1148	1.7655450	4.577066e+03	468.122036	13.9456483	1982-1999 –> 2000-2009	3.4085887	1.6430436	9123.11257	1261.056008	11	21
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1074	1.0531090	3.173032e+03	409.197794	8.3609369	2000-2009 –> 2010-2019	2.4474981	1.3943890	7208.23474	695.117789	1	2
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1074	1.0564047	3.179744e+03	775.365978	8.3941815	2000-2009 –> 2010-2019	2.4820941	1.4256893	7265.91548	1383.684186	2	5
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1074	1.0607653	3.188592e+03	412.661376	8.4213588	2000-2009 –> 2010-2019	2.5004661	1.4397008	7297.21815	701.499376	3	7
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1074	1.1585075	3.377921e+03	395.866868	4.7627594	2000-2009 –> 2010-2019	2.5587194	1.4002119	7422.69134	705.494773	7	9
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1074	1.0963476	3.259462e+03	570.817440	5.2624115	2000-2009 –> 2010-2019	2.5652990	1.4689514	7414.26924	901.633250	4	9
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1074	1.1177374	3.300966e+03	613.013008	4.8256975	2000-2009 –> 2010-2019	2.6362933	1.5185558	7532.02561	967.422629	5	11
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1074	1.1269930	3.318680e+03	605.167900	4.7262076	2000-2009 –> 2010-2019	2.6640191	1.5370261	7577.49709	1154.589427	6	14
N_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1074	1.1586923	3.376263e+03	292.380964	4.7489509	2000-2009 –> 2010-2019	2.6906187	1.5319263	7625.44984	594.582683	8	15
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1074	1.3935328	3.774677e+03	648.602376	4.3549555	2000-2009 –> 2010-2019	3.1590779	1.7655450	8351.74259	1116.724413	9	19
N_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1074	1.5035608	3.937912e+03	560.539475	4.4742020	2000-2009 –> 2010-2019	3.4968374	1.9932766	8793.52943	954.198258	11	24
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	591	0.1346349	-6.809476e+02	140.284333	0.4309238	1982-1999 –> 2000-2009	0.2610802	0.1264453	-1411.41170	541.260071	1	2
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	591	0.1410448	-6.239721e+02	12.379786	0.4274343	1982-1999 –> 2000-2009	0.2849560	0.1439112	-1204.41770	34.815174	2	4
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	591	0.1553697	-5.096369e+02	180.467976	0.5454615	1982-1999 –> 2000-2009	0.3158685	0.1604988	-965.28378	706.572054	3	7
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	591	0.1607920	-4.710892e+02	4.886538	0.6551834	1982-1999 –> 2000-2009	0.3163150	0.1555229	-964.76401	17.993862	4	7
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	591	0.1735599	-3.807712e+02	26.733300	0.8446162	1982-1999 –> 2000-2009	0.3382656	0.1647057	-808.81834	117.276819	5	10
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	591	0.1814567	-3.281792e+02	70.815481	0.9538786	1982-1999 –> 2000-2009	0.3510552	0.1695984	-722.73752	292.372322	6	13
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	591	0.1839526	-3.120320e+02	5.232265	0.9814602	1982-1999 –> 2000-2009	0.3530985	0.1691459	-709.64720	16.163349	7	13
N_Atlantic	(28.05,28.1]	3	cstar_tref ~ sal + aou + nitrate	591	0.1863129	-2.989622e+02	4.505607	0.9929352	1982-1999 –> 2000-2009	0.3582463	0.1719334	-679.87801	15.436624	8	16
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	591	0.1872746	-2.888766e+02	34.901499	1.1236028	1982-1999 –> 2000-2009	0.4109832	0.2237086	-364.64905	103.603126	9	18
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	591	0.2016937	-2.012028e+02	12.994265	1.3839016	1982-1999 –> 2000-2009	0.4491096	0.2474159	-161.74434	34.822350	10	21
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	583	0.1079948	-9.266515e+02	735.844469	0.3927968	2000-2009 –> 2010-2019	0.2369175	0.1289227	-1656.84332	1023.699012	3	4
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	583	0.1079429	-9.272122e+02	881.563363	0.3926699	2000-2009 –> 2010-2019	0.2373585	0.1294156	-1652.89351	1244.176435	2	4
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	583	0.1078681	-9.280204e+02	736.168181	0.3924786	2000-2009 –> 2010-2019	0.2383844	0.1305164	-1643.69046	1020.690056	1	4
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	583	0.1081948	-9.264940e+02	245.819110	0.3923960	2000-2009 –> 2010-2019	0.2428297	0.1346349	-1607.44160	386.103444	4	8
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	583	0.1125592	-8.783840e+02	18.729717	0.3236136	2000-2009 –> 2010-2019	0.2536039	0.1410448	-1502.35605	31.109503	5	10
N_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	583	0.1325936	-6.873819e+02	352.366273	0.5812187	2000-2009 –> 2010-2019	0.2879633	0.1553697	-1197.01879	532.834249	6	12
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	583	0.1550619	-5.068612e+02	10.111827	0.7875584	2000-2009 –> 2010-2019	0.3158539	0.1607920	-977.95036	14.998365	7	14
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	583	0.1644852	-4.380714e+02	60.553249	0.9696257	2000-2009 –> 2010-2019	0.3380452	0.1735599	-818.84261	87.286549	8	16
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	583	0.1687073	-4.085200e+02	139.870595	1.0528973	2000-2009 –> 2010-2019	0.3501640	0.1814567	-736.69912	210.686076	9	18
N_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	583	0.1701564	-3.985472e+02	8.571430	1.0790118	2000-2009 –> 2010-2019	0.3541090	0.1839526	-710.57925	13.803696	10	20
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	933	0.1441805	-9.521230e+02	747.709057	0.3876638	1982-1999 –> 2000-2009	0.2842494	0.1400689	-1806.25491	1684.564960	4	5
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	933	0.1350739	-1.073868e+03	362.133808	0.4192447	1982-1999 –> 2000-2009	0.2923481	0.1572742	-1744.01970	1173.837687	1	3
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	933	0.1353228	-1.070433e+03	487.752826	0.4188464	1982-1999 –> 2000-2009	0.2927077	0.1573849	-1739.46660	1424.680203	2	5
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	933	0.1354318	-1.068930e+03	360.404600	0.4188367	1982-1999 –> 2000-2009	0.2928613	0.1574294	-1737.51476	1172.966868	3	7
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	933	0.1503256	-8.762407e+02	79.991828	0.4080107	1982-1999 –> 2000-2009	0.3256087	0.1752831	-1376.23434	250.941468	5	12
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	933	0.1559884	-8.052390e+02	12.578075	0.7577436	1982-1999 –> 2000-2009	0.3275007	0.1715123	-1337.76830	20.324458	6	11
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + nitrate	933	0.1577092	-7.867676e+02	2.702127	0.8500321	1982-1999 –> 2000-2009	0.3292365	0.1715273	-1321.15768	7.019404	7	13
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	933	0.1648475	-7.021632e+02	96.797063	0.9798599	1982-1999 –> 2000-2009	0.3402343	0.1753868	-1199.21836	204.971373	8	16
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	933	0.1649009	-7.035589e+02	24.312905	0.9909534	1982-1999 –> 2000-2009	0.3405252	0.1756243	-1200.46467	64.851793	9	18
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	933	0.1662958	-6.858405e+02	428.839090	1.2219853	1982-1999 –> 2000-2009	0.3420393	0.1757434	-1179.66941	910.406385	10	20
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	894	0.1079668	-1.428904e+03	664.213662	0.3951541	2000-2009 –> 2010-2019	0.2430407	0.1350739	-2502.77152	1026.347470	3	4
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	894	0.1079504	-1.429175e+03	870.318732	0.3949159	2000-2009 –> 2010-2019	0.2432732	0.1353228	-2499.60771	1358.071558	2	4
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	894	0.1079453	-1.429260e+03	662.217466	0.3947617	2000-2009 –> 2010-2019	0.2433771	0.1354318	-2498.18977	1022.622065	1	4
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	894	0.1115907	-1.369874e+03	936.347376	0.3505494	2000-2009 –> 2010-2019	0.2557712	0.1441805	-2321.99719	1684.056433	4	8
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	894	0.1179861	-1.272230e+03	247.414692	0.3638185	2000-2009 –> 2010-2019	0.2683117	0.1503256	-2148.47106	327.406519	5	10
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	894	0.1329740	-1.056410e+03	16.937780	0.8804234	2000-2009 –> 2010-2019	0.2889624	0.1559884	-1861.64908	29.515856	10	16
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	894	0.1228425	-1.198109e+03	607.765365	0.8797341	2000-2009 –> 2010-2019	0.2891384	0.1662958	-1883.94966	1036.604455	6	16
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + nitrate	894	0.1341845	-1.042206e+03	10.176441	0.9333370	2000-2009 –> 2010-2019	0.2918937	0.1577092	-1828.97402	12.878567	12	19
N_Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	894	0.1306000	-1.088619e+03	238.702952	0.9644979	2000-2009 –> 2010-2019	0.2954475	0.1648475	-1790.78248	335.500015	8	16
N_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	894	0.1309467	-1.085880e+03	109.394924	0.9521581	2000-2009 –> 2010-2019	0.2958476	0.1649009	-1789.43848	133.707829	9	18
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1838	0.1388540	-2.027628e+03	42.903638	2.1413096	1982-1999 –> 2000-2009	0.3149615	0.1761075	-2981.40860	79.985548	1	2
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1838	0.1502351	-1.738037e+03	510.137923	1.9793790	1982-1999 –> 2000-2009	0.3412900	0.1910549	-2443.67308	862.966726	2	8
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1838	0.1549387	-1.624713e+03	605.710670	3.1947996	1982-1999 –> 2000-2009	0.3427043	0.1877655	-2383.24740	1354.737294	3	5
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1838	0.1550629	-1.621769e+03	574.618121	3.1965671	1982-1999 –> 2000-2009	0.3428471	0.1877843	-2380.00043	1257.638808	4	7
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1838	0.1556765	-1.607251e+03	596.179750	3.2092017	1982-1999 –> 2000-2009	0.3442389	0.1885624	-2352.88559	1280.404729	5	10
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1838	0.1573911	-1.568985e+03	272.617137	2.9293096	1982-1999 –> 2000-2009	0.3558482	0.1984571	-2160.83502	482.687172	6	14
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	1838	0.1638371	-1.421435e+03	39.157892	0.8437363	1982-1999 –> 2000-2009	0.3602767	0.1964396	-2044.40868	76.178926	7	14
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	1838	0.1721933	-1.238572e+03	37.791404	3.1807251	1982-1999 –> 2000-2009	0.3602797	0.1880865	-1993.90514	66.230382	9	13
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1838	0.1713718	-1.256151e+03	417.487074	2.1916680	1982-1999 –> 2000-2009	0.3826926	0.2113208	-1656.69916	783.722895	8	17
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1838	0.1981634	-7.221878e+02	554.726723	5.3731597	1982-1999 –> 2000-2009	0.4227663	0.2246029	-937.06282	1001.074365	10	20
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2249	0.1088529	-3.579091e+03	104.688661	0.6638857	2000-2009 –> 2010-2019	0.2477068	0.1388540	-5606.71877	147.592299	4	5
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2249	0.1081443	-3.608465e+03	849.382400	0.7200481	2000-2009 –> 2010-2019	0.2630831	0.1549387	-5233.17758	1455.093070	1	3
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2249	0.1081960	-3.606314e+03	848.013120	0.7195069	2000-2009 –> 2010-2019	0.2632589	0.1550629	-5228.08375	1422.631241	2	5
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2249	0.1087377	-3.583853e+03	945.206175	0.7206771	2000-2009 –> 2010-2019	0.2644142	0.1556765	-5191.10360	1541.385925	3	7
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	2249	0.1134289	-3.395867e+03	104.571508	0.5983804	2000-2009 –> 2010-2019	0.2856222	0.1721933	-4634.43933	142.362913	6	14
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2249	0.1468216	-2.235195e+03	607.408191	0.7362691	2000-2009 –> 2010-2019	0.3042127	0.1573911	-3804.18034	880.025328	7	12
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	2249	0.1122762	-3.441811e+03	940.022622	0.7622548	2000-2009 –> 2010-2019	0.3104396	0.1981634	-4163.99926	1494.749345	5	14
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	2249	0.1758140	-1.424616e+03	73.264191	0.9349323	2000-2009 –> 2010-2019	0.3396511	0.1638371	-2846.05101	112.422083	16	22
N_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2249	0.1799130	-1.320953e+03	793.594436	1.0106241	2000-2009 –> 2010-2019	0.3512848	0.1713718	-2577.10422	1211.081510	17	24
N_Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2249	0.1647550	-1.714839e+03	782.875475	1.0269309	2000-2009 –> 2010-2019	0.4397088	0.2749538	-1231.09628	1379.063853	10	21
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	304	0.1202035	-4.113752e+02	352.115823	0.6381120	1982-1999 –> 2000-2009	0.3063515	0.1861479	-680.10782	682.087228	1	2
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	304	0.1204407	-4.121769e+02	83.285084	0.6414916	1982-1999 –> 2000-2009	0.3088925	0.1884518	-669.64926	107.056042	2	4
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	304	0.1906662	-1.328817e+02	642.306250	1.0630292	1982-1999 –> 2000-2009	0.4664642	0.2757979	20.17640	963.369476	3	6
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	304	0.2169431	-5.438236e+01	138.874371	1.0266664	1982-1999 –> 2000-2009	0.5076554	0.2907123	155.44936	301.584582	4	8
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	304	0.2470988	2.275058e+01	6.209716	1.1416188	1982-1999 –> 2000-2009	0.5914501	0.3443514	413.11842	12.602515	11	16
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	304	0.2187765	-4.726592e+01	666.212062	1.4135830	1982-1999 –> 2000-2009	0.6122227	0.3934463	490.77985	1243.775208	5	11
N_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	304	0.2203775	-4.283263e+01	401.322537	1.4086231	1982-1999 –> 2000-2009	0.6143205	0.3939430	496.57314	988.996250	7	14
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	304	0.2201640	-4.542193e+01	787.323283	1.4115806	1982-1999 –> 2000-2009	0.6226369	0.4024729	515.07627	1044.696752	6	15
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	304	0.2373379	2.462688e-01	357.486141	1.2309572	1982-1999 –> 2000-2009	0.6361831	0.3988452	550.98388	456.926735	9	17
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	304	0.2367542	-1.250895e+00	276.780397	1.2866854	1982-1999 –> 2000-2009	0.7027952	0.4660410	717.33156	725.085952	8	24
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	632	0.0496959	-1.988777e+03	177.320410	0.1828376	2000-2009 –> 2010-2019	0.1701366	0.1204407	-2400.95427	260.605495	1	2
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	632	0.1207049	-8.670712e+02	106.462337	0.4268911	2000-2009 –> 2010-2019	0.3580429	0.2373379	-866.82491	463.948478	16	18
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	632	0.1204529	-8.717134e+02	151.507006	0.3272843	2000-2009 –> 2010-2019	0.3675516	0.2470988	-848.96280	157.716722	10	14
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + silicate + phosphate_star	632	0.1227221	-8.481227e+02	105.747944	0.4032447	2000-2009 –> 2010-2019	0.3677404	0.2450184	-830.51269	149.030298	20	23
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	632	0.1114484	-9.679218e+02	155.732445	0.3449726	2000-2009 –> 2010-2019	0.4151561	0.3037077	-817.75451	1083.453852	7	12
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate	632	0.1205628	-8.685605e+02	124.650168	0.4136399	2000-2009 –> 2010-2019	0.4372067	0.3166439	-693.03223	209.164408	11	17
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	632	0.1205972	-8.681998e+02	942.182213	0.4097889	2000-2009 –> 2010-2019	0.4413445	0.3207473	-684.84306	1788.647944	14	21
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + phosphate_star	632	0.1205915	-8.682597e+02	53.580576	0.4102682	2000-2009 –> 2010-2019	0.4456704	0.3250789	-676.74695	99.595292	13	21
N_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	632	0.1205877	-8.682992e+02	146.489673	0.4105596	2000-2009 –> 2010-2019	0.4463844	0.3257967	-675.44550	962.235707	12	21
N_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + temp + phosphate_star	632	0.1269732	-8.050788e+02	41.495636	0.4575409	2000-2009 –> 2010-2019	0.4554987	0.3285255	-609.15367	44.558766	22	32
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1611	3.5333885	8.652813e+03	31.750833	18.3155455	1982-1999 –> 2000-2009	7.0324157	3.4990272	11268.77956	58.781851	1	4
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1611	4.0722597	9.110146e+03	40.116603	15.3923875	1982-1999 –> 2000-2009	7.4116598	3.3394001	11680.63281	74.991503	2	3
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1611	4.1344920	9.159012e+03	24.556784	16.2692760	1982-1999 –> 2000-2009	7.6761561	3.5416641	11786.77559	54.666553	3	7
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1611	4.1654298	9.183032e+03	56.155465	16.5949621	1982-1999 –> 2000-2009	7.9009583	3.7355285	11862.70260	119.988583	4	13
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1611	4.4758279	9.414603e+03	49.675790	17.3551556	1982-1999 –> 2000-2009	8.0537511	3.5779232	12052.28775	90.406048	8	13
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1611	4.5962706	9.500160e+03	51.482639	17.5691634	1982-1999 –> 2000-2009	8.0809110	3.4846403	12112.11360	97.340517	10	12
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1611	4.4405754	9.389126e+03	52.378296	17.0588850	1982-1999 –> 2000-2009	8.1175895	3.6770141	12053.41843	119.095595	7	14
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1611	4.7882671	9.630015e+03	33.826107	16.0584182	1982-1999 –> 2000-2009	8.3716431	3.5833759	12267.18265	63.053645	13	19
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	1611	4.2589432	9.252566e+03	20.933266	17.6522906	1982-1999 –> 2000-2009	8.4325505	4.1736073	12038.24436	42.903332	5	17
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1611	4.8142404	9.647445e+03	23.820102	15.6901373	1982-1999 –> 2000-2009	8.5492033	3.7349629	12324.96798	45.750559	14	22
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	3176	3.8424754	1.757763e+04	45.139735	60.0672327	2000-2009 –> 2010-2019	7.3758639	3.5333885	26230.44444	76.890568	1	2
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3176	4.2981195	1.828944e+04	52.794961	50.0581180	2000-2009 –> 2010-2019	8.3703792	4.0722597	27399.58774	92.911565	5	7
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3176	4.3441922	1.835717e+04	28.426792	42.6551357	2000-2009 –> 2010-2019	8.4786843	4.1344920	27516.18050	52.983575	7	10
N_Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3176	4.3582136	1.837764e+04	66.359240	42.7525034	2000-2009 –> 2010-2019	8.5236434	4.1654298	27560.66922	122.514705	8	12
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3176	4.1967541	1.813784e+04	55.039552	51.6143604	2000-2009 –> 2010-2019	8.6373295	4.4405754	27526.96940	107.417848	2	9
N_Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	3176	4.3854730	1.841524e+04	26.429799	48.3221316	2000-2009 –> 2010-2019	8.6444162	4.2589432	27667.80906	47.363064	9	14
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3176	4.1983454	1.814025e+04	51.119978	53.1421577	2000-2009 –> 2010-2019	8.6741733	4.4758279	27554.85511	100.795768	3	11
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3176	4.4531923	1.851458e+04	309.724369	54.2513806	2000-2009 –> 2010-2019	8.7963787	4.3431864	27832.25531	616.267305	10	16
N_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	3176	4.2500199	1.821796e+04	58.583293	57.4496858	2000-2009 –> 2010-2019	8.8462905	4.5962706	27718.11678	110.065932	4	14
N_Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	3176	4.3401742	1.834929e+04	40.084875	65.0700440	2000-2009 –> 2010-2019	8.9777633	4.6375890	27876.28544	65.941359	6	17
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1222	1.6905895	4.765175e+03	57.448359	6.8443609	1982-1999 –> 2000-2009	3.2666088	1.5760193	7098.98949	93.891667	1	2
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1222	1.7205311	4.808081e+03	55.430235	7.2450184	1982-1999 –> 2000-2009	3.3023803	1.5818492	7146.46681	92.074568	2	4
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1222	1.8144662	4.938000e+03	28.707201	5.3081482	1982-1999 –> 2000-2009	3.4039671	1.5895009	7282.35967	47.834648	3	6
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1222	1.8417837	4.972521e+03	18.463937	5.4285221	1982-1999 –> 2000-2009	3.4375374	1.5957537	7319.74134	31.586457	5	9
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1222	1.8322493	4.961836e+03	65.170484	8.2804024	1982-1999 –> 2000-2009	3.4511159	1.6188666	7328.85921	130.108089	4	11
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1222	1.8736182	5.016404e+03	21.233543	5.2197357	1982-1999 –> 2000-2009	3.4768421	1.6032239	7371.40590	35.729724	6	11
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1222	1.9064270	5.056830e+03	15.671492	5.0640310	1982-1999 –> 2000-2009	3.5172455	1.6108186	7415.68292	27.759662	7	13
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1222	2.0289360	5.211044e+03	62.452155	5.6003338	1982-1999 –> 2000-2009	3.6842717	1.6553357	7605.64660	137.292146	8	16
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	1222	2.0840895	5.274593e+03	46.053719	5.7072462	1982-1999 –> 2000-2009	3.7509748	1.6668853	7675.80374	98.090177	9	18
N_Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1222	2.4968063	5.718176e+03	243.464371	6.7595787	1982-1999 –> 2000-2009	4.4282875	1.9314812	8303.78161	481.647564	10	20
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1807	1.6527483	6.957860e+03	36.743366	8.1015732	2000-2009 –> 2010-2019	3.3433377	1.6905895	11723.03487	94.191725	2	3
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1807	1.6923213	7.043373e+03	35.551022	9.3498664	2000-2009 –> 2010-2019	3.4128523	1.7205311	11851.45413	90.981257	5	7
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1807	1.6202648	6.886123e+03	18.973844	7.9761670	2000-2009 –> 2010-2019	3.4347309	1.8144662	11824.12232	47.681045	1	4
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1807	1.6531006	6.956631e+03	11.610179	8.2048481	2000-2009 –> 2010-2019	3.4948842	1.8417837	11929.15141	30.074116	3	8
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1807	1.6535570	6.959628e+03	13.483404	9.0775427	2000-2009 –> 2010-2019	3.5271752	1.8736182	11976.03188	34.716947	4	10
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1807	1.6943770	7.045761e+03	10.730828	9.4902938	2000-2009 –> 2010-2019	3.6008040	1.9064270	12102.59064	26.402320	6	13
N_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1807	1.7981355	7.262559e+03	60.009713	13.0153435	2000-2009 –> 2010-2019	3.6303849	1.8322493	12224.39566	125.180197	8	12
N_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1807	1.7404978	7.144819e+03	50.631641	11.5179016	2000-2009 –> 2010-2019	3.7694339	2.0289360	12355.86251	113.083796	7	15
N_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	1807	1.8021964	7.268712e+03	39.982832	12.9819404	2000-2009 –> 2010-2019	3.8862859	2.0840895	12543.30541	86.036551	9	18
N_Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1807	2.1209523	7.859285e+03	207.159732	17.3911431	2000-2009 –> 2010-2019	4.6177587	2.4968063	13577.46088	450.624103	11	21
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1030	1.1840335	3.285003e+03	62.675584	9.4266733	1982-1999 –> 2000-2009	2.2462029	1.0621694	4952.80632	133.573717	2	5
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1030	1.1810402	3.279788e+03	34.120552	6.8668918	1982-1999 –> 2000-2009	2.2806840	1.0996439	4986.35628	83.471474	1	7
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1030	1.1992644	3.311333e+03	121.509526	11.7424192	1982-1999 –> 2000-2009	2.2912903	1.0920259	5010.12864	257.198282	6	10
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1030	1.1863207	3.288978e+03	35.460417	6.8815185	1982-1999 –> 2000-2009	2.3027187	1.1163980	5012.45154	84.641890	4	11
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	1030	1.2178626	3.341034e+03	54.676181	10.4674769	1982-1999 –> 2000-2009	2.3123773	1.0945148	5040.37500	122.421869	9	14
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1030	1.1850947	3.286848e+03	18.874993	8.3287498	1982-1999 –> 2000-2009	2.3188543	1.1337597	5027.57420	40.306408	3	11
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1030	1.1865743	3.289418e+03	22.386392	7.4884029	1982-1999 –> 2000-2009	2.3369131	1.1503388	5046.37491	48.231696	5	15
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1030	1.2074391	3.323327e+03	8.496828	7.1573197	1982-1999 –> 2000-2009	2.3465240	1.1390850	5067.29189	20.398541	7	16
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1030	1.2109823	3.329363e+03	10.279253	7.1634012	1982-1999 –> 2000-2009	2.3679700	1.1569877	5090.76286	24.108715	8	19
N_Pacific	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1030	1.3714410	3.587689e+03	463.623337	21.2245819	1982-1999 –> 2000-2009	2.4236412	1.0522002	5244.95009	1026.335234	10	11
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1749	1.3190397	5.946057e+03	39.538356	7.8494076	2000-2009 –> 2010-2019	2.5053604	1.1863207	9235.03523	74.998773	1	5
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1749	1.3405113	6.002540e+03	38.820408	8.4043349	2000-2009 –> 2010-2019	2.5215514	1.1810402	9282.32791	72.940960	2	3
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1749	1.3539826	6.037517e+03	14.186545	8.2927429	2000-2009 –> 2010-2019	2.5405569	1.1865743	9326.93553	36.572937	3	8
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1749	1.3718958	6.083492e+03	12.022525	8.8058079	2000-2009 –> 2010-2019	2.5569905	1.1850947	9370.34019	30.897518	5	8
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1749	1.3610387	6.053699e+03	9.861609	8.0793019	2000-2009 –> 2010-2019	2.5720211	1.2109823	9383.06218	20.140862	4	12
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1749	1.3785980	6.098540e+03	8.727729	8.6214338	2000-2009 –> 2010-2019	2.5860371	1.2074391	9421.86636	17.224556	6	13
N_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1749	1.4496992	6.276451e+03	76.313977	10.9363976	2000-2009 –> 2010-2019	2.6337327	1.1840335	9561.45318	138.989561	7	9
N_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1749	1.4772754	6.342365e+03	82.768755	11.4108462	2000-2009 –> 2010-2019	2.6765398	1.1992644	9653.69725	204.278281	8	14
N_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	1749	1.4819094	6.351320e+03	55.932034	11.2936881	2000-2009 –> 2010-2019	2.6997720	1.2178626	9692.35419	110.608215	9	18
N_Pacific	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1749	1.8742401	7.174902e+03	395.924414	17.4899322	2000-2009 –> 2010-2019	3.2456811	1.3714410	10762.59129	859.547750	10	20
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1434	1.1316338	4.438180e+03	49.311698	7.2365928	1982-1999 –> 2000-2009	2.0546446	0.9230108	6388.11929	110.651781	1	2
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1434	1.1475411	4.478214e+03	26.362968	8.2149754	1982-1999 –> 2000-2009	2.1747875	1.0272464	6582.87027	70.149527	2	6
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1434	1.1921046	4.587482e+03	46.436310	7.7506339	1982-1999 –> 2000-2009	2.1988116	1.0067070	6662.93268	115.486890	6	9
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1434	1.1591772	4.507149e+03	31.931370	8.5998275	1982-1999 –> 2000-2009	2.2256633	1.0664861	6666.01228	88.320838	3	9
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1434	1.2981396	4.831869e+03	454.350134	9.2129137	1982-1999 –> 2000-2009	2.2774872	0.9793476	6867.47819	863.811913	7	9
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1434	1.1843883	4.568857e+03	73.063973	8.4693206	1982-1999 –> 2000-2009	2.2787356	1.0943473	6765.01083	186.682722	4	11
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1434	1.1886391	4.579132e+03	77.376783	8.8042781	1982-1999 –> 2000-2009	2.3169381	1.1282990	6819.46549	196.393723	5	13
N_Pacific	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1434	1.3401059	4.923119e+03	223.482065	11.3630135	1982-1999 –> 2000-2009	2.4015288	1.0614229	7075.10046	458.470212	11	16
N_Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	1434	1.3347624	4.909660e+03	27.521976	7.1492926	1982-1999 –> 2000-2009	2.5165347	1.1817723	7214.94942	64.345137	10	19
N_Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1434	1.3143512	4.865464e+03	14.473536	7.9040533	1982-1999 –> 2000-2009	2.5636907	1.2493395	7251.15036	40.134311	8	18
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1937	1.1173220	5.940729e+03	43.779586	7.6423348	2000-2009 –> 2010-2019	2.2489558	1.1316338	10378.90872	93.091284	1	2
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1937	1.1648612	6.099005e+03	19.155077	7.9830681	2000-2009 –> 2010-2019	2.3124022	1.1475411	10577.21867	45.518046	2	4
N_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1937	1.1789477	6.145547e+03	22.988503	8.0302250	2000-2009 –> 2010-2019	2.3381249	1.1591772	10652.69667	54.919873	3	6
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1937	1.3012420	6.527702e+03	55.324379	6.1010923	2000-2009 –> 2010-2019	2.4856303	1.1843883	11096.55914	128.388351	5	9
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1937	1.3026478	6.531883e+03	57.568993	5.9504034	2000-2009 –> 2010-2019	2.4912869	1.1886391	11111.01473	134.945776	6	11
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1937	1.3079139	6.550879e+03	35.964229	7.0305773	2000-2009 –> 2010-2019	2.5000185	1.1921046	11138.36050	82.400539	7	13
N_Pacific	(26.75,27]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1937	1.2298883	6.309337e+03	193.619491	6.4580791	2000-2009 –> 2010-2019	2.5699942	1.3401059	11232.45618	417.101556	4	15
N_Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1937	1.3734919	6.736934e+03	551.860535	8.8774980	2000-2009 –> 2010-2019	2.6716315	1.2981396	11568.80282	1006.210669	8	15
N_Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1937	1.5295094	7.151525e+03	10.251607	7.1549418	2000-2009 –> 2010-2019	2.8438606	1.3143512	12016.98892	24.725143	10	18
N_Pacific	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1937	1.5337227	7.162176e+03	12.929788	7.1867333	2000-2009 –> 2010-2019	2.8501774	1.3164547	12032.22655	31.069708	11	20
N_Pacific	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1883	0.8062997	4.546903e+03	134.072789	3.0253016	1982-1999 –> 2000-2009	1.4143189	0.6080193	6095.93884	271.091694	2	3
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1883	0.8001009	4.517839e+03	38.421562	3.5807841	1982-1999 –> 2000-2009	1.4788788	0.6787779	6250.27999	79.887196	1	3
N_Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1883	0.8788526	4.869388e+03	121.933918	3.2414761	1982-1999 –> 2000-2009	1.6638407	0.7849881	6842.02357	256.902516	5	8
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1883	0.8455738	4.726014e+03	28.284755	5.0034352	1982-1999 –> 2000-2009	1.6684301	0.8228563	6779.13979	66.193005	3	7
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1883	0.8561497	4.772825e+03	38.623829	5.2077598	1982-1999 –> 2000-2009	1.7093781	0.8532284	6886.33568	88.155792	4	10
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1883	0.9392947	5.121873e+03	389.437370	3.5578942	1982-1999 –> 2000-2009	1.7827276	0.8434329	7216.14650	856.636501	6	11
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1883	0.9804361	5.283315e+03	249.052274	4.0948960	1982-1999 –> 2000-2009	1.8961514	0.9157153	7514.57528	483.276450	8	15
N_Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1883	0.9898167	5.317175e+03	34.285630	3.3364430	1982-1999 –> 2000-2009	1.9187375	0.9289209	7570.29000	75.311101	9	17
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1883	0.9646406	5.222148e+03	46.683347	4.5032700	1982-1999 –> 2000-2009	1.9858252	1.0211846	7635.02435	127.023356	7	17
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1883	0.9925923	5.329721e+03	74.205972	5.0966677	1982-1999 –> 2000-2009	2.1156686	1.1230763	7901.04820	208.949964	10	26
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2628	0.8151980	6.398013e+03	31.673112	4.0307299	2000-2009 –> 2010-2019	1.6152989	0.8001009	10915.85159	70.094674	2	3
N_Pacific	(27,27.25]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2628	0.8113305	6.373018e+03	121.715272	3.8066425	2000-2009 –> 2010-2019	1.6176302	0.8062997	10919.92114	255.788061	1	3
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2628	0.8626970	6.695673e+03	19.633101	4.1339456	2000-2009 –> 2010-2019	1.7082708	0.8455738	11421.68737	47.917856	3	6
N_Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2628	0.8723023	6.753870e+03	28.570192	4.1517460	2000-2009 –> 2010-2019	1.7284520	0.8561497	11526.69514	67.194022	4	8
N_Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2628	0.9405150	7.147603e+03	121.084517	3.5718544	2000-2009 –> 2010-2019	1.8193676	0.8788526	12016.99118	243.018434	5	10
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2628	0.9859727	7.397691e+03	398.182825	2.9295006	2000-2009 –> 2010-2019	1.9252673	0.9392947	12519.56417	787.620195	7	13
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2628	0.9609682	7.262679e+03	305.651981	6.4473321	2000-2009 –> 2010-2019	1.9414043	0.9804361	12545.99345	554.704255	6	14
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2628	1.0116415	7.532775e+03	31.736950	3.2692541	2000-2009 –> 2010-2019	1.9762821	0.9646406	12754.92293	78.420297	8	15
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2628	1.0387278	7.671651e+03	49.646989	3.5428901	2000-2009 –> 2010-2019	2.0313201	0.9925923	13001.37273	123.852961	9	19
N_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2628	1.0438209	7.697360e+03	56.095857	3.5904171	2000-2009 –> 2010-2019	2.0423948	0.9985739	13049.70781	136.492260	10	21
N_Pacific	(27.25,27.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2335	0.4567519	2.980961e+03	120.351995	2.5009784	1982-1999 –> 2000-2009	0.8634154	0.4066636	4124.67380	249.394679	1	2
N_Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2335	0.4968927	3.372333e+03	119.958546	2.5053946	1982-1999 –> 2000-2009	0.9650969	0.4682041	4820.68375	218.547807	2	4
N_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2335	0.5228130	3.611801e+03	22.256164	2.6495777	1982-1999 –> 2000-2009	1.0257271	0.5029141	5217.76834	37.230584	3	6
N_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2335	0.5679004	3.998114e+03	8.979032	2.7309178	1982-1999 –> 2000-2009	1.1320796	0.5641792	5854.21773	23.216147	4	11
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2335	0.5773391	4.075093e+03	885.481773	2.4984659	1982-1999 –> 2000-2009	1.1375996	0.5602604	5916.03019	1350.791932	6	11
N_Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2335	0.5782967	4.080832e+03	17.651597	2.6489146	1982-1999 –> 2000-2009	1.1453808	0.5670842	5946.11165	31.792345	7	15
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2335	0.6017558	4.268534e+03	674.259460	2.3019991	1982-1999 –> 2000-2009	1.1487676	0.5470117	6057.39556	1209.169379	8	12
N_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2335	0.5762726	4.066458e+03	9.209743	2.7484066	1982-1999 –> 2000-2009	1.1544027	0.5781301	5975.71554	24.694329	5	14
N_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	2335	0.6218969	4.420282e+03	330.160091	2.4304124	1982-1999 –> 2000-2009	1.1836626	0.5617656	6265.05739	607.311079	9	15
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2335	0.6335583	4.509040e+03	53.266186	2.4844752	1982-1999 –> 2000-2009	1.2294491	0.5958908	6484.13968	89.918243	12	22
N_Pacific	(27.25,27.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3476	0.4548810	4.402235e+03	326.208757	4.7281793	2000-2009 –> 2010-2019	0.9116329	0.4567519	7383.19627	446.560752	1	2
N_Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3476	0.5233867	5.375495e+03	304.127954	5.0085243	2000-2009 –> 2010-2019	1.0202795	0.4968927	8747.82813	424.086500	3	5
N_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3476	0.5037610	5.111798e+03	23.175071	5.0408337	2000-2009 –> 2010-2019	1.0265739	0.5228130	8723.59929	45.431235	2	5
N_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3476	0.5363910	5.548116e+03	18.925076	5.2070622	2000-2009 –> 2010-2019	1.1042913	0.5679004	9546.22933	27.904108	4	8
N_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3476	0.5423894	5.625428e+03	18.033178	5.2375937	2000-2009 –> 2010-2019	1.1186620	0.5762726	9691.88595	27.242921	5	10
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	3476	0.5892336	6.201322e+03	839.830018	4.3006939	2000-2009 –> 2010-2019	1.1665728	0.5773391	10276.41503	1725.311791	6	12
N_Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3476	0.5957679	6.275991e+03	22.795858	5.3763907	2000-2009 –> 2010-2019	1.1740645	0.5782967	10356.82286	40.447455	7	14
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3476	0.6056851	6.392763e+03	662.915773	2.4814897	2000-2009 –> 2010-2019	1.2074410	0.6017558	10661.29629	1337.175233	8	16
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3476	0.6279744	6.644002e+03	503.345876	3.8325095	2000-2009 –> 2010-2019	1.2546872	0.6267128	11102.30837	1147.596372	10	20
N_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3476	0.6256919	6.618687e+03	73.642360	2.6204146	2000-2009 –> 2010-2019	1.2592502	0.6335583	11127.72672	126.908546	9	21
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2453	0.4055476	2.547564e+03	866.675997	1.4508717	1982-1999 –> 2000-2009	0.7369944	0.3314467	3175.76177	1507.966416	2	3
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2453	0.4056795	2.549159e+03	90.159064	1.4316304	1982-1999 –> 2000-2009	0.7395234	0.3338439	3191.42365	144.399533	3	5
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2453	0.4048018	2.538534e+03	90.501195	1.4458171	1982-1999 –> 2000-2009	0.7397759	0.3349741	3187.39542	138.280047	1	4
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2453	0.4075297	2.571483e+03	20.524023	1.5229079	1982-1999 –> 2000-2009	0.7482160	0.3406863	3253.35121	35.572395	5	12
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2453	0.4082555	2.580213e+03	32.493897	1.4934311	1982-1999 –> 2000-2009	0.7485870	0.3403315	3260.04663	59.520857	8	13
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2453	0.4080122	2.577289e+03	37.875881	1.4957327	1982-1999 –> 2000-2009	0.7486651	0.3406528	3258.96494	68.850649	6	12
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2453	0.4112110	2.615601e+03	31.409183	1.3753600	1982-1999 –> 2000-2009	0.7493913	0.3381803	3283.05782	61.422868	9	13
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2453	0.4082069	2.579629e+03	20.851263	1.5286213	1982-1999 –> 2000-2009	0.7495491	0.3413422	3265.25148	36.130858	7	15
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	2453	0.4065352	2.557496e+03	63.890744	1.4371137	1982-1999 –> 2000-2009	0.7584870	0.3519518	3300.86675	97.745868	4	14
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2453	0.4126209	2.630394e+03	19.293812	1.3094373	1982-1999 –> 2000-2009	0.7608129	0.3481920	3352.79937	34.775908	10	19
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3568	0.4347189	4.194860e+03	101.129639	1.8533436	2000-2009 –> 2010-2019	0.8395207	0.4048018	6733.39410	191.630834	2	3
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3568	0.4345033	4.191320e+03	981.255209	1.8373879	2000-2009 –> 2010-2019	0.8400509	0.4055476	6738.88409	1847.931206	1	3
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3568	0.4347275	4.195001e+03	113.424811	1.8626268	2000-2009 –> 2010-2019	0.8404069	0.4056795	6744.15980	203.583875	3	6
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	3568	0.4347408	4.193219e+03	76.582071	1.8590378	2000-2009 –> 2010-2019	0.8412759	0.4065352	6750.71548	140.472816	4	8
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3568	0.4386271	4.258727e+03	42.056600	1.8700305	2000-2009 –> 2010-2019	0.8466393	0.4080122	6836.01579	79.932481	6	12
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3568	0.4385798	4.257958e+03	42.280955	1.8730476	2000-2009 –> 2010-2019	0.8468353	0.4082555	6838.17051	74.774851	5	13
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3568	0.4409315	4.296119e+03	26.270255	1.8766232	2000-2009 –> 2010-2019	0.8484612	0.4075297	6867.60250	46.794277	9	14
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3568	0.4415083	4.305448e+03	26.666365	1.8865226	2000-2009 –> 2010-2019	0.8497152	0.4082069	6885.07724	47.517628	10	17
N_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3568	0.4387301	4.260403e+03	43.372194	1.8571218	2000-2009 –> 2010-2019	0.8499411	0.4112110	6876.00407	74.781377	7	16
N_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3568	0.4387396	4.258558e+03	26.238473	1.8520639	2000-2009 –> 2010-2019	0.8513605	0.4126209	6888.95148	45.532284	8	18
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	937	0.2281013	-9.661635e+01	305.969621	0.8675257	1982-1999 –> 2000-2009	0.4255243	0.1974229	-230.74135	699.780650	2	3
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	937	0.2272885	-1.033062e+02	149.133508	0.8813137	1982-1999 –> 2000-2009	0.4261732	0.1988847	-232.06080	422.130514	1	5
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	937	0.2284061	-9.411423e+01	24.151947	0.8663281	1982-1999 –> 2000-2009	0.4266126	0.1982066	-225.35531	54.540230	3	5
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	937	0.2284192	-9.400638e+01	29.427648	0.8665065	1982-1999 –> 2000-2009	0.4267192	0.1982999	-224.90461	65.589017	4	7
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate	937	0.2293497	-8.838809e+01	148.335840	0.8120759	1982-1999 –> 2000-2009	0.4285212	0.1991715	-218.09373	414.747863	5	10
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	937	0.2296079	-8.427941e+01	7.647685	0.9060852	1982-1999 –> 2000-2009	0.4417296	0.2121217	-166.12546	21.447177	6	13
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	937	0.2296154	-8.621787e+01	7.247488	0.9094164	1982-1999 –> 2000-2009	0.4428161	0.2132007	-166.37015	21.046399	7	15
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	937	0.2319022	-6.564688e+01	8.037446	0.9062121	1982-1999 –> 2000-2009	0.4465751	0.2146729	-138.78925	17.250178	8	19
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	937	0.2321448	-6.368788e+01	8.221821	0.9053849	1982-1999 –> 2000-2009	0.4467327	0.2145879	-137.11866	17.850650	9	18
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	937	0.2349409	-4.325044e+01	7.486129	0.8703845	1982-1999 –> 2000-2009	0.4496359	0.2146950	-118.31802	16.624528	12	24
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1233	0.2366799	-4.051824e+01	191.042576	1.0506843	2000-2009 –> 2010-2019	0.4639684	0.2272885	-143.82445	340.176084	1	2
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1233	0.2388251	-1.826793e+01	548.228274	1.0714570	2000-2009 –> 2010-2019	0.4669264	0.2281013	-114.88428	854.197895	6	8
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1233	0.2378700	-2.815024e+01	10.791639	1.1204894	2000-2009 –> 2010-2019	0.4674779	0.2296079	-112.42965	18.439324	4	10
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1233	0.2392263	-1.412879e+01	41.166217	1.0708362	2000-2009 –> 2010-2019	0.4676324	0.2284061	-108.24302	65.318164	7	10
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1233	0.2392268	-1.412397e+01	50.088192	1.0713729	2000-2009 –> 2010-2019	0.4676460	0.2284192	-108.13036	79.515839	8	12
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1233	0.2392272	-1.612020e+01	10.446335	1.0724289	2000-2009 –> 2010-2019	0.4688426	0.2296154	-102.33807	17.693823	9	16
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1233	0.2378428	-2.843208e+01	11.684267	1.1064705	2000-2009 –> 2010-2019	0.4697450	0.2319022	-94.07896	19.721714	3	11
N_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1233	0.2378255	-2.861185e+01	11.952699	1.1046149	2000-2009 –> 2010-2019	0.4699702	0.2321448	-92.29973	20.174519	2	11
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1233	0.2392482	-1.590385e+01	10.805446	1.0650561	2000-2009 –> 2010-2019	0.4721763	0.2329281	-75.27849	17.708624	10	20
N_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1233	0.2392502	-1.588265e+01	11.099174	1.0644394	2000-2009 –> 2010-2019	0.4725934	0.2333432	-71.92124	18.194285	11	22
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1243	0.1990681	-4.711924e+02	99.237081	0.8954276	1982-1999 –> 2000-2009	0.3806536	0.1815855	-698.92229	207.957523	1	2
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1243	0.2000312	-4.591931e+02	14.685136	0.8953472	1982-1999 –> 2000-2009	0.3821839	0.1821526	-684.29745	33.813717	2	4
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1243	0.2002698	-4.562304e+02	14.854071	0.8955416	1982-1999 –> 2000-2009	0.3826123	0.1823425	-680.45729	35.153038	3	6
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1243	0.2028242	-4.247222e+02	367.280512	0.8352172	1982-1999 –> 2000-2009	0.3972252	0.1944010	-595.03086	661.731743	4	8
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1243	0.2028805	-4.240327e+02	15.260450	0.8326909	1982-1999 –> 2000-2009	0.3974757	0.1945952	-593.50027	32.288230	5	10
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1243	0.2028926	-4.238836e+02	20.624282	0.8322106	1982-1999 –> 2000-2009	0.3975348	0.1946422	-593.14803	40.320637	6	12
N_Pacific	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1243	0.2071301	-3.744977e+02	451.439073	0.8708818	1982-1999 –> 2000-2009	0.4049119	0.1977818	-532.28907	956.464360	7	14
N_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	1243	0.2076051	-3.688034e+02	51.858455	0.8722086	1982-1999 –> 2000-2009	0.4060336	0.1984286	-523.84572	102.532021	8	16
N_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1243	0.2084362	-3.588708e+02	7.671007	0.8722668	1982-1999 –> 2000-2009	0.4078078	0.1993716	-509.92097	17.343461	9	18
N_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1243	0.2086070	-3.568339e+02	7.693487	0.8725469	1982-1999 –> 2000-2009	0.4082038	0.1995967	-506.93392	17.391419	10	20
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1672	0.1763479	-1.043901e+03	143.977628	0.9054354	2000-2009 –> 2010-2019	0.3754160	0.1990681	-1515.09382	243.214709	1	2
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1672	0.1768908	-1.033623e+03	27.290868	0.8974814	2000-2009 –> 2010-2019	0.3769220	0.2000312	-1492.81626	41.976004	2	4
N_Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1672	0.1770300	-1.030992e+03	28.034136	0.8957644	2000-2009 –> 2010-2019	0.3772998	0.2002698	-1487.22252	42.888207	3	6
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1672	0.1778608	-1.015336e+03	157.141454	1.0222523	2000-2009 –> 2010-2019	0.3910325	0.2131717	-1316.35846	316.273380	4	15
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1672	0.1883058	-8.245071e+02	879.451409	0.9270020	2000-2009 –> 2010-2019	0.3911300	0.2028242	-1249.22929	1246.731921	7	11
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1672	0.1884819	-8.213810e+02	60.516506	0.9272720	2000-2009 –> 2010-2019	0.3913623	0.2028805	-1245.41374	75.776956	8	13
N_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1672	0.1885043	-8.209830e+02	71.667040	0.9275659	2000-2009 –> 2010-2019	0.3913969	0.2028926	-1244.86669	92.291322	9	15
N_Pacific	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1672	0.1913762	-7.724213e+02	560.708012	0.8240196	2000-2009 –> 2010-2019	0.3985063	0.2071301	-1146.91899	1012.147086	14	21
N_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	1672	0.1914721	-7.707457e+02	51.145003	0.8237722	2000-2009 –> 2010-2019	0.3990772	0.2076051	-1139.54904	103.003458	15	23
N_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1672	0.1921027	-7.597511e+02	11.920220	0.8160395	2000-2009 –> 2010-2019	0.4005389	0.2084362	-1118.62193	19.591227	16	25
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1252	0.2276876	-1.383484e+02	21.576897	1.4477747	1982-1999 –> 2000-2009	0.4145446	0.1868570	-340.94898	34.997422	1	2
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1252	0.2277480	-1.376851e+02	17.997153	1.4475417	1982-1999 –> 2000-2009	0.4146343	0.1868863	-340.15421	30.145321	2	4
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1252	0.2280113	-1.347915e+02	375.312954	1.4461606	1982-1999 –> 2000-2009	0.4150460	0.1870347	-336.59548	612.300085	3	6
N_Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1252	0.2311400	-1.006665e+02	62.714791	1.3224301	1982-1999 –> 2000-2009	0.4207260	0.1895860	-291.11648	152.547343	4	8
N_Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1252	0.2316152	-9.552305e+01	71.138165	1.3163809	1982-1999 –> 2000-2009	0.4216378	0.1900225	-284.04595	171.770102	5	10
N_Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1252	0.2325754	-8.516455e+01	110.184528	1.3052783	1982-1999 –> 2000-2009	0.4238334	0.1912580	-268.25644	256.776995	6	12
N_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1252	0.2389228	-1.974114e+01	11.101062	1.2185624	1982-1999 –> 2000-2009	0.4323688	0.1934460	-195.30104	22.570091	7	14
N_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1252	0.2391982	-1.685628e+01	9.494874	1.2154284	1982-1999 –> 2000-2009	0.4329009	0.1937027	-191.30492	20.021986	8	16
N_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	1252	0.2402320	-6.058079e+00	83.996185	1.2028895	1982-1999 –> 2000-2009	0.4351770	0.1949450	-175.14906	214.062257	9	18
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1252	0.2646203	2.380558e+02	16.867889	1.2493851	1982-1999 –> 2000-2009	0.4773594	0.2127391	144.16331	28.017369	10	20
N_Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2169	0.1524900	-1.988932e+03	84.160052	0.9724383	2000-2009 –> 2010-2019	0.3836299	0.2311400	-2089.59866	146.874843	1	5
N_Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2169	0.1527680	-1.981032e+03	93.324022	0.9744167	2000-2009 –> 2010-2019	0.3843832	0.2316152	-2076.55465	164.462187	2	7
N_Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2169	0.1532718	-1.966748e+03	127.149066	0.9806548	2000-2009 –> 2010-2019	0.3858472	0.2325754	-2051.91233	237.333593	3	9
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2169	0.1606293	-1.763355e+03	57.587178	1.1070469	2000-2009 –> 2010-2019	0.3883169	0.2276876	-1901.70389	79.164075	4	5
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2169	0.1606641	-1.762415e+03	49.061561	1.1071347	2000-2009 –> 2010-2019	0.3884121	0.2277480	-1900.10018	67.058713	5	7
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2169	0.1608530	-1.757317e+03	705.304991	1.1074095	2000-2009 –> 2010-2019	0.3888643	0.2280113	-1892.10834	1080.617945	6	9
N_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2169	0.1701770	-1.514879e+03	17.867116	0.9236096	2000-2009 –> 2010-2019	0.4090998	0.2389228	-1534.62016	28.968178	7	14
N_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2169	0.1703188	-1.511267e+03	15.639458	0.9222960	2000-2009 –> 2010-2019	0.4095170	0.2391982	-1528.12319	25.134332	8	16
N_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	2169	0.1710964	-1.491506e+03	108.736753	0.9143888	2000-2009 –> 2010-2019	0.4113284	0.2402320	-1497.56396	192.732938	9	18
N_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2169	0.1800239	-1.268863e+03	351.902469	0.9786981	2000-2009 –> 2010-2019	0.4467107	0.2666868	-1011.32878	575.434893	10	21
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	850	0.2247169	-1.117581e+02	4.658224	1.5530884	1982-1999 –> 2000-2009	0.3183919	0.0936750	-691.82321	11.189303	3	4
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	850	0.2426702	1.890720e+01	131.719689	1.5873220	1982-1999 –> 2000-2009	0.3442809	0.1016107	-510.25276	289.176368	9	11
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	850	0.2427946	1.977830e+01	6.172466	1.5885904	1982-1999 –> 2000-2009	0.3444514	0.1016568	-509.09771	16.658937	11	14
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	850	0.2428137	1.991247e+01	6.171602	1.5887415	1982-1999 –> 2000-2009	0.3444803	0.1016665	-508.90367	16.658324	12	16
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	850	0.2198623	-1.488864e+02	240.353355	1.7720927	1982-1999 –> 2000-2009	0.3531264	0.1332642	-508.28484	442.291272	1	6
N_Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	850	0.2262609	-1.001176e+02	121.343301	0.9952537	1982-1999 –> 2000-2009	0.3671621	0.1409012	-424.63207	254.024853	4	14
N_Pacific	(28.05,28.1]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	850	0.2269661	-9.482722e+01	113.565856	0.9957189	1982-1999 –> 2000-2009	0.3682668	0.1413007	-417.56906	239.615287	5	16
N_Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	850	0.2288903	-8.047572e+01	262.836475	0.9743968	1982-1999 –> 2000-2009	0.3748704	0.1459801	-382.82262	465.133287	6	23
N_Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	850	0.2516628	7.876437e+01	3.705201	1.4113385	1982-1999 –> 2000-2009	0.3960451	0.1443823	-232.47191	9.338520	14	26
N_Pacific	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	850	0.2415702	9.183658e+00	237.387396	1.5983845	1982-1999 –> 2000-2009	0.4013796	0.1598094	-238.50307	438.301117	8	26
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1233	0.0934395	-2.332405e+03	19.767347	0.4885331	2000-2009 –> 2010-2019	0.3181564	0.2247169	-2444.16292	24.425572	1	4
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1233	0.1025313	-2.103428e+03	520.932254	0.3846517	2000-2009 –> 2010-2019	0.3452015	0.2426702	-2084.52032	652.651943	4	13
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1233	0.1024627	-2.105078e+03	27.757788	0.3839827	2000-2009 –> 2010-2019	0.3452573	0.2427946	-2085.29992	33.930255	3	14
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1233	0.1024496	-2.105394e+03	27.759732	0.3838389	2000-2009 –> 2010-2019	0.3452633	0.2428137	-2085.48161	33.931334	2	14
N_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1233	0.1285214	-1.546291e+03	570.090518	0.4868041	2000-2009 –> 2010-2019	0.3483837	0.2198623	-1695.17693	810.443873	14	15
N_Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1233	0.1384227	-1.363273e+03	197.937796	0.6460280	2000-2009 –> 2010-2019	0.3646836	0.2262609	-1463.39076	319.281097	15	19
N_Pacific	(28.05,28.1]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1233	0.1385633	-1.360769e+03	186.950011	0.6446400	2000-2009 –> 2010-2019	0.3655294	0.2269661	-1455.59636	300.515867	16	21
N_Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1233	0.1412739	-1.312995e+03	474.393859	0.6513675	2000-2009 –> 2010-2019	0.3701642	0.2288903	-1393.47078	737.230334	18	24
N_Pacific	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1233	0.1489896	-1.183862e+03	471.194901	0.6438086	2000-2009 –> 2010-2019	0.3905598	0.2415702	-1174.67873	708.582297	22	30
N_Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1233	0.1390916	-1.353384e+03	10.190371	0.6300015	2000-2009 –> 2010-2019	0.3907544	0.2516628	-1274.61981	13.895572	17	31
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1797	0.1371112	-2.027481e+03	243.115404	0.7912888	1982-1999 –> 2000-2009	0.2571967	0.1200855	-2918.67240	536.674371	1	3
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1797	0.1541294	-1.606980e+03	7.686576	0.8324594	1982-1999 –> 2000-2009	0.2688990	0.1147695	-2556.67064	21.954653	2	3
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	1797	0.1934393	-7.905284e+02	152.982853	0.8909972	1982-1999 –> 2000-2009	0.3267919	0.1333527	-1546.32705	386.373957	8	11
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1797	0.1937004	-7.856800e+02	8.046593	0.8958656	1982-1999 –> 2000-2009	0.3274352	0.1337348	-1537.78155	25.725910	9	13
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1797	0.1717807	-1.217298e+03	71.953435	0.6944104	1982-1999 –> 2000-2009	0.3275539	0.1557732	-1772.31508	164.984314	3	9
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1797	0.1937457	-7.848386e+02	9.032873	0.8966614	1982-1999 –> 2000-2009	0.3275605	0.1338148	-1536.16817	28.452838	10	15
N_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1797	0.1725441	-1.201361e+03	59.083879	0.7015773	1982-1999 –> 2000-2009	0.3322747	0.1597306	-1723.96507	241.320973	4	11
N_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1797	0.1736225	-1.178969e+03	57.089253	0.7048101	1982-1999 –> 2000-2009	0.3338860	0.1602635	-1697.26975	242.850767	5	13
N_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1797	0.1767577	-1.114648e+03	218.805138	0.7118603	1982-1999 –> 2000-2009	0.3408414	0.1640837	-1602.51258	461.474608	6	15
N_Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1797	0.1833335	-9.853696e+02	216.900979	0.9194808	1982-1999 –> 2000-2009	0.3522670	0.1689335	-1437.60052	429.927825	7	17
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2443	0.1325702	-2.925926e+03	719.496038	1.0329572	2000-2009 –> 2010-2019	0.2696814	0.1371112	-4953.40685	962.611442	1	2
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2443	0.1417392	-2.599171e+03	25.634686	1.1098639	2000-2009 –> 2010-2019	0.2958686	0.1541294	-4206.15076	33.321262	2	4
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2443	0.1489424	-2.356965e+03	131.086031	0.5751034	2000-2009 –> 2010-2019	0.3207231	0.1717807	-3574.26269	203.039466	3	6
N_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2443	0.1513229	-2.279493e+03	135.361159	0.7079734	2000-2009 –> 2010-2019	0.3238670	0.1725441	-3480.85412	194.445038	4	8
N_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2443	0.1516683	-2.268353e+03	132.518103	0.7081273	2000-2009 –> 2010-2019	0.3252907	0.1736225	-3447.32273	189.607356	5	10
N_Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2443	0.1529895	-2.225974e+03	732.131578	0.6880997	2000-2009 –> 2010-2019	0.3297472	0.1767577	-3340.62215	950.936716	6	12
N_Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2443	0.1543113	-2.185940e+03	696.850978	0.9128484	2000-2009 –> 2010-2019	0.3376449	0.1833335	-3171.30971	913.751957	7	14
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2443	0.1567011	-2.108852e+03	457.050032	0.8918222	2000-2009 –> 2010-2019	0.3501404	0.1934393	-2899.38059	610.032885	9	17
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2443	0.1568471	-2.104302e+03	24.714048	0.8889188	2000-2009 –> 2010-2019	0.3505475	0.1937004	-2889.98219	32.760641	10	19
N_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2443	0.1568640	-2.103775e+03	28.327604	0.8883484	2000-2009 –> 2010-2019	0.3506098	0.1937457	-2888.61336	37.360477	11	21
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6220	0.1482751	-6.078455e+03	773.787526	0.5726120	1982-1999 –> 2000-2009	0.3116125	0.1633373	-7737.05934	1600.122848	1	3
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	6220	0.1482776	-6.078251e+03	661.900852	0.5740874	1982-1999 –> 2000-2009	0.3117312	0.1634537	-7733.82597	1445.079698	2	5
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	6220	0.1485656	-6.054111e+03	7.731039	0.5658263	1982-1999 –> 2000-2009	0.3118702	0.1633047	-7713.56671	16.202093	3	4
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6220	0.1485771	-6.055142e+03	7.379269	0.5649220	1982-1999 –> 2000-2009	0.3120438	0.1634667	-7712.37768	14.921010	4	8
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	6220	0.1569851	-5.368362e+03	11.205648	0.5656713	1982-1999 –> 2000-2009	0.3239364	0.1669513	-6933.82469	22.880535	5	10
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	6220	0.1570024	-5.366988e+03	10.770646	0.5654557	1982-1999 –> 2000-2009	0.3239685	0.1669660	-6932.07637	22.447291	6	12
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6220	0.1570060	-5.368707e+03	10.742394	0.5683447	1982-1999 –> 2000-2009	0.3239788	0.1669728	-6935.62375	21.493458	7	14
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6220	0.1583870	-5.259767e+03	11.061869	0.5912298	1982-1999 –> 2000-2009	0.3269260	0.1685390	-6786.94794	22.279981	8	16
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	6220	0.1714178	-4.274227e+03	194.573924	0.6614157	1982-1999 –> 2000-2009	0.3434240	0.1720061	-5712.74264	398.085291	11	20
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	6220	0.1714318	-4.273215e+03	186.858098	0.6619046	1982-1999 –> 2000-2009	0.3434514	0.1720197	-5711.39575	381.387600	12	22
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	9843	0.1303540	-1.216302e+04	870.024026	0.5332162	2000-2009 –> 2010-2019	0.2786292	0.1482751	-18241.47864	1643.811551	1	2
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	9843	0.1306004	-1.212585e+04	728.504526	0.5201498	2000-2009 –> 2010-2019	0.2788780	0.1482776	-18204.09914	1390.405378	2	4
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	9843	0.1319364	-1.192549e+04	13.044358	0.5535425	2000-2009 –> 2010-2019	0.2805020	0.1485656	-17979.60155	20.775397	3	6
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	9843	0.1319381	-1.192725e+04	12.591196	0.5545841	2000-2009 –> 2010-2019	0.2805152	0.1485771	-17982.38962	19.970465	4	8
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	9843	0.1433980	-1.028558e+04	16.466967	0.5936121	2000-2009 –> 2010-2019	0.3003831	0.1569851	-15653.93829	27.672615	11	16
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	9843	0.1434104	-1.028387e+04	16.136256	0.5940058	2000-2009 –> 2010-2019	0.3004128	0.1570024	-15650.86317	26.906903	12	18
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	9843	0.1434810	-1.027618e+04	16.027196	0.5921261	2000-2009 –> 2010-2019	0.3004870	0.1570060	-15644.88841	26.769590	15	22
N_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	9843	0.1447801	-1.009874e+04	16.405398	0.6236082	2000-2009 –> 2010-2019	0.3031671	0.1583870	-15358.51173	27.467267	17	25
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	9843	0.1344496	-1.155403e+04	471.297838	0.5783425	2000-2009 –> 2010-2019	0.3058675	0.1714178	-15828.25436	665.871762	5	15
N_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	9843	0.1344503	-1.155393e+04	458.844332	0.5783587	2000-2009 –> 2010-2019	0.3058821	0.1714318	-15827.14474	645.702429	6	17
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	565	0.0267988	-2.472521e+03	546.407080	0.1677826	1982-1999 –> 2000-2009	0.0622399	0.0354411	-3192.32166	1225.348705	2	6
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	565	0.0268409	-2.470747e+03	661.637148	0.1673185	1982-1999 –> 2000-2009	0.0626991	0.0358582	-3186.07760	1582.247545	3	8
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	565	0.0267260	-2.475592e+03	202.269623	0.1656337	1982-1999 –> 2000-2009	0.0627444	0.0360184	-3189.22072	316.369429	1	7
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	565	0.0269601	-2.467739e+03	167.961393	0.1703564	1982-1999 –> 2000-2009	0.0630593	0.0360992	-3182.51122	281.874911	4	11
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	565	0.0280677	-2.420241e+03	231.677181	0.1781807	1982-1999 –> 2000-2009	0.0633050	0.0352373	-3142.24531	361.642910	5	6
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	565	0.0280797	-2.419761e+03	314.108848	0.1782674	1982-1999 –> 2000-2009	0.0633416	0.0352619	-3141.49818	698.836760	6	8
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	565	0.0280972	-2.419058e+03	231.045742	0.1784794	1982-1999 –> 2000-2009	0.0633855	0.0352884	-3140.50845	360.676638	7	10
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	565	0.0294019	-2.369765e+03	226.621070	0.1803162	1982-1999 –> 2000-2009	0.0665156	0.0371137	-3073.95057	356.485412	8	16
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	565	0.0301919	-2.339803e+03	158.308377	0.2053814	1982-1999 –> 2000-2009	0.0679271	0.0377351	-3037.64510	278.579167	9	18
N_Pacific	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	565	0.0588580	-1.583469e+03	990.454652	0.2362861	1982-1999 –> 2000-2009	0.1155126	0.0566546	-2124.07336	1919.594724	12	22
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	478	0.0247046	-2.167427e+03	446.744949	0.1895105	2000-2009 –> 2010-2019	0.0515455	0.0268409	-4638.17367	1108.382096	1	4
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	478	0.0249702	-2.157205e+03	251.800088	0.1866416	2000-2009 –> 2010-2019	0.0517689	0.0267988	-4629.72575	798.207168	2	4
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	478	0.0250739	-2.153243e+03	89.432706	0.1908691	2000-2009 –> 2010-2019	0.0517999	0.0267260	-4628.83517	291.702329	3	4
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	478	0.0250824	-2.154917e+03	75.572249	0.1901079	2000-2009 –> 2010-2019	0.0520425	0.0269601	-4622.65553	243.533642	4	8
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	478	0.0292401	-2.006290e+03	96.006681	0.1790753	2000-2009 –> 2010-2019	0.0573079	0.0280677	-4426.53144	327.683861	5	10
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	478	0.0292453	-2.006122e+03	203.888823	0.1792720	2000-2009 –> 2010-2019	0.0573250	0.0280797	-4425.88286	517.997671	6	12
N_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	478	0.0292474	-2.006051e+03	95.772488	0.1793347	2000-2009 –> 2010-2019	0.0573446	0.0280972	-4425.10901	326.818230	7	14
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	478	0.0297712	-1.991083e+03	71.593888	0.1689449	2000-2009 –> 2010-2019	0.0599631	0.0301919	-4330.88597	229.902265	8	17
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	478	0.0331361	-1.888713e+03	95.344599	0.1685013	2000-2009 –> 2010-2019	0.0625380	0.0294019	-4258.47850	321.965668	9	17
N_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	478	0.0507876	-1.480473e+03	23.953174	0.2503936	2000-2009 –> 2010-2019	0.0997455	0.0489579	-3274.05083	99.838326	13	23
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	50	0.8407190	1.385441e+02	174.797545	2.5198916	1982-1999 –> 2000-2009	2.9739531	2.1332341	883.87419	344.898446	2	4
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	50	0.8241258	1.365506e+02	235.673973	2.0430531	1982-1999 –> 2000-2009	3.0361867	2.2120609	894.07266	465.072108	1	18
S_Atlantic	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	50	0.9337272	1.490368e+02	185.212605	1.9932955	1982-1999 –> 2000-2009	3.0594866	2.1257594	893.18748	397.963628	9	10
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	50	0.9326518	1.489215e+02	447.564771	2.3254774	1982-1999 –> 2000-2009	3.0949280	2.1622761	898.79511	1150.539543	7	12
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	50	0.9316293	1.488118e+02	27.510897	2.3543303	1982-1999 –> 2000-2009	3.1070663	2.1754369	900.72430	60.305397	5	14
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	50	0.9321943	1.488725e+02	22.445503	2.3548529	1982-1999 –> 2000-2009	3.1116565	2.1794622	901.40606	56.092600	6	17
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	50	0.9636695	1.521932e+02	162.061322	2.1266987	1982-1999 –> 2000-2009	3.1260076	2.1623381	902.07638	373.393031	14	20
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	50	0.9441162	1.501432e+02	21.174275	2.4319832	1982-1999 –> 2000-2009	3.1317215	2.1876053	903.92991	54.962382	11	24
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	50	1.0043070	1.563236e+02	171.970036	2.1111946	1982-1999 –> 2000-2009	3.1547936	2.1504866	904.36021	392.995154	15	19
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	50	0.8895583	1.441908e+02	39.508313	2.4545216	1982-1999 –> 2000-2009	3.1838394	2.2942811	913.97514	115.091822	3	23
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	132	1.4468766	4.861233e+02	269.445359	3.8623021	2000-2009 –> 2010-2019	2.2710025	0.8241258	622.67392	505.119332	8	9
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	132	1.4348874	4.839266e+02	233.220369	3.7179647	2000-2009 –> 2010-2019	2.2756063	0.8407190	622.47064	408.017914	6	8
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	132	1.4210835	4.813746e+02	127.548622	3.3794645	2000-2009 –> 2010-2019	2.3106418	0.8895583	625.56538	167.056935	2	5
S_Atlantic	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	132	1.4032837	4.780469e+02	254.243213	3.3689634	2000-2009 –> 2010-2019	2.3370109	0.9337272	627.08369	439.455818	1	9
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	132	1.4242286	4.819582e+02	254.057708	3.3688584	2000-2009 –> 2010-2019	2.3878981	0.9636695	634.15135	416.119030	3	16
S_Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	132	1.5091447	4.952471e+02	124.833666	3.8861273	2000-2009 –> 2010-2019	2.3987170	0.8895722	637.43954	161.177889	16	20
S_Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	132	1.4247910	4.820624e+02	255.023883	3.3709629	2000-2009 –> 2010-2019	2.4290980	1.0043070	638.38604	426.993919	4	18
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	132	1.5330163	5.013904e+02	144.272726	3.8989339	2000-2009 –> 2010-2019	2.4646456	0.9316293	650.20223	171.783624	21	26
S_Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	132	1.5372659	5.021212e+02	146.919692	3.8469890	2000-2009 –> 2010-2019	2.4694602	0.9321943	650.99367	169.365195	22	28
S_Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	132	1.5402741	5.006373e+02	22.959920	3.8084123	2000-2009 –> 2010-2019	2.4731919	0.9329178	647.58734	39.015807	23	30
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	142	1.3600992	5.043249e+02	158.597840	4.5324533	1982-1999 –> 2000-2009	2.7145524	1.3544532	1303.71029	238.076722	2	3
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	142	1.3697152	5.063257e+02	138.338768	4.4657360	1982-1999 –> 2000-2009	2.7241850	1.3544699	1305.71673	217.742221	4	6
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	142	1.3695916	5.063001e+02	146.026834	4.4969132	1982-1999 –> 2000-2009	2.7254885	1.3558969	1306.17129	225.481797	3	6
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	142	1.3939749	5.113118e+02	248.199629	4.4720838	1982-1999 –> 2000-2009	2.7623356	1.3683607	1315.35548	561.398519	6	14
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	142	1.4627396	5.249869e+02	43.622729	3.8618410	1982-1999 –> 2000-2009	2.8315460	1.3688065	1329.17913	104.012225	8	17
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	142	1.4648773	5.254016e+02	27.052836	3.8822721	1982-1999 –> 2000-2009	2.8321989	1.3673216	1329.09895	42.502332	10	15
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	142	1.4635809	5.231502e+02	35.218547	3.8925287	1982-1999 –> 2000-2009	2.8325029	1.3689220	1325.38093	89.430656	9	19
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	142	1.4652247	5.234690e+02	21.195278	3.8993478	1982-1999 –> 2000-2009	2.8326303	1.3674056	1325.19430	31.422013	11	18
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	142	1.4696897	5.263331e+02	36.017886	3.8836233	1982-1999 –> 2000-2009	2.8366974	1.3670077	1329.92572	51.449895	12	16
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	142	1.4697214	5.243392e+02	30.609868	3.8776818	1982-1999 –> 2000-2009	2.8370513	1.3673299	1326.03930	40.895470	13	19
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	239	1.2426514	7.960969e+02	71.289468	5.6764026	2000-2009 –> 2010-2019	2.5825643	1.3399129	1296.17511	120.289462	1	2
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	239	1.2890350	8.136139e+02	220.600042	5.3358326	2000-2009 –> 2010-2019	2.6491341	1.3600992	1317.93878	379.197882	5	7
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	239	1.2869448	8.128382e+02	196.102924	5.2148839	2000-2009 –> 2010-2019	2.6565364	1.3695916	1319.13829	342.129757	2	5
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	239	1.2875333	8.130567e+02	195.881594	5.2640339	2000-2009 –> 2010-2019	2.6572485	1.3697152	1319.38246	334.220362	3	7
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	239	1.2879774	8.132215e+02	551.150514	4.9542600	2000-2009 –> 2010-2019	2.6819523	1.3939749	1324.53334	799.350143	4	10
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	239	1.4243523	8.593294e+02	66.885598	6.5661714	2000-2009 –> 2010-2019	2.7940987	1.3697464	1363.66166	115.603821	13	18
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	239	1.3431545	8.332726e+02	74.647795	3.7543170	2000-2009 –> 2010-2019	2.8058940	1.4627396	1358.25951	118.270524	6	14
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	239	1.3450834	8.339586e+02	37.849274	3.8254356	2000-2009 –> 2010-2019	2.8099607	1.4648773	1359.36023	64.902111	7	17
S_Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	239	1.3463615	8.344126e+02	37.905341	3.8677066	2000-2009 –> 2010-2019	2.8160512	1.4696897	1360.74569	73.923228	8	20
S_Atlantic	(26.5,26.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	239	1.3572996	8.362803e+02	478.256499	3.7105891	2000-2009 –> 2010-2019	2.8195020	1.4622024	1359.16284	690.421816	10	17
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	176	0.8719068	4.652168e+02	183.723580	3.6152533	1982-1999 –> 2000-2009	1.8344569	0.9625501	1586.59376	460.298762	1	5
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	176	0.8820071	4.692710e+02	72.307038	3.6061437	1982-1999 –> 2000-2009	1.8578317	0.9758246	1601.63275	169.163322	2	8
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	176	0.9041869	4.780132e+02	82.365595	3.6858273	1982-1999 –> 2000-2009	1.8856012	0.9814144	1614.95596	174.477756	3	10
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	176	1.1019513	5.476394e+02	191.269173	7.2474892	1982-1999 –> 2000-2009	2.0233041	0.9213528	1633.93445	380.903838	6	7
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	176	1.1092327	5.499577e+02	31.646648	7.2503649	1982-1999 –> 2000-2009	2.0520551	0.9428224	1654.72677	62.460206	7	9
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	176	1.1150637	5.518032e+02	27.650782	7.2541566	1982-1999 –> 2000-2009	2.0677716	0.9527079	1664.93747	57.769102	8	11
S_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	176	1.1783482	5.692344e+02	180.598005	7.6023733	1982-1999 –> 2000-2009	2.1488941	0.9705458	1695.24594	370.227871	13	18
S_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	176	1.1874667	5.719478e+02	29.593825	7.6054626	1982-1999 –> 2000-2009	2.1710652	0.9835985	1708.67342	54.072839	14	22
S_Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	176	1.1961411	5.745098e+02	25.547777	7.6159101	1982-1999 –> 2000-2009	2.1862790	0.9901379	1716.54981	45.009946	15	24
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	176	0.9870207	5.088678e+02	87.348261	3.1452182	1982-1999 –> 2000-2009	2.4337368	1.4467160	1957.03199	189.791146	4	17
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	388	1.2845000	1.309383e+03	172.300163	5.4913229	2000-2009 –> 2010-2019	2.1564069	0.8719068	1774.59985	356.023743	2	3
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	388	1.2880265	1.311511e+03	88.632499	5.5163000	2000-2009 –> 2010-2019	2.1700336	0.8820071	1780.78154	160.939537	3	5
S_Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	388	1.3070638	1.322896e+03	95.058550	5.6627505	2000-2009 –> 2010-2019	2.2112507	0.9041869	1800.90933	177.424145	4	7
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	388	1.2751374	1.303706e+03	86.788584	5.2862352	2000-2009 –> 2010-2019	2.2621581	0.9870207	1812.57390	174.136845	1	5
S_Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	388	1.3253931	1.331703e+03	83.198780	5.4136531	2000-2009 –> 2010-2019	2.3150041	0.9896110	1839.49287	155.183907	5	10
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	388	1.6259843	1.492320e+03	151.701973	5.0220362	2000-2009 –> 2010-2019	2.7411318	1.1151476	2044.14995	341.968690	7	16
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	388	1.6189124	1.488938e+03	80.555020	4.9554220	2000-2009 –> 2010-2019	2.7743264	1.1554140	2053.25369	153.534745	6	16
S_Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + silicate	388	1.6274268	1.491008e+03	59.596704	5.0034679	2000-2009 –> 2010-2019	2.7911156	1.1636888	2055.83619	115.623015	8	19
S_Atlantic	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	388	1.6789216	1.515182e+03	80.519748	4.5515656	2000-2009 –> 2010-2019	3.0360288	1.3571072	2134.13345	149.098065	9	31
S_Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	388	1.8027670	1.572411e+03	73.955830	5.0974900	2000-2009 –> 2010-2019	3.0689145	1.2661474	2168.94162	144.760618	12	30
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	214	0.9579692	6.029275e+02	165.769882	2.6504002	1982-1999 –> 2000-2009	1.9545435	0.9965743	2148.50604	462.810109	1	2
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	214	0.9579865	6.029353e+02	59.784080	2.6543126	1982-1999 –> 2000-2009	1.9598551	1.0018685	2154.24663	150.211104	2	5
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	214	0.9604513	6.040350e+02	51.344302	2.6414552	1982-1999 –> 2000-2009	1.9704826	1.0100314	2164.12637	112.991964	3	19
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	214	0.9751628	6.105411e+02	125.263972	2.7379637	1982-1999 –> 2000-2009	1.9842127	1.0090499	2169.58059	254.827432	5	19
S_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	214	0.9896937	6.168717e+02	176.578278	2.6184314	1982-1999 –> 2000-2009	1.9922124	1.0025187	2168.88501	323.531399	7	11
S_Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	214	0.9897044	6.148763e+02	42.890300	2.6175997	1982-1999 –> 2000-2009	1.9924756	1.0027712	2165.16215	132.692669	8	13
S_Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	214	0.9983752	6.186097e+02	38.411932	2.6001272	1982-1999 –> 2000-2009	1.9954895	0.9971143	2162.77433	132.589134	9	11
S_Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	214	0.9815609	6.113401e+02	29.281510	2.7771565	1982-1999 –> 2000-2009	1.9984891	1.0169282	2176.79457	106.199770	6	31
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	214	0.9689557	6.078081e+02	74.252505	2.8251652	1982-1999 –> 2000-2009	2.0055871	1.0366314	2196.02611	145.605335	4	30
S_Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	214	1.0035903	6.228396e+02	212.798305	2.6130680	1982-1999 –> 2000-2009	2.0130022	1.0094119	2182.26710	374.692020	10	25
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	457	0.9481645	1.262260e+03	103.794643	3.6940856	2000-2009 –> 2010-2019	1.9061510	0.9579865	1865.19536	163.578723	2	4
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	457	0.9522367	1.266177e+03	220.681693	3.4507831	2000-2009 –> 2010-2019	1.9102059	0.9579692	1869.10471	386.451576	4	5
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	457	0.9608077	1.274367e+03	84.824460	3.4855787	2000-2009 –> 2010-2019	1.9212589	0.9604513	1878.40217	136.168761	8	11
S_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	457	0.9391261	1.253506e+03	200.258775	3.4625085	2000-2009 –> 2010-2019	1.9288198	0.9896937	1870.37728	376.837053	1	8
S_Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	457	0.9533810	1.265275e+03	100.346968	3.5130824	2000-2009 –> 2010-2019	1.9430854	0.9897044	1880.15119	143.237268	5	13
S_Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	457	0.9511645	1.265147e+03	856.431371	3.4901193	2000-2009 –> 2010-2019	1.9466103	0.9954458	1884.49950	1762.922141	3	12
S_Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	457	0.9535749	1.265461e+03	88.362898	3.5052936	2000-2009 –> 2010-2019	1.9519501	0.9983752	1884.07045	126.774830	6	16
S_Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	457	0.9846055	1.296730e+03	127.198762	3.4923615	2000-2009 –> 2010-2019	1.9535612	0.9689557	1904.53798	201.451267	10	14
S_Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	457	0.9606459	1.274213e+03	163.131164	3.4957736	2000-2009 –> 2010-2019	1.9642363	1.0035903	1897.05289	375.929469	7	18
S_Atlantic	(27,27.25]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	457	0.9609090	1.272464e+03	67.735573	3.5014267	2000-2009 –> 2010-2019	1.9677858	1.0068768	1894.70245	104.282249	9	21
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	313	1.0587780	9.380098e+02	992.243879	3.4747386	1982-1999 –> 2000-2009	1.8213361	0.7625581	2531.46780	1864.376166	2	3
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	313	1.0557510	9.362175e+02	579.539829	3.6292843	1982-1999 –> 2000-2009	1.8591989	0.8034480	2601.54914	1194.008751	1	3
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	313	1.0807721	9.488805e+02	463.978351	3.8299324	1982-1999 –> 2000-2009	1.8939101	0.8131380	2628.70825	1427.416886	3	10
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	313	1.0898540	9.561189e+02	636.816225	4.0510995	1982-1999 –> 2000-2009	1.8949527	0.8050987	2624.27479	1239.082109	5	8
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	313	1.0890370	9.536495e+02	924.877478	3.5515489	1982-1999 –> 2000-2009	1.8972370	0.8082000	2625.09551	1791.708813	4	10
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	313	1.0941902	9.566046e+02	198.842513	4.0195417	1982-1999 –> 2000-2009	1.9002353	0.8060450	2624.37694	544.449958	6	10
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	313	1.1118327	9.666176e+02	179.075124	4.5130034	1982-1999 –> 2000-2009	1.9193942	0.8075615	2636.97627	516.545766	7	12
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	313	1.1226929	9.747026e+02	244.428977	4.5666825	1982-1999 –> 2000-2009	1.9495535	0.8268606	2679.55808	604.211731	8	24
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	313	1.1359306	9.800406e+02	173.086949	4.9456470	1982-1999 –> 2000-2009	1.9667658	0.8308352	2689.49444	500.589481	9	29
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	313	1.2201327	1.026804e+03	865.135693	5.9666843	1982-1999 –> 2000-2009	2.0420794	0.8219467	2723.45793	1597.541416	13	22
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	577	1.1552486	1.817995e+03	729.493080	4.1316101	2000-2009 –> 2010-2019	2.2318841	1.0766355	2766.47512	1317.894258	1	5
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	577	1.2057591	1.867379e+03	927.549002	5.4937936	2000-2009 –> 2010-2019	2.2511623	1.0454032	2797.43082	1862.971711	3	4
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	577	1.2081710	1.869685e+03	513.181446	5.4232556	2000-2009 –> 2010-2019	2.2639219	1.0557510	2805.90274	1092.721275	5	7
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	577	1.2057617	1.865382e+03	561.626224	5.4896481	2000-2009 –> 2010-2019	2.2865338	1.0807721	2814.26224	1025.604575	4	9
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	577	1.2084766	1.869977e+03	627.540898	4.4908306	2000-2009 –> 2010-2019	2.2983306	1.0898540	2826.09606	1264.357123	6	13
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	577	1.2177366	1.876786e+03	198.123304	5.0994718	2000-2009 –> 2010-2019	2.3295693	1.1118327	2843.40363	377.198428	8	17
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	577	1.2168761	1.877970e+03	263.370202	4.2201691	2000-2009 –> 2010-2019	2.3395690	1.1226929	2852.67286	507.799179	7	17
S_Atlantic	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	577	1.2296976	1.888066e+03	192.527431	4.9557846	2000-2009 –> 2010-2019	2.3656282	1.1359306	2868.10630	365.614380	10	21
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	577	1.1918226	1.853963e+03	974.437986	4.9599415	2000-2009 –> 2010-2019	2.3907444	1.1989219	2869.78942	1596.960016	2	14
S_Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	577	1.3529615	2.000304e+03	865.239707	5.6971603	2000-2009 –> 2010-2019	2.4117395	1.0587780	2938.31428	1857.483586	12	15
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	441	1.2730185	1.478411e+03	522.829734	3.9384090	1982-1999 –> 2000-2009	2.2132741	0.9402556	4269.51796	1024.322496	3	5
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	441	1.2967858	1.494726e+03	858.523899	4.1171952	1982-1999 –> 2000-2009	2.2272572	0.9304714	4264.43100	1408.550610	9	10
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	441	1.3036119	1.497356e+03	168.910660	3.6352865	1982-1999 –> 2000-2009	2.2452640	0.9416521	4289.50018	249.234238	22	25
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	441	1.2968522	1.494771e+03	424.704248	4.1289690	1982-1999 –> 2000-2009	2.2472723	0.9504201	4307.87762	973.450969	10	14
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	441	1.2978518	1.493450e+03	685.229207	4.0582506	1982-1999 –> 2000-2009	2.2546220	0.9567703	4318.18188	1155.313419	16	21
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	441	1.2961935	1.494323e+03	142.909644	4.1264701	1982-1999 –> 2000-2009	2.2646884	0.9684950	4345.97437	389.053683	8	15
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	441	1.2981249	1.493636e+03	71.630929	4.0663369	1982-1999 –> 2000-2009	2.2654401	0.9673152	4340.79386	123.212332	17	23
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	441	1.2996718	1.496686e+03	150.257954	4.1453546	1982-1999 –> 2000-2009	2.2729266	0.9732547	4358.36876	389.221490	20	28
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	441	1.2970220	1.492886e+03	53.456957	4.0689254	1982-1999 –> 2000-2009	2.2739910	0.9769691	4360.36214	108.214493	13	22
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	441	1.3001136	1.494986e+03	27.290993	4.1034520	1982-1999 –> 2000-2009	2.2799264	0.9798128	4368.40871	52.011056	21	31
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	920	1.1761986	2.923456e+03	667.381908	2.9284620	2000-2009 –> 2010-2019	2.3454219	1.1692233	4326.85173	1529.436792	1	2
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	920	1.1884127	2.942465e+03	641.676134	3.0010624	2000-2009 –> 2010-2019	2.3707800	1.1823673	4355.72023	1478.794219	2	4
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	920	1.2368575	3.015983e+03	859.769694	4.4956272	2000-2009 –> 2010-2019	2.4790302	1.2421727	4472.75894	1597.883170	4	7
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	920	1.2301763	3.006017e+03	510.573629	3.6871041	2000-2009 –> 2010-2019	2.4918074	1.2616311	4476.50202	953.079727	3	7
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	920	1.2494592	3.034635e+03	454.653430	3.8424073	2000-2009 –> 2010-2019	2.5224777	1.2730185	4513.04528	977.483164	5	11
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	920	1.2497703	3.033093e+03	432.466196	3.8746700	2000-2009 –> 2010-2019	2.5353596	1.2855893	4518.17019	766.677051	6	13
S_Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	920	1.2902881	3.091800e+03	239.835789	4.2828182	2000-2009 –> 2010-2019	2.5564971	1.2662090	4563.47942	496.489049	7	12
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	920	1.2935882	3.098499e+03	529.566524	4.1129023	2000-2009 –> 2010-2019	2.5904404	1.2968522	4593.27031	954.270772	8	21
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	920	1.3041508	3.113463e+03	311.887558	4.5048013	2000-2009 –> 2010-2019	2.5915511	1.2874003	4601.78169	608.984416	14	22
S_Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	920	1.2978359	3.104532e+03	200.318629	4.1373301	2000-2009 –> 2010-2019	2.5940294	1.2961935	4598.85427	343.228273	10	21
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	178	0.9149114	4.874837e+02	650.426377	2.4392357	1982-1999 –> 2000-2009	1.3916741	0.4767627	926.03828	1448.019253	1	2
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	178	0.9705712	5.085082e+02	512.119063	3.5579868	1982-1999 –> 2000-2009	1.4688216	0.4982503	974.65918	1304.640633	8	10
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	178	0.9150878	4.855524e+02	641.977673	2.4597614	1982-1999 –> 2000-2009	1.4699591	0.5548713	1017.08192	1131.314608	2	7
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	178	0.9741598	5.078221e+02	413.646915	3.5307831	1982-1999 –> 2000-2009	1.4835807	0.5094209	985.85265	520.459013	13	16
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	178	0.9736833	5.076479e+02	397.087776	3.4714214	1982-1999 –> 2000-2009	1.4916364	0.5179532	996.07651	498.277467	12	16
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	178	0.9161155	4.879520e+02	671.665725	2.5384603	1982-1999 –> 2000-2009	1.5075608	0.5914453	1061.44100	1438.843587	3	9
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	178	0.9185489	4.868963e+02	607.266046	2.5403143	1982-1999 –> 2000-2009	1.5211041	0.6025552	1070.03527	1056.232920	5	12
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	178	0.9165972	4.861391e+02	646.066302	2.5267228	1982-1999 –> 2000-2009	1.5546727	0.6380754	1105.13360	1162.515848	4	12
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + nitrate + phosphate	178	0.9728116	5.073290e+02	201.457412	3.4437520	1982-1999 –> 2000-2009	1.6177053	0.6448937	1132.97730	279.221374	10	19
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	178	0.9726073	5.072543e+02	385.987450	3.7649182	1982-1999 –> 2000-2009	1.6601055	0.6874982	1172.95002	1170.464320	9	20
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	428	1.0787850	1.293526e+03	804.949077	4.5553981	2000-2009 –> 2010-2019	1.9936964	0.9149114	1781.01023	1455.375454	3	4
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	428	1.0663125	1.283572e+03	679.971647	4.6041456	2000-2009 –> 2010-2019	2.0368838	0.9705712	1792.08034	1192.090710	2	9
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	428	1.0798140	1.292343e+03	657.704204	4.6016781	2000-2009 –> 2010-2019	2.0524212	0.9726073	1799.59683	1043.691654	4	13
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	428	1.0645761	1.282177e+03	785.835548	2.9959598	2000-2009 –> 2010-2019	2.0708754	1.0062993	1803.55469	1453.596961	1	20
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	428	1.1107583	1.318528e+03	814.453337	4.7523124	2000-2009 –> 2010-2019	2.0831728	0.9724145	1827.71183	1302.209591	7	15
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	428	1.0949063	1.304224e+03	504.723500	3.5308218	2000-2009 –> 2010-2019	2.1012342	1.0063279	1823.61162	1046.703100	6	26
S_Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	428	1.0938243	1.305378e+03	952.939467	2.9725111	2000-2009 –> 2010-2019	2.1210610	1.0272367	1834.08619	1284.205748	5	27
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate	428	1.1342901	1.334473e+03	33.853952	3.4739697	2000-2009 –> 2010-2019	2.1619967	1.0277066	1861.34488	72.183670	9	32
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	428	1.1444111	1.342077e+03	39.597545	3.4466708	2000-2009 –> 2010-2019	2.1664501	1.0220390	1866.98017	76.425988	12	33
S_Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	428	1.1423766	1.340554e+03	78.976833	3.4614512	2000-2009 –> 2010-2019	2.1770862	1.0347097	1869.84337	178.088202	11	35
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	179	0.5814892	3.258857e+02	480.274807	1.4676977	1982-1999 –> 2000-2009	0.9678178	0.3863286	737.44801	1022.296144	1	2
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	179	0.6104455	3.432833e+02	487.574230	1.6664254	1982-1999 –> 2000-2009	1.0122978	0.4018523	788.49009	773.757907	2	4
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	179	0.6298286	3.544739e+02	593.666461	2.0551427	1982-1999 –> 2000-2009	1.0544768	0.4246482	846.80130	958.532776	3	6
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate	179	0.6931350	3.887621e+02	381.273492	2.8848795	1982-1999 –> 2000-2009	1.2438689	0.5507340	1103.12169	668.466276	4	8
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	179	0.8055682	4.425777e+02	220.109931	1.9314709	1982-1999 –> 2000-2009	1.4035754	0.5980071	1227.26496	727.976679	7	12
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	179	0.7853099	4.334597e+02	277.047706	2.3172050	1982-1999 –> 2000-2009	1.4230385	0.6377286	1273.06768	825.143848	5	12
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	179	0.8236431	4.505215e+02	31.184185	1.7079210	1982-1999 –> 2000-2009	1.4517765	0.6281335	1277.18281	53.623353	10	16
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate	179	0.7913970	4.362239e+02	273.015940	2.0504713	1982-1999 –> 2000-2009	1.4548260	0.6634290	1309.57268	787.766737	6	17
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	179	0.8388318	4.570633e+02	28.718979	1.7496925	1982-1999 –> 2000-2009	1.4994555	0.6606237	1326.79326	96.058834	11	21
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	179	0.8410255	4.579983e+02	123.344010	1.7719433	1982-1999 –> 2000-2009	1.5003818	0.6593562	1326.08822	189.743026	12	21
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	489	1.2201143	1.596290e+03	289.002863	7.3640423	2000-2009 –> 2010-2019	1.7919953	0.5718810	1918.21056	1013.924257	13	14
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	489	1.2273248	1.602052e+03	253.804923	6.8949194	2000-2009 –> 2010-2019	1.8240483	0.5967234	1939.19639	1002.807808	16	19
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	489	1.1536623	1.541519e+03	381.276315	4.8763297	2000-2009 –> 2010-2019	1.8982625	0.7446002	1957.92167	762.333543	2	9
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	489	1.1518504	1.539981e+03	374.198539	4.9108331	2000-2009 –> 2010-2019	1.9052338	0.7533834	1960.58263	750.762908	1	9
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	489	1.1611179	1.547819e+03	740.270147	4.9502002	2000-2009 –> 2010-2019	1.9354574	0.7743395	1978.24202	1492.094382	5	14
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	489	1.1596058	1.546544e+03	594.362954	4.9445296	2000-2009 –> 2010-2019	1.9358469	0.7762411	1977.84570	1436.192214	4	14
S_Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	489	1.1566928	1.544084e+03	826.812182	4.9296500	2000-2009 –> 2010-2019	1.9394426	0.7827498	1978.37505	1585.297660	3	14
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	489	1.2003356	1.578306e+03	552.705081	5.0414899	2000-2009 –> 2010-2019	1.9923616	0.7920260	2014.81420	1303.831962	6	21
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	489	1.2017694	1.579473e+03	244.905145	5.0676981	2000-2009 –> 2010-2019	2.0073377	0.8055682	2022.05115	465.015077	7	23
S_Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	489	1.2094957	1.585741e+03	15.538464	5.1202791	2000-2009 –> 2010-2019	2.0331388	0.8236431	2036.26247	46.722649	10	30
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	266	0.5961515	4.916927e+02	815.008852	2.7042151	1982-1999 –> 2000-2009	0.9835139	0.3873625	999.64621	1631.932377	1	2
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	266	0.6167541	5.097678e+02	883.826721	2.8334265	1982-1999 –> 2000-2009	1.0316471	0.4148930	1090.08871	1840.285694	2	4
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	266	0.6473233	5.355035e+02	288.057144	3.0686361	1982-1999 –> 2000-2009	1.0712936	0.4239703	1138.63584	1177.991189	3	6
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	266	0.6654555	5.502005e+02	235.449257	2.6624473	1982-1999 –> 2000-2009	1.1402394	0.4747838	1272.64163	484.201909	4	8
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	266	0.6689869	5.530162e+02	270.255337	1.9183550	1982-1999 –> 2000-2009	1.1531153	0.4841284	1296.00043	1009.339118	5	10
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	266	0.6978427	5.754822e+02	29.464758	2.1020316	1982-1999 –> 2000-2009	1.2335983	0.5357556	1425.26596	78.233818	8	15
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	266	0.6919172	5.709455e+02	617.497203	2.1817253	1982-1999 –> 2000-2009	1.2513817	0.5594646	1466.36980	1437.680155	6	16
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	266	0.6954338	5.736425e+02	355.812540	2.2018370	1982-1999 –> 2000-2009	1.2524292	0.5569954	1464.40474	770.124625	7	16
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	266	0.7128689	5.868158e+02	510.249796	2.4228307	1982-1999 –> 2000-2009	1.2640865	0.5512175	1466.58751	1070.136962	9	17
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate	266	0.7664285	6.253559e+02	735.741688	3.6423369	1982-1999 –> 2000-2009	1.2667727	0.5003443	1403.06549	1523.482368	15	21
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	641	0.9364967	1.746968e+03	687.652602	3.9215488	2000-2009 –> 2010-2019	1.5021663	0.5656696	2210.73895	1516.550638	3	4
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	641	0.9754687	1.799238e+03	582.798927	4.1258314	2000-2009 –> 2010-2019	1.5716201	0.5961515	2290.93058	1397.807779	10	12
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	641	0.9296869	1.739612e+03	622.155020	3.9949777	2000-2009 –> 2010-2019	1.5729153	0.6432285	2273.73932	1204.207095	1	5
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	641	0.9297749	1.737733e+03	378.335329	4.0027409	2000-2009 –> 2010-2019	1.5987618	0.6689869	2290.74942	648.590666	2	10
S_Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	641	0.9445006	1.759878e+03	307.691974	4.0604159	2000-2009 –> 2010-2019	1.6057281	0.6612275	2308.68800	880.216680	4	10
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	641	0.9943916	1.823869e+03	651.380035	4.2031101	2000-2009 –> 2010-2019	1.6111457	0.6167541	2333.63676	1535.206756	11	14
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	641	0.9456523	1.759441e+03	26.527139	4.0910819	2000-2009 –> 2010-2019	1.6434950	0.6978427	2334.92278	55.991897	5	16
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	641	0.9574773	1.775372e+03	102.331085	4.1504415	2000-2009 –> 2010-2019	1.6756744	0.7181971	2366.14943	159.112089	6	19
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	641	0.9581015	1.776208e+03	75.833236	4.1412245	2000-2009 –> 2010-2019	1.6790168	0.7209153	2368.99459	147.007545	7	21
S_Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	641	0.9594672	1.778034e+03	94.969360	4.1133231	2000-2009 –> 2010-2019	1.6884821	0.7290149	2376.76449	147.339020	8	23
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	193	0.6227132	3.768739e+02	193.209126	2.1370035	1982-1999 –> 2000-2009	0.9397108	0.3169976	589.27142	655.614802	1	2
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	193	0.6443610	3.900647e+02	502.798925	2.1523012	1982-1999 –> 2000-2009	0.9889873	0.3446263	664.46850	1300.272987	4	6
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	193	0.6373894	3.858657e+02	118.980561	2.9155898	1982-1999 –> 2000-2009	0.9913812	0.3539917	680.16465	362.377504	2	7
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	193	0.6500420	3.934530e+02	294.630278	2.2250342	1982-1999 –> 2000-2009	0.9959956	0.3459537	670.70915	723.410486	5	8
S_Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate	193	0.6373910	3.838667e+02	25.738558	2.9160284	1982-1999 –> 2000-2009	1.0041882	0.3667972	702.53297	117.755148	3	10
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	193	0.6624889	4.007742e+02	423.349431	2.4228956	1982-1999 –> 2000-2009	1.0117374	0.3492484	685.06356	1029.941971	6	10
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	193	0.6635246	4.013772e+02	129.338030	3.0883613	1982-1999 –> 2000-2009	1.0375066	0.3739821	736.43736	452.356232	7	15
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	193	0.6683431	4.041702e+02	181.185990	3.1474303	1982-1999 –> 2000-2009	1.0434091	0.3750661	741.37792	388.296934	9	18
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	193	0.6693071	4.047265e+02	120.244101	3.0589969	1982-1999 –> 2000-2009	1.0489238	0.3796168	750.88287	423.314720	11	21
S_Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + phosphate + phosphate_star	193	0.6635683	3.994026e+02	128.007749	3.0860008	1982-1999 –> 2000-2009	1.0627552	0.3991869	780.85737	417.038563	8	20
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	411	0.6329750	8.024468e+02	905.026433	1.9927722	2000-2009 –> 2010-2019	1.2251860	0.5922110	1159.93467	1597.120749	1	2
S_Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + phosphate + phosphate_star	411	0.6684497	8.452708e+02	670.726244	2.1918110	2000-2009 –> 2010-2019	1.2610577	0.5926079	1201.01723	1108.659345	4	6
S_Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	411	0.6445751	8.193748e+02	750.608423	2.0594648	2000-2009 –> 2010-2019	1.2642661	0.6196909	1196.37074	1219.922273	2	5
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	411	0.6580657	8.344011e+02	121.640217	2.0412540	2000-2009 –> 2010-2019	1.2954551	0.6373894	1220.26685	240.620778	3	8
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	411	0.7060605	8.922668e+02	346.701040	2.2744626	2000-2009 –> 2010-2019	1.3287737	0.6227132	1269.14075	539.910166	9	13
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	411	0.6715091	8.510243e+02	198.311749	2.1127150	2000-2009 –> 2010-2019	1.3350336	0.6635246	1252.40143	327.649779	5	15
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	411	0.6737116	8.537160e+02	178.686050	2.1190147	2000-2009 –> 2010-2019	1.3420547	0.6683431	1257.88617	359.872041	6	18
S_Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate	411	0.7060930	8.903046e+02	37.502806	2.2789176	2000-2009 –> 2010-2019	1.3434840	0.6373910	1274.17132	63.241365	10	16
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	411	0.6749814	8.552639e+02	182.540257	2.1166962	2000-2009 –> 2010-2019	1.3442885	0.6693071	1259.99036	302.784359	7	21
S_Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	411	0.7250735	9.141090e+02	928.177022	2.3319536	2000-2009 –> 2010-2019	1.3694344	0.6443610	1304.17376	1430.975948	13	20
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	307	0.4718080	4.220018e+02	376.847601	1.4786346	1982-1999 –> 2000-2009	0.7764921	0.3046842	610.99426	894.077807	1	3
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	307	0.4834227	4.369339e+02	147.280114	1.6590380	1982-1999 –> 2000-2009	0.7868106	0.3033879	622.65184	445.080486	2	3
S_Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	307	0.4841641	4.358747e+02	75.389290	1.6657464	1982-1999 –> 2000-2009	0.7890599	0.3048959	623.40073	204.211748	3	6
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	307	0.4873266	4.418724e+02	714.739750	1.4977766	1982-1999 –> 2000-2009	0.8026945	0.3153678	657.33317	1367.500682	4	8
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate_star	307	0.4905999	4.459827e+02	374.141588	1.5156820	1982-1999 –> 2000-2009	0.8073700	0.3167700	664.85070	729.701058	5	12
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	307	0.4993618	4.568517e+02	224.927285	1.6931073	1982-1999 –> 2000-2009	0.8154202	0.3160584	673.99237	504.393029	7	12
S_Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + phosphate + phosphate_star	307	0.4994075	4.549078e+02	224.606321	1.6949216	1982-1999 –> 2000-2009	0.8155231	0.3161156	670.18753	496.324957	8	14
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	307	0.4988695	4.562461e+02	553.887483	1.6164033	1982-1999 –> 2000-2009	0.8185558	0.3196862	682.15199	1091.173780	6	15
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	307	0.5017340	4.597615e+02	140.201534	1.7033678	1982-1999 –> 2000-2009	0.8194035	0.3176695	680.80707	335.075479	9	17
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	307	0.5026154	4.608392e+02	199.205279	1.7310054	1982-1999 –> 2000-2009	0.8239086	0.3212932	690.59581	455.554475	10	20
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	578	0.4903309	8.284408e+02	126.944537	2.2936415	2000-2009 –> 2010-2019	0.9737536	0.4834227	1265.37461	274.224651	1	3
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	578	0.4983186	8.471209e+02	199.004279	2.3405551	2000-2009 –> 2010-2019	0.9976804	0.4993618	1303.97256	423.931564	2	9
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	578	0.5001822	8.514361e+02	125.671350	2.3562683	2000-2009 –> 2010-2019	1.0019162	0.5017340	1311.19762	265.872884	4	13
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate	578	0.5308378	9.201997e+02	371.404365	2.3125456	2000-2009 –> 2010-2019	1.0026458	0.4718080	1342.20143	748.251966	6	7
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	578	0.5001346	8.513260e+02	173.238851	2.3851031	2000-2009 –> 2010-2019	1.0027500	0.5026154	1312.16521	372.444129	3	14
S_Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	578	0.5343162	9.257498e+02	65.809479	2.1778188	2000-2009 –> 2010-2019	1.0184803	0.4841641	1361.62452	141.198768	7	10
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	578	0.5457619	9.522511e+02	725.042312	2.3393727	2000-2009 –> 2010-2019	1.0330885	0.4873266	1394.12344	1439.782062	8	12
S_Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + aou + phosphate_star	578	0.5508747	9.630304e+02	383.211848	2.3720296	2000-2009 –> 2010-2019	1.0414746	0.4905999	1409.01312	757.353436	10	15
S_Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + phosphate + phosphate_star	578	0.5486729	9.564008e+02	197.499380	2.2080099	2000-2009 –> 2010-2019	1.0480804	0.4994075	1411.30858	422.105701	9	17
S_Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate_star	578	0.5543826	9.683683e+02	66.492973	2.2287757	2000-2009 –> 2010-2019	1.0561166	0.5017340	1426.12987	139.675755	11	21
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	320	0.3260301	2.048307e+02	554.616645	1.0988294	1982-1999 –> 2000-2009	0.5600576	0.2340274	183.04918	1452.430926	1	4
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	320	0.3281280	2.089357e+02	525.358640	1.0912414	1982-1999 –> 2000-2009	0.5637314	0.2356034	194.34894	1426.674565	2	9
S_Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	320	0.3291221	2.108717e+02	794.063139	1.0999349	1982-1999 –> 2000-2009	0.5656284	0.2365063	200.38537	1778.720094	3	12
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	320	0.3463018	2.414361e+02	210.713696	1.3539838	1982-1999 –> 2000-2009	0.5780839	0.2317822	207.31991	646.029811	4	6
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	320	0.3569834	2.608785e+02	293.643065	1.3682537	1982-1999 –> 2000-2009	0.5930887	0.2361053	246.57274	828.542851	5	13
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	320	0.3602444	2.666981e+02	177.361865	1.3790940	1982-1999 –> 2000-2009	0.5971210	0.2368766	255.88886	423.971118	6	17
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	320	0.3701300	2.840240e+02	245.751758	1.4325231	1982-1999 –> 2000-2009	0.6047994	0.2346695	263.17920	652.567752	7	11
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	320	0.3777265	2.970263e+02	124.795280	1.6109901	1982-1999 –> 2000-2009	0.6094917	0.2317651	262.83152	505.171845	9	10
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	320	0.3885822	3.151603e+02	142.917869	1.6085534	1982-1999 –> 2000-2009	0.6239530	0.2353708	297.51451	514.055308	12	17
S_Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + nitrate + phosphate_star	320	0.3886120	3.132094e+02	139.772391	1.6085923	1982-1999 –> 2000-2009	0.6240202	0.2354082	293.73392	468.572393	13	19
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	616	0.3414954	4.364454e+02	462.421749	1.2124059	2000-2009 –> 2010-2019	0.6877971	0.3463018	677.88144	673.135445	6	7
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	616	0.3192366	3.534067e+02	207.244260	1.4033993	2000-2009 –> 2010-2019	0.6969631	0.3777265	650.43305	332.039540	1	6
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	616	0.3510069	4.702905e+02	694.096766	1.2206510	2000-2009 –> 2010-2019	0.7079903	0.3569834	731.16901	987.739831	8	10
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	616	0.3221380	3.645532e+02	276.978010	1.4602633	2000-2009 –> 2010-2019	0.7107202	0.3885822	679.71356	419.895880	2	10
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	616	0.3233489	3.691756e+02	320.496231	1.4585130	2000-2009 –> 2010-2019	0.7140434	0.3906945	687.80538	483.801579	3	13
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	616	0.3540063	4.807734e+02	344.600450	1.2320220	2000-2009 –> 2010-2019	0.7142506	0.3602444	747.47148	521.962315	9	12
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + silicate	616	0.3303961	3.957379e+02	197.801908	1.4109649	2000-2009 –> 2010-2019	0.7163605	0.3859644	706.57201	323.461474	5	12
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	616	0.3244308	3.732909e+02	146.951300	1.4733268	2000-2009 –> 2010-2019	0.7186684	0.3942375	697.69856	251.172854	4	15
S_Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + aou + phosphate	616	0.3448413	4.464576e+02	149.309240	1.2358304	2000-2009 –> 2010-2019	0.7279010	0.3830597	750.45697	229.065719	7	13
S_Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	616	0.3721597	5.423839e+02	519.282363	1.3011565	2000-2009 –> 2010-2019	0.7422897	0.3701300	826.40782	765.034121	12	16
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2341	0.7793822	5.490464e+03	314.463934	4.4070386	1982-1999 –> 2000-2009	1.2837984	0.5044162	9773.87219	401.712359	1	2
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	2341	0.7805727	5.495610e+03	204.426747	4.4257475	1982-1999 –> 2000-2009	1.2920201	0.5114474	9857.47386	278.669535	2	4
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2341	0.7975797	5.596526e+03	895.676560	4.2477051	1982-1999 –> 2000-2009	1.3183624	0.5207826	10063.51710	1221.381911	5	9
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2341	0.8062414	5.647098e+03	933.402613	4.5564083	1982-1999 –> 2000-2009	1.3239762	0.5177349	10079.97549	1676.856741	15	18
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	2341	0.8134532	5.688792e+03	36.543391	4.3164270	1982-1999 –> 2000-2009	1.3430138	0.5295605	10252.92943	112.177160	25	30
S_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	2341	0.8140913	5.690464e+03	6.289070	4.2975009	1982-1999 –> 2000-2009	1.3438496	0.5297583	10254.77058	32.600343	26	32
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + silicate	2341	0.8034524	5.630874e+03	71.676628	4.4826246	1982-1999 –> 2000-2009	1.3844914	0.5810390	10734.19226	144.727024	8	15
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2341	0.7912516	5.561230e+03	276.493982	4.3250447	1982-1999 –> 2000-2009	1.3964474	0.6051957	10903.29526	395.250285	3	12
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	2341	0.8043459	5.636078e+03	611.330166	4.1539623	1982-1999 –> 2000-2009	1.4075479	0.6032020	10956.96432	946.380771	11	19
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	2341	0.7914472	5.560387e+03	64.232820	4.3314797	1982-1999 –> 2000-2009	1.4411902	0.6497430	11313.24925	100.896921	4	17
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	4024	0.7051588	8.622191e+03	171.262744	3.8907568	2000-2009 –> 2010-2019	1.4845410	0.7793822	14112.65534	485.726678	1	2
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	4024	0.7064630	8.635062e+03	132.116582	3.8471613	2000-2009 –> 2010-2019	1.4870356	0.7805727	14130.67244	336.543329	2	4
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4024	0.7260564	8.855231e+03	675.297615	3.9848221	2000-2009 –> 2010-2019	1.5236362	0.7975797	14451.75716	1570.974175	3	8
S_Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	4024	0.7490722	9.108390e+03	171.000480	4.2173372	2000-2009 –> 2010-2019	1.5403239	0.7912516	14669.62048	447.494463	6	9
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	4024	0.7492660	9.108472e+03	45.050429	4.2556821	2000-2009 –> 2010-2019	1.5487613	0.7994952	14716.22917	78.342613	7	13
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	4024	0.7382381	8.989139e+03	44.014154	4.1380192	2000-2009 –> 2010-2019	1.5516913	0.8134532	14677.93122	80.557545	4	30
S_Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + aou + nitrate	4024	0.7398055	9.004208e+03	8.141595	4.0904005	2000-2009 –> 2010-2019	1.5538968	0.8140913	14694.67181	14.430664	5	32
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	4024	0.7643912	9.269316e+03	48.435927	5.0198278	2000-2009 –> 2010-2019	1.5558383	0.7914472	14829.70314	112.668747	9	13
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	4024	0.7528272	9.146633e+03	831.486134	4.5730280	2000-2009 –> 2010-2019	1.5590686	0.8062414	14793.73099	1764.888747	8	24
S_Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	4024	0.7680144	9.307373e+03	537.809153	4.0026125	2000-2009 –> 2010-2019	1.5723603	0.8043459	14943.45072	1149.139319	10	21
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	623	4.0660757	3.529735e+03	45.796311	13.5174523	1982-1999 –> 2000-2009	7.6849976	3.6189219	5529.28879	92.402529	1	3
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	623	4.0807637	3.534227e+03	117.925088	13.8032781	1982-1999 –> 2000-2009	7.7138376	3.6330739	5536.64641	303.567635	2	13
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	623	4.0881783	3.536489e+03	107.858717	13.9318414	1982-1999 –> 2000-2009	7.7199683	3.6317900	5538.64884	260.686491	3	12
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	623	4.1039542	3.541288e+03	10.620997	14.9967135	1982-1999 –> 2000-2009	7.7214836	3.6175295	5540.56000	21.185200	5	6
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	623	4.0916990	3.537562e+03	104.447620	13.8548392	1982-1999 –> 2000-2009	7.7252137	3.6335147	5540.06991	252.592826	4	17
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	623	4.1155594	3.544807e+03	12.584323	15.1161030	1982-1999 –> 2000-2009	7.7352835	3.6197241	5544.52364	24.944778	8	11
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	623	4.1171143	3.545277e+03	12.577693	15.0915543	1982-1999 –> 2000-2009	7.7377206	3.6206064	5545.17318	24.822575	9	14
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	623	4.1231460	3.547102e+03	27.210784	15.1210759	1982-1999 –> 2000-2009	7.7437805	3.6206345	5547.00299	50.987774	10	16
S_Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	623	4.1079958	3.540515e+03	2.269561	14.9556287	1982-1999 –> 2000-2009	7.7439532	3.6359573	5541.51602	7.014268	6	23
S_Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + phosphate_star	623	4.1232394	3.545130e+03	2.269284	15.2116158	1982-1999 –> 2000-2009	7.7550776	3.6318382	5545.29899	6.835819	11	21
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	317	5.0223547	1.936819e+03	91.522870	16.4689398	2000-2009 –> 2010-2019	9.1105330	4.0881783	5473.30827	199.381588	2	5
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	317	5.0453240	1.939712e+03	26.187415	15.9583061	2000-2009 –> 2010-2019	9.1113996	4.0660757	5469.44646	71.983726	5	6
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	317	5.0364119	1.938591e+03	102.591745	15.9735596	2000-2009 –> 2010-2019	9.1171756	4.0807637	5472.81844	220.516832	4	6
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	317	5.0264203	1.937332e+03	87.720309	16.1590224	2000-2009 –> 2010-2019	9.1181193	4.0916990	5474.89387	192.167929	3	7
S_Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + aou + nitrate	317	5.0791755	1.941951e+03	16.741505	14.9300236	2000-2009 –> 2010-2019	9.1881743	4.1089988	5482.77040	41.842303	6	13
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	317	4.9936840	1.933189e+03	88.021074	18.5872864	2000-2009 –> 2010-2019	9.2141368	4.2204528	5509.35495	196.141219	1	22
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	317	5.1914689	1.957816e+03	11.048238	14.8480551	2000-2009 –> 2010-2019	9.2954231	4.1039542	5499.10389	21.669236	7	12
S_Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	317	5.3197242	1.971288e+03	2.428798	12.3689120	2000-2009 –> 2010-2019	9.4277200	4.1079958	5511.80301	4.698359	13	19
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	317	5.3288841	1.974379e+03	15.053074	13.4248472	2000-2009 –> 2010-2019	9.4444435	4.1155594	5519.18574	27.637397	14	22
S_Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	317	5.3310569	1.974637e+03	15.106196	13.3614549	2000-2009 –> 2010-2019	9.4481711	4.1171143	5519.91484	27.683890	15	24
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	840	2.5452205	3.967302e+03	44.754987	13.2869247	1982-1999 –> 2000-2009	5.0870830	2.5418625	6883.46695	67.764306	4	5
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	840	2.5449874	3.967148e+03	30.304108	13.3053062	1982-1999 –> 2000-2009	5.0872542	2.5422668	6883.50933	45.314712	3	5
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	840	2.5454171	3.967432e+03	62.496659	13.3194770	1982-1999 –> 2000-2009	5.0890623	2.5436452	6884.46181	170.012352	5	8
S_Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	840	2.5505626	3.970824e+03	355.575015	13.3715421	1982-1999 –> 2000-2009	5.1235463	2.5729837	6902.00602	1018.266684	9	15
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	840	2.5398344	3.963743e+03	57.659789	13.8753745	1982-1999 –> 2000-2009	5.1361944	2.5963600	6906.08534	171.865816	1	10
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	840	2.5418158	3.965053e+03	26.350418	13.9891481	1982-1999 –> 2000-2009	5.1429064	2.6010906	6909.64174	56.141188	2	15
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	840	2.5465176	3.968158e+03	43.514651	14.0797310	1982-1999 –> 2000-2009	5.1506725	2.6041549	6914.19943	76.445695	6	20
S_Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	840	2.5578317	3.973605e+03	329.776975	13.0530922	1982-1999 –> 2000-2009	5.1884710	2.6306393	6930.13351	986.967373	11	29
S_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	840	2.5475196	3.966819e+03	56.069833	13.5498160	1982-1999 –> 2000-2009	5.1952296	2.6477100	6931.32857	160.616847	7	29
S_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	840	2.5497917	3.968316e+03	23.751682	13.6648800	1982-1999 –> 2000-2009	5.2021774	2.6523857	6935.00352	38.358652	8	32
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	768	2.2850134	3.462797e+03	96.989294	9.9623926	2000-2009 –> 2010-2019	4.8248478	2.5398344	7426.53970	154.649082	1	2
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	768	2.2852078	3.462927e+03	70.556125	10.0034626	2000-2009 –> 2010-2019	4.8270236	2.5418158	7427.98046	96.906543	2	4
S_Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	768	2.2884995	3.465138e+03	112.483019	10.1075717	2000-2009 –> 2010-2019	4.8350171	2.5465176	7433.29612	155.997670	3	9
S_Pacific	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	768	2.3105328	3.479856e+03	395.466455	9.5644908	2000-2009 –> 2010-2019	4.8610954	2.5505626	7450.68024	751.041470	4	13
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	768	2.4250432	3.554154e+03	84.121408	9.2760666	2000-2009 –> 2010-2019	4.9704603	2.5454171	7521.58573	146.618067	5	10
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	768	2.4294137	3.556920e+03	61.634389	9.3491305	2000-2009 –> 2010-2019	4.9744012	2.5449874	7524.06786	91.938498	8	11
S_Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	768	2.4357265	3.560906e+03	76.026759	9.4597754	2000-2009 –> 2010-2019	4.9809470	2.5452205	7528.20781	120.781746	11	15
S_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	768	2.4348278	3.558339e+03	82.861601	9.3734320	2000-2009 –> 2010-2019	4.9823474	2.5475196	7525.15781	138.931434	9	16
S_Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	768	2.4355064	3.558767e+03	54.624826	9.4291333	2000-2009 –> 2010-2019	4.9852981	2.5497917	7527.08357	78.376508	10	18
S_Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	768	2.4381797	3.560452e+03	70.222238	9.5065689	2000-2009 –> 2010-2019	4.9927300	2.5545503	7531.90101	107.998207	12	22
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	685	1.8454171	2.797352e+03	35.013024	6.4601382	1982-1999 –> 2000-2009	3.0048437	1.1594266	4503.56532	82.069671	3	6
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	685	1.8526398	2.802704e+03	33.736977	6.6106984	1982-1999 –> 2000-2009	3.0110290	1.1583892	4507.95004	80.705146	5	7
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	685	1.8269385	2.783565e+03	33.518016	5.7695945	1982-1999 –> 2000-2009	3.0307071	1.2037686	4530.31215	58.719422	1	5
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	685	1.8311399	2.786712e+03	31.579847	5.9145627	1982-1999 –> 2000-2009	3.0353661	1.2042261	4533.86952	50.696537	2	7
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	685	1.8847986	2.826281e+03	417.829872	7.1439073	1982-1999 –> 2000-2009	3.0403645	1.1555659	4528.89156	940.796496	8	9
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	685	1.8470309	2.798550e+03	336.756448	6.3938574	1982-1999 –> 2000-2009	3.0547005	1.2076696	4548.79122	734.101752	4	10
S_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	685	1.8644922	2.809440e+03	29.987985	6.2170681	1982-1999 –> 2000-2009	3.1087430	1.2442508	4589.91025	53.055661	6	15
S_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	685	1.8723639	2.815212e+03	25.341840	6.3738914	1982-1999 –> 2000-2009	3.1149301	1.2425662	4594.21884	41.416613	7	15
S_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	685	1.9021844	2.836860e+03	314.401779	6.8721285	1982-1999 –> 2000-2009	3.1369415	1.2347571	4609.05763	672.090905	9	16
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	685	2.3255729	3.114180e+03	33.982030	6.9750509	1982-1999 –> 2000-2009	4.0800974	1.7545245	5267.80712	69.049197	10	30
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	615	1.8467839	2.513833e+03	35.802602	6.0656280	2000-2009 –> 2010-2019	3.6737224	1.8269385	5297.39740	69.320618	1	2
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	615	1.8478221	2.514524e+03	33.408693	6.0837484	2000-2009 –> 2010-2019	3.6789621	1.8311399	5301.23569	64.988541	2	4
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	615	1.8527680	2.517812e+03	406.713178	6.1388956	2000-2009 –> 2010-2019	3.6997989	1.8470309	5316.36131	743.469626	3	7
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	615	1.9290599	2.567445e+03	35.642807	5.5978555	2000-2009 –> 2010-2019	3.7744770	1.8454171	5364.79679	70.655831	4	7
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	615	1.9359719	2.571844e+03	35.461883	5.6456956	2000-2009 –> 2010-2019	3.7886116	1.8526398	5374.54760	69.198861	6	11
S_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	615	1.9304135	2.566308e+03	34.374091	5.7985972	2000-2009 –> 2010-2019	3.7949057	1.8644922	5375.74789	64.362076	5	11
S_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	615	1.9371805	2.570612e+03	32.387050	5.7781642	2000-2009 –> 2010-2019	3.8095444	1.8723639	5385.82385	57.728889	7	14
S_Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	615	1.9634228	2.589162e+03	423.648785	5.8163916	2000-2009 –> 2010-2019	3.8482214	1.8847986	5415.44274	841.478657	8	16
S_Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	615	1.9649824	2.588139e+03	386.780194	5.8346697	2000-2009 –> 2010-2019	3.8671668	1.9021844	5424.99863	701.181973	9	18
S_Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	615	2.3783389	2.824969e+03	35.792671	11.8165299	2000-2009 –> 2010-2019	4.7039118	2.3255729	5939.14900	69.774701	10	20
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	950	2.4411948	4.405710e+03	504.549212	10.7543170	1982-1999 –> 2000-2009	3.8936327	1.4524379	6667.10581	1161.734429	4	5
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	950	2.4479383	4.410951e+03	55.127007	10.8073712	1982-1999 –> 2000-2009	3.9017769	1.4538386	6673.55588	96.701442	6	8
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	950	2.4496781	4.412301e+03	64.933622	10.8242794	1982-1999 –> 2000-2009	3.9039269	1.4542488	6675.25950	123.669705	7	10
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	950	2.4305505	4.397407e+03	85.573603	7.1122756	1982-1999 –> 2000-2009	3.9768781	1.5463277	6737.35300	149.675792	1	5
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	950	2.4327555	4.399130e+03	69.940587	7.1494821	1982-1999 –> 2000-2009	3.9807164	1.5479609	6740.39975	124.341285	2	7
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	950	2.4405331	4.405195e+03	768.296822	7.2447220	1982-1999 –> 2000-2009	4.0044971	1.5639641	6759.36195	1620.356974	3	11
S_Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	950	2.5103518	4.456787e+03	60.838664	10.6263338	1982-1999 –> 2000-2009	4.0619796	1.5516277	6799.02355	112.895330	9	15
S_Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	950	2.5118796	4.457943e+03	43.633840	10.6240830	1982-1999 –> 2000-2009	4.0653627	1.5534831	6801.67813	80.035449	10	17
S_Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	950	2.5210870	4.464894e+03	475.125991	10.5988037	1982-1999 –> 2000-2009	4.0904431	1.5693562	6821.37788	1043.875903	12	21
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	950	2.6646660	4.572133e+03	61.460253	9.9067634	1982-1999 –> 2000-2009	4.4111556	1.7464897	7064.72195	113.231098	33	43
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	952	2.4487988	4.420877e+03	83.356762	6.7580996	2000-2009 –> 2010-2019	4.8793492	2.4305505	8818.28377	168.930365	1	2
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	952	2.4513967	4.422896e+03	62.599096	6.7885080	2000-2009 –> 2010-2019	4.8841523	2.4327555	8822.02564	132.539683	2	4
S_Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	952	2.4613149	4.430584e+03	719.730293	6.8745944	2000-2009 –> 2010-2019	4.9018480	2.4405331	8835.77815	1488.027115	3	6
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	952	2.5671299	4.510728e+03	30.470476	6.7949782	2000-2009 –> 2010-2019	5.0103290	2.4431990	8917.99720	59.251874	4	9
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	952	2.6520130	4.572666e+03	619.061953	8.3469855	2000-2009 –> 2010-2019	5.0932077	2.4411948	8978.37588	1123.611165	15	19
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	952	2.5916246	4.528809e+03	26.587094	7.5418950	2000-2009 –> 2010-2019	5.1018702	2.5102456	8987.51585	54.584178	6	14
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	952	2.5860782	4.524730e+03	155.993888	7.6044909	2000-2009 –> 2010-2019	5.1055684	2.5194902	8990.42100	376.028419	5	16
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	952	2.6602543	4.578574e+03	58.759078	8.3523022	2000-2009 –> 2010-2019	5.1081926	2.4479383	8989.52487	113.886084	16	22
S_Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	952	2.6625154	4.580192e+03	72.868781	8.3437838	2000-2009 –> 2010-2019	5.1121934	2.4496781	8992.49232	137.802402	17	24
S_Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + silicate	952	2.5922936	4.527301e+03	26.085519	7.4858292	2000-2009 –> 2010-2019	5.1136926	2.5213990	8992.43054	49.989151	7	20
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1363	2.2727817	6.120085e+03	66.793731	9.4401682	1982-1999 –> 2000-2009	4.1418957	1.8691140	9221.13335	102.235821	1	2
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1363	2.2793963	6.128007e+03	90.962846	8.9800941	1982-1999 –> 2000-2009	4.2394921	1.9600958	9300.82399	191.140319	2	5
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1363	2.2798671	6.128570e+03	70.920405	9.0013976	1982-1999 –> 2000-2009	4.2395042	1.9596371	9301.03348	146.357670	3	5
S_Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1363	2.2864714	6.134455e+03	41.161245	9.5274099	1982-1999 –> 2000-2009	4.2499717	1.9635004	9307.89264	76.093470	5	9
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1363	2.2862552	6.136197e+03	728.489325	8.9912156	1982-1999 –> 2000-2009	4.2612125	1.9749574	9320.42010	1588.736206	4	9
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1363	2.2969389	6.148906e+03	282.905367	8.2981690	1982-1999 –> 2000-2009	4.3225643	2.0256254	9371.37992	521.174635	6	15
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	1363	2.3268061	6.184124e+03	739.080890	5.2778429	1982-1999 –> 2000-2009	4.3228695	1.9960634	9384.39838	1547.012978	13	19
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1363	2.3259465	6.183117e+03	63.899301	5.2634248	1982-1999 –> 2000-2009	4.3235613	1.9976148	9384.56434	109.566476	12	19
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1363	2.3256044	6.182716e+03	92.905826	5.2563328	1982-1999 –> 2000-2009	4.3235902	1.9979858	9384.44378	159.256808	11	19
S_Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1363	2.3161309	6.169589e+03	68.458461	8.5933296	1982-1999 –> 2000-2009	4.3713813	2.0552504	9411.98630	160.754822	10	20
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1251	2.3770518	5.730568e+03	93.138033	7.0419799	2000-2009 –> 2010-2019	4.6564482	2.2793963	11858.57526	184.100879	10	12
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1251	2.3770472	5.730564e+03	67.561744	7.0430075	2000-2009 –> 2010-2019	4.6569142	2.2798671	11859.13325	138.482149	9	12
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1251	2.3864254	5.740415e+03	54.550337	6.6532225	2000-2009 –> 2010-2019	4.6592071	2.2727817	11860.50006	121.344068	19	20
S_Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1251	2.3770762	5.730594e+03	815.660034	7.0411442	2000-2009 –> 2010-2019	4.6633314	2.2862552	11866.79129	1544.149358	11	15
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1251	2.3806203	5.734322e+03	215.695004	6.6904004	2000-2009 –> 2010-2019	4.6775592	2.2969389	11883.22791	498.600370	15	21
S_Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1251	2.3939210	5.746262e+03	33.574460	6.5571784	2000-2009 –> 2010-2019	4.6803923	2.2864714	11880.71657	74.735705	26	31
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1251	2.3750442	5.728454e+03	34.063729	6.8386375	2000-2009 –> 2010-2019	4.6828995	2.3078553	11890.28549	87.364700	4	11
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1251	2.3743645	5.727738e+03	32.219535	6.8637620	2000-2009 –> 2010-2019	4.6836610	2.3092965	11891.27116	84.645834	2	10
S_Pacific	(27,27.25]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1251	2.3884162	5.740502e+03	19.809178	6.7356766	2000-2009 –> 2010-2019	4.7001501	2.3117339	11904.91019	47.818191	23	32
S_Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	1251	2.3761924	5.729664e+03	110.188091	7.0759045	2000-2009 –> 2010-2019	4.7017969	2.3256044	11912.37954	203.093917	6	17
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2033	2.0152268	8.632579e+03	87.599981	7.7406025	1982-1999 –> 2000-2009	3.8634570	1.8482302	14343.51343	150.895183	3	5
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2033	2.0185783	8.639336e+03	112.175857	7.3413448	1982-1999 –> 2000-2009	3.9173449	1.8987665	14425.85664	218.853430	5	10
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2033	2.0750975	8.751617e+03	95.485305	8.1008008	1982-1999 –> 2000-2009	3.9331139	1.8580164	14477.34848	183.312000	10	13
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2033	2.0797226	8.760670e+03	100.608843	8.2552247	1982-1999 –> 2000-2009	3.9396834	1.8599607	14489.33161	190.886751	11	15
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2033	2.0977864	8.795833e+03	497.377198	8.2169471	1982-1999 –> 2000-2009	3.9424134	1.8446270	14501.29933	1236.009575	13	14
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2033	2.0159780	8.634095e+03	164.789468	7.3764614	1982-1999 –> 2000-2009	3.9444907	1.9285127	14464.17146	297.799746	4	12
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2033	2.0131116	8.628309e+03	264.230947	7.0175256	1982-1999 –> 2000-2009	3.9447267	1.9316151	14462.89004	701.440765	1	11
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2033	2.0147637	8.631645e+03	237.402797	7.0178889	1982-1999 –> 2000-2009	3.9462082	1.9314445	14465.97805	622.075764	2	11
S_Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2033	2.0257536	8.651763e+03	63.941129	7.9369115	1982-1999 –> 2000-2009	3.9574698	1.9317162	14484.49062	119.616048	7	18
S_Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2033	2.0568136	8.713633e+03	80.029547	8.0069435	1982-1999 –> 2000-2009	4.0040362	1.9472225	14568.76234	158.677291	8	22
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1603	2.2407537	7.149757e+03	218.048038	7.8687073	2000-2009 –> 2010-2019	4.2538653	2.0131116	15778.06649	482.278985	1	2
S_Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1603	2.2494129	7.162123e+03	183.984340	7.7944555	2000-2009 –> 2010-2019	4.2641766	2.0147637	15793.76743	421.387137	2	4
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1603	2.2694962	7.190619e+03	113.968073	9.4197737	2000-2009 –> 2010-2019	4.2854742	2.0159780	15824.71416	278.757542	6	10
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1603	2.3112413	7.249055e+03	90.548595	9.7082771	2000-2009 –> 2010-2019	4.3298196	2.0185783	15888.39072	202.724453	9	14
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1603	2.4441179	7.428269e+03	105.330302	9.2645144	2000-2009 –> 2010-2019	4.4593447	2.0152268	16060.84809	192.930283	10	13
S_Pacific	(27.25,27.5]	4	cstar_tref ~ sal + temp + nitrate + silicate	1603	2.4518756	7.436429e+03	38.931025	9.6422907	2000-2009 –> 2010-2019	4.4713369	2.0194613	16075.54266	102.624127	11	17
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1603	2.2585911	7.175177e+03	96.148589	8.3382942	2000-2009 –> 2010-2019	4.5245369	2.2659458	16284.53783	231.934016	3	24
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1603	2.2685350	7.189261e+03	86.842663	8.4609211	2000-2009 –> 2010-2019	4.5414489	2.2729140	16311.10628	190.996387	4	26
S_Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1603	2.5214574	7.526145e+03	39.092489	9.4379384	2000-2009 –> 2010-2019	4.5472110	2.0257536	16177.90790	103.033618	15	22
S_Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1603	2.4776429	7.471945e+03	67.655754	10.0413483	2000-2009 –> 2010-2019	4.5527404	2.0750975	16223.56242	163.141059	13	23
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	2444	1.7154110	9.587594e+03	424.672538	9.1224568	1982-1999 –> 2000-2009	3.5124063	1.7969954	15769.14170	727.011747	1	3
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2444	1.7450725	9.671391e+03	608.953108	9.8097846	1982-1999 –> 2000-2009	3.5437625	1.7986900	15855.83826	958.806482	2	5
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2444	1.7735104	9.750404e+03	322.080344	10.1286892	1982-1999 –> 2000-2009	3.5681058	1.7945953	15927.84118	595.229947	3	4
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2444	1.8386077	9.926606e+03	420.299651	10.5454933	1982-1999 –> 2000-2009	3.6425078	1.8039001	16119.94993	719.630817	6	10
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	2444	1.8397216	9.927566e+03	312.060811	10.4862452	1982-1999 –> 2000-2009	3.6447411	1.8050195	16120.81860	528.370931	7	12
S_Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2444	1.8473610	9.949821e+03	591.123874	8.1466746	1982-1999 –> 2000-2009	3.6881229	1.8407619	16205.38847	922.409457	8	14
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2444	1.7795763	9.767094e+03	111.535712	8.0845626	1982-1999 –> 2000-2009	3.6895900	1.9100137	16136.26060	199.247489	4	19
S_Pacific	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2444	1.8525345	9.963491e+03	592.785692	8.1068703	1982-1999 –> 2000-2009	3.6940078	1.8414733	16220.24678	926.784674	9	16
S_Pacific	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2444	1.8850810	1.004662e+04	293.366990	9.0347020	1982-1999 –> 2000-2009	3.7267349	1.8416538	16301.67821	541.605532	10	18
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + silicate	2444	1.8026050	9.827942e+03	89.765346	8.7230567	1982-1999 –> 2000-2009	3.7335719	1.9309669	16228.66886	176.573897	5	28
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1942	2.4096701	8.941096e+03	80.758872	6.8939090	2000-2009 –> 2010-2019	4.1892464	1.7795763	18708.18987	192.294584	1	5
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	1942	2.5741479	9.197551e+03	222.669606	8.3819079	2000-2009 –> 2010-2019	4.2895589	1.7154110	18785.14527	647.342144	13	14
S_Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1942	2.4799142	9.052699e+03	293.525639	6.0345381	2000-2009 –> 2010-2019	4.3272751	1.8473610	19002.52027	884.649512	2	11
S_Pacific	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1942	2.4824350	9.056645e+03	296.932756	6.0539421	2000-2009 –> 2010-2019	4.3349696	1.8525345	19020.13619	889.718448	3	13
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1942	2.6461432	9.304690e+03	296.241928	9.5476785	2000-2009 –> 2010-2019	4.3912157	1.7450725	18976.08100	905.195036	20	22
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1942	2.5266129	9.125158e+03	81.458193	7.7259583	2000-2009 –> 2010-2019	4.4622381	1.9356252	19303.11301	175.395042	5	21
S_Pacific	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + silicate	1942	2.6608064	9.324153e+03	64.319988	10.4490216	2000-2009 –> 2010-2019	4.4634114	1.8026050	19152.09493	154.085334	21	26
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1942	2.5324716	9.134154e+03	81.113173	7.7868915	2000-2009 –> 2010-2019	4.4707081	1.9382365	19318.69851	174.144199	6	23
S_Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1942	2.7204561	9.412263e+03	169.065018	9.6887237	2000-2009 –> 2010-2019	4.4939666	1.7735104	19162.66714	491.145362	24	27
S_Pacific	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1942	2.4941748	9.072970e+03	44.186650	6.5718080	2000-2009 –> 2010-2019	4.5019571	2.0077823	19427.82794	103.698628	4	28
S_Pacific	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate	906	1.4023427	3.193834e+03	606.481728	4.3348596	1982-1999 –> 2000-2009	2.7421740	1.3398313	5271.30449	1255.767761	1	3
S_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	906	1.4269833	3.227396e+03	975.575374	4.5211679	1982-1999 –> 2000-2009	2.7763647	1.3493814	5315.44654	1803.571577	2	5
S_Pacific	(27.75,27.85]	3	cstar_tref ~ sal + nitrate + phosphate	906	1.4306868	3.230093e+03	965.970921	4.6401822	1982-1999 –> 2000-2009	2.7808011	1.3501143	5316.79918	1793.460802	3	7
S_Pacific	(27.75,27.85]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	906	1.4375318	3.238741e+03	762.592886	4.5200066	1982-1999 –> 2000-2009	2.7905124	1.3529806	5328.00969	1531.794322	4	9
S_Pacific	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate	906	1.4590411	3.265653e+03	858.691866	4.6990590	1982-1999 –> 2000-2009	2.8204297	1.3613887	5362.40502	1720.382477	5	11
S_Pacific	(27.75,27.85]	3	cstar_tref ~ nitrate + silicate + phosphate	906	1.4990587	3.314682e+03	979.514129	5.3509100	1982-1999 –> 2000-2009	2.8388467	1.3397880	5392.11347	1889.301458	6	7
S_Pacific	(27.75,27.85]	2	cstar_tref ~ nitrate + phosphate	906	1.4993072	3.312982e+03	526.633642	5.3724358	1982-1999 –> 2000-2009	2.8713767	1.3720695	5417.17482	1132.459418	7	14
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	906	1.7173152	3.564978e+03	669.614309	4.4600500	1982-1999 –> 2000-2009	3.1282495	1.4109343	5708.91191	1283.299764	8	16
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	906	1.7180519	3.565755e+03	124.822939	4.4429596	1982-1999 –> 2000-2009	3.1293448	1.4112929	5709.99606	199.144918	9	19
S_Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	906	1.7182924	3.566008e+03	126.161336	4.4377142	1982-1999 –> 2000-2009	3.1298639	1.4115715	5710.48809	200.749506	10	22
S_Pacific	(27.75,27.85]	3	cstar_tref ~ temp + nitrate + phosphate	831	1.9364123	3.466587e+03	450.423026	5.4701365	2000-2009 –> 2010-2019	3.3387550	1.4023427	6660.42076	1056.904754	3	4
S_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	831	1.9192039	3.453751e+03	708.142046	5.1125048	2000-2009 –> 2010-2019	3.3461871	1.4269833	6681.14708	1683.717420	1	3
S_Pacific	(27.75,27.85]	3	cstar_tref ~ sal + nitrate + phosphate	831	1.9201927	3.452607e+03	640.742867	5.2195648	2000-2009 –> 2010-2019	3.3508795	1.4306868	6682.69992	1606.713788	2	5
S_Pacific	(27.75,27.85]	3	cstar_tref ~ nitrate + phosphate + phosphate_star	831	1.9738055	3.498375e+03	493.356236	5.1374996	2000-2009 –> 2010-2019	3.4113373	1.4375318	6737.11646	1255.949122	4	8
S_Pacific	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate	831	2.0085442	3.527372e+03	520.163880	5.0740789	2000-2009 –> 2010-2019	3.4675852	1.4590411	6793.02446	1378.855745	5	10
S_Pacific	(27.75,27.85]	3	cstar_tref ~ nitrate + silicate + phosphate	831	2.1324018	3.626824e+03	613.332109	6.4638302	2000-2009 –> 2010-2019	3.6314605	1.4990587	6941.50559	1592.846239	8	14
S_Pacific	(27.75,27.85]	2	cstar_tref ~ nitrate + phosphate	831	2.1643882	3.649569e+03	421.655030	6.5047549	2000-2009 –> 2010-2019	3.6636954	1.4993072	6962.55107	948.288672	9	16
S_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	831	2.1044814	3.606919e+03	464.149059	8.4455885	2000-2009 –> 2010-2019	3.8284162	1.7239348	7176.86736	1406.798813	7	17
S_Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + nitrate	831	2.0925490	3.597468e+03	644.159256	8.5433804	2000-2009 –> 2010-2019	3.8435908	1.7510418	7195.68712	1379.425358	6	28
S_Pacific	(27.75,27.85]	3	cstar_tref ~ sal + aou + nitrate	831	2.1788110	3.662607e+03	251.644780	7.2136789	2000-2009 –> 2010-2019	3.9333917	1.7545808	7262.48433	585.342328	10	35
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	938	1.6368114	3.600328e+03	138.367989	3.9998372	1982-1999 –> 2000-2009	2.8717156	1.2349042	5860.37407	232.890435	1	2
S_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate	938	1.6369060	3.598436e+03	450.923553	4.1360074	1982-1999 –> 2000-2009	2.8754750	1.2385690	5860.56585	1010.648371	2	7
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	938	1.6407868	3.602879e+03	92.027409	4.0814357	1982-1999 –> 2000-2009	2.8761432	1.2353564	5861.42934	179.578845	9	11
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	938	1.6393390	3.603223e+03	140.249693	4.0073245	1982-1999 –> 2000-2009	2.8762679	1.2369289	5865.52623	235.482339	3	6
S_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	938	1.6393418	3.601226e+03	42.679149	4.1826155	1982-1999 –> 2000-2009	2.8771253	1.2377835	5862.48118	100.277084	4	8
S_Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	938	1.6416649	3.603882e+03	43.559551	4.1853713	1982-1999 –> 2000-2009	2.8819506	1.2402857	5867.92061	102.766881	10	16
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	938	1.6401974	3.604205e+03	960.574293	4.9376656	1982-1999 –> 2000-2009	2.8906763	1.2504789	5881.52156	1711.812917	6	14
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	938	1.6394478	3.601347e+03	137.071178	3.9701429	1982-1999 –> 2000-2009	2.8933431	1.2538953	5880.42369	232.002153	5	17
S_Pacific	(27.85,27.95]	3	cstar_tref ~ aou + silicate + phosphate_star	938	1.6416778	3.601897e+03	41.800487	4.1705357	1982-1999 –> 2000-2009	2.8961792	1.2545015	5879.63967	100.037516	11	24
S_Pacific	(27.85,27.95]	3	cstar_tref ~ temp + silicate + phosphate	938	1.6605924	3.623388e+03	38.564346	4.8964225	1982-1999 –> 2000-2009	2.9010874	1.2404950	5885.65859	93.433874	14	21
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	929	2.0295093	3.965469e+03	698.987764	8.2774658	2000-2009 –> 2010-2019	3.6697067	1.6401974	7569.67378	1659.562057	1	7
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + nitrate	929	2.0295504	3.963507e+03	618.831882	8.2954141	2000-2009 –> 2010-2019	3.6697486	1.6401983	7565.71232	1249.797227	2	9
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	929	2.0894619	4.017560e+03	667.565107	6.4673058	2000-2009 –> 2010-2019	3.7561656	1.6667037	7649.83941	1558.837280	3	19
S_Pacific	(27.85,27.95]	3	cstar_tref ~ sal + aou + nitrate	929	2.1053226	4.029611e+03	418.142712	6.4062928	2000-2009 –> 2010-2019	3.7746420	1.6693194	7662.83176	778.867068	4	21
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	929	2.1414213	4.065199e+03	130.751439	7.2466198	2000-2009 –> 2010-2019	3.7782327	1.6368114	7665.52650	269.119428	5	6
S_Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	929	2.1448160	4.068142e+03	132.623038	7.2313515	2000-2009 –> 2010-2019	3.7841550	1.6393390	7671.36429	272.872731	6	9
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate	929	2.1501343	4.070743e+03	102.214368	6.4898653	2000-2009 –> 2010-2019	3.7909211	1.6407868	7673.62173	194.241777	8	17
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	929	2.1610924	4.080188e+03	130.792475	5.9772012	2000-2009 –> 2010-2019	3.8005402	1.6394478	7681.53540	267.863653	9	14
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + silicate	929	2.1448410	4.066163e+03	70.737024	7.1970596	2000-2009 –> 2010-2019	3.8025321	1.6576911	7688.27070	132.233041	7	20
S_Pacific	(27.85,27.95]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	929	2.1727840	4.090213e+03	130.453992	5.4881807	2000-2009 –> 2010-2019	3.8135424	1.6407584	7693.05923	268.821259	13	21
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1163	1.3711842	4.048710e+03	230.751722	4.5192267	1982-1999 –> 2000-2009	2.4464684	1.0752842	6562.50394	432.625289	3	4
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1163	1.3721617	4.048368e+03	30.412303	4.5944132	1982-1999 –> 2000-2009	2.4478267	1.0756651	6560.75499	60.911655	4	6
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1163	1.3726765	4.051241e+03	232.204379	4.5327076	1982-1999 –> 2000-2009	2.4493766	1.0767001	6567.23947	434.172483	5	8
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1163	1.3735160	4.050663e+03	27.291426	4.6001090	1982-1999 –> 2000-2009	2.4506706	1.0771545	6565.36885	54.062442	6	10
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + nitrate	1163	1.3391768	3.991771e+03	798.941164	5.2043588	1982-1999 –> 2000-2009	2.4512013	1.1120244	6559.87356	1756.163238	1	16
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate	1163	1.3763556	4.055467e+03	630.093256	4.5593623	1982-1999 –> 2000-2009	2.4582752	1.0819195	6577.57037	1508.220854	7	14
S_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	1163	1.3693091	4.043528e+03	572.493780	5.1608273	1982-1999 –> 2000-2009	2.4665454	1.0972363	6589.19223	1262.584687	2	13
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1163	1.3902762	4.080874e+03	205.139557	4.4260815	1982-1999 –> 2000-2009	2.4690647	1.0787885	6600.12026	382.255762	13	18
S_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1163	1.3792068	4.060280e+03	57.937886	4.2484574	1982-1999 –> 2000-2009	2.4700391	1.0908323	6596.13399	133.212284	9	17
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1163	1.3908441	4.079824e+03	28.521891	4.3581685	1982-1999 –> 2000-2009	2.4722204	1.0813763	6601.08570	57.024613	14	20
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1770	1.6429640	6.794659e+03	522.349187	4.4565646	2000-2009 –> 2010-2019	2.9820168	1.3390529	10788.21511	1481.056993	4	5
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + nitrate	1770	1.6510998	6.810146e+03	387.178831	4.5641845	2000-2009 –> 2010-2019	2.9902766	1.3391768	10801.91697	1186.119995	6	8
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1770	1.6382094	6.784400e+03	193.107766	4.7282397	2000-2009 –> 2010-2019	3.0093936	1.3711842	10833.11033	423.859488	1	5
S_Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1770	1.6404494	6.789237e+03	195.915840	4.7346347	2000-2009 –> 2010-2019	3.0131259	1.3726765	10840.47764	428.120219	2	8
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + silicate	1770	1.6441342	6.795180e+03	86.567708	4.5492552	2000-2009 –> 2010-2019	3.0229804	1.3788462	10854.85142	156.404334	5	14
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	1770	1.6593327	6.827753e+03	38.860525	4.7306447	2000-2009 –> 2010-2019	3.0314944	1.3721617	10876.12144	69.272828	11	16
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1770	1.6605083	6.830261e+03	38.572587	4.7405075	2000-2009 –> 2010-2019	3.0340244	1.3735160	10880.92334	65.864013	13	20
S_Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate	1770	1.6426485	6.791979e+03	151.384097	5.0744958	2000-2009 –> 2010-2019	3.0365553	1.3939067	10876.91926	271.939837	3	19
S_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1770	1.6576428	6.824146e+03	118.699860	5.2366093	2000-2009 –> 2010-2019	3.0368496	1.3792068	10884.42633	176.637745	8	18
S_Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate	1770	1.6574984	6.823838e+03	351.118774	5.2492249	2000-2009 –> 2010-2019	3.0381065	1.3806081	10886.47991	817.625038	7	19
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	593	1.1164718	1.827527e+03	351.148309	4.0390295	1982-1999 –> 2000-2009	1.8764223	0.7599505	2937.89715	772.217280	1	4
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	593	1.1188753	1.830077e+03	465.709423	3.8793600	1982-1999 –> 2000-2009	1.8769453	0.7580699	2938.07400	996.124924	3	4
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	593	1.1188478	1.830048e+03	465.671953	3.8855143	1982-1999 –> 2000-2009	1.8769892	0.7581414	2938.13509	997.834328	2	4
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	593	1.1189016	1.828105e+03	88.403677	3.8647936	1982-1999 –> 2000-2009	1.8810187	0.7621171	2939.20274	190.808045	4	8
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	593	1.1732585	1.884366e+03	45.078254	2.8990736	1982-1999 –> 2000-2009	2.0148735	0.8416150	3090.51872	89.972353	6	11
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	593	1.1741605	1.885277e+03	45.247515	2.8838687	1982-1999 –> 2000-2009	2.0157876	0.8416271	3091.44392	95.343053	7	13
S_Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	593	1.1699549	1.881022e+03	562.719706	3.5342292	1982-1999 –> 2000-2009	2.0465319	0.8765770	3126.16687	1481.309236	5	18
S_Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	593	1.1979050	1.909022e+03	598.759287	3.2073862	1982-1999 –> 2000-2009	2.0713535	0.8734486	3150.74202	1372.158824	9	16
S_Pacific	(28.05,28.1]	3	cstar_tref ~ temp + aou + phosphate	593	1.1979222	1.907039e+03	445.722983	3.2024580	1982-1999 –> 2000-2009	2.0722726	0.8743504	3147.74764	1124.980617	10	18
S_Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	593	1.2004118	1.911501e+03	156.647740	3.1475625	1982-1999 –> 2000-2009	2.0755399	0.8751281	3155.06172	355.772154	11	20
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	975	1.4425916	3.495491e+03	213.993849	3.1604413	2000-2009 –> 2010-2019	2.5590635	1.1164718	5323.01752	565.142159	1	2
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	975	1.4429363	3.495956e+03	316.365117	3.1643903	2000-2009 –> 2010-2019	2.5617840	1.1188478	5326.00453	782.037071	2	4
S_Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	975	1.4434736	3.496682e+03	322.983099	3.1619577	2000-2009 –> 2010-2019	2.5623490	1.1188753	5326.75980	788.692522	3	6
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	975	1.4458324	3.497866e+03	49.252669	3.1162945	2000-2009 –> 2010-2019	2.5647339	1.1189016	5325.97145	137.656346	4	8
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + nitrate	975	1.4537639	3.508534e+03	517.823349	3.4241837	2000-2009 –> 2010-2019	2.5731739	1.1194100	5337.17828	1471.548560	9	14
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + phosphate + phosphate_star	975	1.4461616	3.498310e+03	42.881873	3.2583474	2000-2009 –> 2010-2019	2.6203221	1.1741605	5383.58770	88.129389	5	14
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	975	1.4471444	3.499635e+03	42.626946	3.2657554	2000-2009 –> 2010-2019	2.6204029	1.1732585	5384.00104	87.705200	6	14
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate	975	1.4494484	3.502737e+03	468.358824	3.2790339	2000-2009 –> 2010-2019	2.6205372	1.1710888	5384.90779	1109.019987	8	15
S_Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	975	1.4487619	3.501813e+03	42.173690	3.2514780	2000-2009 –> 2010-2019	2.6580520	1.2092901	5422.05419	83.224599	7	23
S_Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	975	1.5426527	3.624262e+03	365.869418	3.3770357	2000-2009 –> 2010-2019	2.7126076	1.1699549	5505.28372	928.589124	22	28
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1656	0.8997860	4.363783e+03	177.995485	3.4121482	1982-1999 –> 2000-2009	1.5364524	0.6366664	6593.19536	337.689562	1	2
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	1656	0.9327381	4.482907e+03	164.011081	3.1766133	1982-1999 –> 2000-2009	1.5696334	0.6368953	6713.14286	317.746473	2	4
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1656	0.9334573	4.485460e+03	163.161825	3.1856676	1982-1999 –> 2000-2009	1.5703600	0.6369027	6715.72234	315.648123	3	6
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1656	0.9685389	4.605651e+03	50.548594	3.7568238	1982-1999 –> 2000-2009	1.6092713	0.6407324	6847.64170	113.190848	5	9
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1656	0.9353360	4.492119e+03	826.897994	4.2014318	1982-1999 –> 2000-2009	1.7442774	0.8089415	7269.94242	1785.421289	4	21
S_Pacific	(28.1,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1656	1.0480807	4.867058e+03	47.006860	2.6683192	1982-1999 –> 2000-2009	1.7636491	0.7155684	7362.01427	117.272892	9	14
S_Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	1656	1.0469323	4.863427e+03	324.551045	2.7497784	1982-1999 –> 2000-2009	1.7692664	0.7223340	7379.93340	887.815955	8	14
S_Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1656	1.0487688	4.869232e+03	55.991724	2.7055568	1982-1999 –> 2000-2009	1.7720958	0.7233270	7388.88374	126.161143	11	18
S_Pacific	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1656	1.0487060	4.869033e+03	67.437006	2.6948980	1982-1999 –> 2000-2009	1.7722360	0.7235300	7389.32823	150.432422	10	18
S_Pacific	(28.1,28.2]	3	cstar_tref ~ temp + silicate + phosphate_star	1656	1.0488812	4.867587e+03	7.786683	2.7564200	1982-1999 –> 2000-2009	1.8035041	0.7546229	7482.23587	29.370462	12	21
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2121	1.0029875	6.045791e+03	106.820897	2.9346470	2000-2009 –> 2010-2019	1.9027735	0.8997860	10409.57412	284.816381	3	4
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2121	1.0049343	6.054017e+03	694.027448	2.9426685	2000-2009 –> 2010-2019	1.9334922	0.9285579	10522.04770	1680.682262	4	6
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2121	1.0025468	6.043927e+03	123.960511	2.9519616	2000-2009 –> 2010-2019	1.9352849	0.9327381	10526.83412	287.971592	2	5
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2121	1.0024676	6.043592e+03	124.587637	2.9502579	2000-2009 –> 2010-2019	1.9359249	0.9334573	10529.05198	287.749462	1	5
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2121	1.0050822	6.052641e+03	39.054592	3.0678008	2000-2009 –> 2010-2019	1.9736211	0.9685389	10658.29214	89.603185	5	11
S_Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2121	1.1131560	6.487876e+03	788.946290	2.5814689	2000-2009 –> 2010-2019	2.0484920	0.9353360	10979.99525	1615.844284	6	11
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate	2121	1.2056917	6.824618e+03	119.992918	3.5379480	2000-2009 –> 2010-2019	2.2597602	1.0540685	11710.54372	232.904478	12	26
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	2121	1.1681178	6.690317e+03	784.098567	3.2376335	2000-2009 –> 2010-2019	2.2721250	1.1040072	11729.55250	1446.331705	10	34
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate	2121	1.1543494	6.640021e+03	673.755862	3.6594238	2000-2009 –> 2010-2019	2.2733443	1.1189949	11723.91636	1170.999805	7	33
S_Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2121	1.1546811	6.641240e+03	41.269593	3.6682562	2000-2009 –> 2010-2019	2.2737886	1.1191075	11725.46835	64.802639	8	35
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	2472	0.4288859	2.843818e+03	418.794693	2.6767825	1982-1999 –> 2000-2009	0.9160194	0.4871334	6146.50845	989.849325	1	2
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2472	0.4308251	2.866121e+03	24.053202	2.6754781	1982-1999 –> 2000-2009	0.9323392	0.5015142	6305.55240	84.020943	3	7
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	2472	0.4308515	2.866425e+03	31.757681	2.6729496	1982-1999 –> 2000-2009	0.9347404	0.5038889	6328.05866	101.115799	4	10
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2472	0.4295211	2.851134e+03	20.049066	2.7356241	1982-1999 –> 2000-2009	0.9400854	0.5105643	6374.62388	85.200426	2	10
S_Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + silicate + phosphate	2472	0.5104633	3.702706e+03	385.773614	3.4933815	1982-1999 –> 2000-2009	0.9979171	0.4874539	7006.48656	940.196697	11	13
S_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2472	0.4310960	2.867230e+03	12.835433	2.6220561	1982-1999 –> 2000-2009	1.0035847	0.5724887	6926.75824	49.117538	5	17
S_Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2472	0.5139161	3.738035e+03	554.337785	3.3857851	1982-1999 –> 2000-2009	1.0115097	0.4975936	7140.57956	1413.524126	12	15
S_Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2472	0.5195851	3.790273e+03	16.915674	3.4898034	1982-1999 –> 2000-2009	1.0218050	0.5022199	7234.31357	70.097169	16	21
S_Pacific	(28.2,28.3]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	2472	0.5208353	3.802155e+03	22.584232	3.4890069	1982-1999 –> 2000-2009	1.0256017	0.5047664	7269.96656	83.210838	17	24
S_Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2472	0.5154109	3.750394e+03	14.604563	3.4543562	1982-1999 –> 2000-2009	1.0274357	0.5120247	7285.30854	72.235851	13	22
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate	3041	0.5033855	4.469305e+03	470.544343	3.1725032	2000-2009 –> 2010-2019	0.9322714	0.4288859	7313.12343	889.339036	1	2
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star	3041	0.5048269	4.486696e+03	40.949185	3.2162899	2000-2009 –> 2010-2019	0.9356784	0.4308515	7353.12069	72.706865	2	6
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3041	0.5053377	4.492847e+03	36.336132	3.2295324	2000-2009 –> 2010-2019	0.9361628	0.4308251	7358.96807	60.389335	3	6
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3041	0.5083040	4.528443e+03	36.250788	3.1290951	2000-2009 –> 2010-2019	0.9378251	0.4295211	7379.57757	56.299854	4	6
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3041	0.5302667	4.785714e+03	966.384918	3.7872890	2000-2009 –> 2010-2019	0.9772628	0.4469961	7834.01116	1403.642932	5	11
S_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3041	0.5644880	5.164077e+03	28.404212	2.8461702	2000-2009 –> 2010-2019	0.9955840	0.4310960	8031.30655	41.239645	13	18
S_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	3041	0.5370905	4.861482e+03	966.297660	4.1193250	2000-2009 –> 2010-2019	0.9973483	0.4602577	8052.32535	1384.437907	7	14
S_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + silicate + phosphate	3041	0.5356220	4.844829e+03	27.779265	3.2559848	2000-2009 –> 2010-2019	1.0427792	0.5071573	8515.41100	45.833923	6	16
S_Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate	3041	0.5636008	5.154510e+03	284.227735	4.0459711	2000-2009 –> 2010-2019	1.0557936	0.4921928	8677.01625	503.236069	11	19
S_Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	3041	0.5409088	4.906568e+03	705.385791	2.9096783	2000-2009 –> 2010-2019	1.0604188	0.5195100	8698.12594	1124.681344	8	23
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	2047	0.7658220	4.730833e+03	431.306712	3.3197848	1982-1999 –> 2000-2009	1.6215117	0.8556897	9971.50365	1348.007836	15	16
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate	2047	0.7640671	4.721440e+03	205.900989	3.3261764	1982-1999 –> 2000-2009	1.6388421	0.8747750	10053.39090	763.102506	14	16
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star	2047	0.7670533	4.737410e+03	281.522796	3.3696098	1982-1999 –> 2000-2009	1.6452740	0.8782207	10085.62758	1066.657093	16	19
S_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	2047	0.7682196	4.741630e+03	209.578776	3.4697387	1982-1999 –> 2000-2009	1.6639977	0.8957781	10169.75852	372.262554	17	22
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2047	0.7027994	4.379247e+03	45.812182	3.0507128	1982-1999 –> 2000-2009	1.6780422	0.9752428	10161.07995	146.881426	3	12
S_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2047	0.7705906	4.754246e+03	196.396339	3.2326090	1982-1999 –> 2000-2009	1.6894204	0.9188298	10287.51374	394.480142	18	24
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2047	0.7153174	4.451526e+03	99.976350	3.4031699	1982-1999 –> 2000-2009	1.7080791	0.9927617	10307.03268	237.756389	7	17
S_Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + nitrate + phosphate	2047	0.8286727	5.051749e+03	100.707503	4.9369413	1982-1999 –> 2000-2009	1.7089562	0.8802835	10407.67484	308.772703	43	47
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2047	0.6860513	4.280504e+03	299.312893	3.1299850	1982-1999 –> 2000-2009	1.7251429	1.0390915	10324.75026	1218.155951	1	16
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2047	0.7831920	4.822653e+03	435.451822	2.9550220	1982-1999 –> 2000-2009	1.7584049	0.9752129	10604.35916	1046.335417	21	29
S_Pacific	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4044	1.0199671	1.165028e+04	483.363740	4.9801150	2000-2009 –> 2010-2019	1.7019267	0.6819596	15906.29109	790.113692	1	3
S_Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4044	1.0215035	1.166245e+04	405.102158	5.0074011	2000-2009 –> 2010-2019	1.7031089	0.6816054	15916.33801	673.858769	3	4
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4044	1.0211931	1.165999e+04	386.748231	5.4917918	2000-2009 –> 2010-2019	1.7072444	0.6860513	15940.49703	686.061124	2	9
S_Pacific	(28.3, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4044	1.0250199	1.169025e+04	615.647442	5.0655358	2000-2009 –> 2010-2019	1.7083629	0.6833430	15954.55535	1122.762256	5	8
S_Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4044	1.0248443	1.168886e+04	690.545775	5.0883032	2000-2009 –> 2010-2019	1.7093436	0.6844993	15960.09136	1089.218769	4	10
S_Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	4044	1.0250869	1.168877e+04	386.383546	5.0786217	2000-2009 –> 2010-2019	1.7120215	0.6869345	15972.54542	682.086487	6	14
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate	4044	1.0327556	1.175106e+04	401.603105	5.1804102	2000-2009 –> 2010-2019	1.7168635	0.6841080	16019.94548	669.251879	9	13
S_Pacific	(28.3, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	4044	1.0345680	1.176324e+04	400.014872	4.9112577	2000-2009 –> 2010-2019	1.7188659	0.6842978	16031.26356	667.625926	12	17
S_Pacific	(28.3, Inf]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4044	1.0361453	1.177756e+04	454.674472	5.3545396	2000-2009 –> 2010-2019	1.7239069	0.6877616	16068.25575	746.805494	14	23
S_Pacific	(28.3, Inf]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	4044	1.0412318	1.181517e+04	444.319854	4.8859839	2000-2009 –> 2010-2019	1.7291141	0.6878824	16104.58147	717.862220	17	27

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	3.4293643	2838.5641
Indian	(-Inf,26]	2000-2009 –> 2010-2019	3.0659829	1533.8491
Indian	(26,26.5]	1982-1999 –> 2000-2009	3.7332187	5373.1254
Indian	(26,26.5]	2000-2009 –> 2010-2019	2.8841783	2664.9755
Indian	(26.5,26.75]	1982-1999 –> 2000-2009	2.7522872	4553.5402
Indian	(26.5,26.75]	2000-2009 –> 2010-2019	2.1432907	2379.1993
Indian	(26.75,27]	1982-1999 –> 2000-2009	2.4607956	6411.1381
Indian	(26.75,27]	2000-2009 –> 2010-2019	2.2666516	4065.6386
Indian	(27,27.25]	1982-1999 –> 2000-2009	4.0839276	9301.6194
Indian	(27,27.25]	2000-2009 –> 2010-2019	4.0221566	6312.0751
Indian	(27.25,27.5]	1982-1999 –> 2000-2009	3.3153192	10057.1908
Indian	(27.25,27.5]	2000-2009 –> 2010-2019	3.2552281	6483.1526
Indian	(27.5,27.75]	1982-1999 –> 2000-2009	2.3272705	10700.9484
Indian	(27.5,27.75]	2000-2009 –> 2010-2019	2.5565356	7790.7329
Indian	(27.75,27.85]	1982-1999 –> 2000-2009	1.9090095	3644.8594
Indian	(27.75,27.85]	2000-2009 –> 2010-2019	2.1802019	2967.1908
Indian	(27.85,27.95]	1982-1999 –> 2000-2009	2.1923550	4707.1292
Indian	(27.85,27.95]	2000-2009 –> 2010-2019	2.6809179	4011.5239
Indian	(27.95,28.05]	1982-1999 –> 2000-2009	2.3971124	5920.0172
Indian	(27.95,28.05]	2000-2009 –> 2010-2019	2.8612611	4726.9424
Indian	(28.05,28.1]	1982-1999 –> 2000-2009	2.3055242	3410.0268
Indian	(28.05,28.1]	2000-2009 –> 2010-2019	2.7596784	2632.4969
Indian	(28.1,28.2]	1982-1999 –> 2000-2009	1.5889790	6987.5975
Indian	(28.1,28.2]	2000-2009 –> 2010-2019	1.8569911	5913.5609
Indian	(28.2,28.3]	1982-1999 –> 2000-2009	0.8490955	6301.1921
Indian	(28.2,28.3]	2000-2009 –> 2010-2019	0.9217483	5289.4741
Indian	(28.3, Inf]	1982-1999 –> 2000-2009	0.9943318	7253.7446
Indian	(28.3, Inf]	2000-2009 –> 2010-2019	1.1956856	7863.5079
N_Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	2.8961482	616.9078
N_Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	2.7606322	605.3772
N_Atlantic	(26,26.5]	1982-1999 –> 2000-2009	3.3194774	1638.7195
N_Atlantic	(26,26.5]	2000-2009 –> 2010-2019	3.0259546	1529.1748
N_Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	3.5731845	2157.5291
N_Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	3.7449211	1922.7898
N_Atlantic	(26.75,27]	1982-1999 –> 2000-2009	3.2126010	4311.2168
N_Atlantic	(26.75,27]	2000-2009 –> 2010-2019	3.6095606	3693.2284
N_Atlantic	(27,27.25]	1982-1999 –> 2000-2009	3.1055590	5750.5099
N_Atlantic	(27,27.25]	2000-2009 –> 2010-2019	3.8539368	6591.2117
N_Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	5.4860172	13120.4465
N_Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	7.0783915	15448.9407
N_Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	3.5961432	22400.9557
N_Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	3.8179136	24296.9320
N_Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	1.7419358	5366.2861
N_Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	1.6096003	5044.0392
N_Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	2.2087438	6216.9522
N_Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	2.2457889	6234.5884
N_Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	2.8244402	8225.3087
N_Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	2.7200923	7648.8574
N_Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	0.3438978	-799.3352
N_Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	0.2855229	-1250.4315
N_Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	0.3167311	-1464.1769
N_Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	0.2715063	-2112.5831
N_Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	0.3567905	-2133.4126
N_Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	0.3069382	-4051.5954
N_Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	0.5368972	200.9732
N_Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	0.3904732	-910.4231
N_Pacific	(-Inf,26]	1982-1999 –> 2000-2009	7.9626838	11944.7105
N_Pacific	(-Inf,26]	2000-2009 –> 2010-2019	8.5324922	27488.3173
N_Pacific	(26,26.5]	1982-1999 –> 2000-2009	3.5719231	7454.8737
N_Pacific	(26,26.5]	2000-2009 –> 2010-2019	3.6717648	12210.7410
N_Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	2.3227176	5047.9072
N_Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	2.6538243	9568.9663
N_Pacific	(26.75,27]	1982-1999 –> 2000-2009	2.3008822	6829.3089
N_Pacific	(26.75,27]	2000-2009 –> 2010-2019	2.5312082	11180.5233
N_Pacific	(27,27.25]	1982-1999 –> 2000-2009	1.7633957	7069.0802
N_Pacific	(27,27.25]	2000-2009 –> 2010-2019	1.8405688	12067.2707
N_Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	1.0985581	5666.1794
N_Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	1.1243455	9761.7308
N_Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	0.7480002	3252.8919
N_Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	0.8454207	6815.8975
N_Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	0.4361040	-185.7877
N_Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	0.4686979	-102.3428
N_Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	0.3964643	-591.8346
N_Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	0.3892682	-1295.6091
N_Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	0.4288228	-227.8709
N_Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	0.3996110	-1748.3614
N_Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	0.3612455	-442.4361
N_Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	0.3583953	-1715.6398
N_Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	0.3194706	-1832.9283
N_Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	0.3254121	-3485.1905
N_Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	0.3232943	-6990.9441
N_Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	0.2934724	-16637.1170
N_Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	0.0690730	-3041.0052
N_Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	0.0601381	-4366.0329
S_Atlantic	(26,26.5]	1982-1999 –> 2000-2009	3.0979639	899.6401
S_Atlantic	(26,26.5]	2000-2009 –> 2010-2019	2.3817272	635.6554
S_Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	2.7929188	1319.5772
S_Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	2.7272942	1337.8358
S_Atlantic	(26.75,27]	1982-1999 –> 2000-2009	2.0660996	1683.4282
S_Atlantic	(26.75,27]	2000-2009 –> 2010-2019	2.5526371	1946.4672
S_Atlantic	(27,27.25]	1982-1999 –> 2000-2009	1.9866350	2168.8369
S_Atlantic	(27,27.25]	2000-2009 –> 2010-2019	1.9393665	1882.8094
S_Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	1.9144663	2636.4959
S_Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	2.3169083	2838.2453
S_Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	2.2544662	4322.3416
S_Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	2.5077395	4502.0434
S_Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	1.5166820	1044.2246
S_Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	2.0964878	1825.9820
S_Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	1.3011515	1121.5831
S_Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	1.9263125	1978.3502
S_Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	1.1648078	1302.2706
S_Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	1.6149006	2315.5314
S_Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	1.0124595	700.1766
S_Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	1.3109034	1239.5353
S_Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	0.8055238	657.6965
S_Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	1.0175986	1353.7111
S_Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	0.5919975	240.4824
S_Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	0.7136984	715.5609
S_Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	1.3534697	10419.0240
S_Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	1.5377153	14602.0422
S_Pacific	(-Inf,26]	1982-1999 –> 2000-2009	7.7281316	5540.8729
S_Pacific	(-Inf,26]	2000-2009 –> 2010-2019	9.2475296	5493.2600
S_Pacific	(26,26.5]	1982-1999 –> 2000-2009	5.1402597	6907.9836
S_Pacific	(26,26.5]	2000-2009 –> 2010-2019	4.9234168	7489.6500
S_Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	3.1617723	4621.4374
S_Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	3.8639322	5419.5501
S_Pacific	(26.75,27]	1982-1999 –> 2000-2009	4.0290369	6773.9837
S_Pacific	(26.75,27]	2000-2009 –> 2010-2019	5.0310403	8932.4845
S_Pacific	(27,27.25]	1982-1999 –> 2000-2009	4.2796043	9338.8076
S_Pacific	(27,27.25]	2000-2009 –> 2010-2019	4.6762360	11880.7791
S_Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	3.9392944	14468.3642
S_Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	4.4229954	16041.8444
S_Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	3.6443551	16088.5833
S_Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	4.3924547	19085.6474
S_Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	2.9007963	5453.2649
S_Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	3.5815299	6909.3504
S_Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	2.8839964	5870.5541
S_Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	3.7640186	7652.1435
S_Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	2.4581688	6577.9843
S_Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	3.0194824	10852.3442
S_Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	1.9807734	3051.4990
S_Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	2.6053026	5371.8766
S_Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	1.6910746	7114.2040
S_Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.0808607	11051.5276
S_Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	0.9811038	6801.8156
S_Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	0.9871124	7921.2986
S_Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	1.6837671	10237.2691
S_Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	1.7130759	15987.4365

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
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
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]	6	4	6	7	10	4	10
(26,26.5]	6	4	6	7	4	10	10
(26.5,26.75]	4	5	5	8	5	10	10
(26.75,27]	5	5	4	8	5	10	10
(27,27.25]	4	10	5	8	5	5	10
(27.25,27.5]	3	10	6	7	5	4	10
(27.5,27.75]	4	10	4	9	4	4	10
(27.75,27.85]	4	1	5	8	7	10	7
(27.85,27.95]	3	2	3	8	10	10	6
(27.95,28.05]	2	4	4	9	10	10	5
(28.05,28.1]	5	8	3	6	6	5	9
(28.1,28.2]	9	10	4	3	5	3	10
(28.2,28.3]	8	10	5	5	5	4	10
(28.3, Inf]	7	4	7	7	3	10	9
total	70.00	87.00	67.00	100.00	84.00	99.00	126.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26]	5	5	6	8	9	5	10
(26,26.5]	6	4	6	7	4	10	10
(26.5,26.75]	5	5	5	8	4	10	10
(26.75,27]	5	5	5	8	4	10	10
(27,27.25]	5	10	5	7	5	6	10
(27.25,27.5]	7	10	5	4	6	6	10
(27.5,27.75]	5	10	4	8	4	5	10
(27.75,27.85]	4	2	4	9	6	10	7
(27.85,27.95]	2	3	4	9	9	10	6
(27.95,28.05]	2	4	4	9	10	10	5
(28.05,28.1]	3	5	4	6	9	8	7
(28.1,28.2]	8	10	5	4	5	3	10
(28.2,28.3]	4	8	6	6	10	7	8
(28.3, Inf]	6	5	7	7	4	10	9
total	67.00	86.00	70.00	100.00	89.00	110.00	122.00
N_Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	6	6	7	7	9	9	6
(26,26.5]	7	6	6	7	10	6	8
(26.5,26.75]	9	6	6	5	3	10	8
(26.75,27]	8	4	6	6	4	10	9
(27,27.25]	7	6	6	5	9	10	5
(27.25,27.5]	6	8	4	8	6	7	9
(27.5,27.75]	5	3	4	8	10	5	10
(27.75,27.85]	6	6	4	4	10	8	5
(27.85,27.95]	5	3	4	7	10	6	10
(27.95,28.05]	5	10	8	6	5	7	8
(28.05,28.1]	8	9	3	4	10	5	4
(28.1,28.15]	7	10	5	6	10	4	5
(28.15,28.2]	8	10	4	5	10	3	5
(28.2, Inf]	8	5	2	5	10	7	5
total	95.00	92.00	69.00	83.00	116.00	97.00	97.00
N_Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	5	4	6	5	10	10	8
(26,26.5]	7	5	5	6	10	7	9
(26.5,26.75]	9	6	6	5	3	10	8
(26.75,27]	8	6	5	6	5	10	8
(27,27.25]	8	3	4	5	10	10	5
(27.25,27.5]	7	8	4	7	7	8	8
(27.5,27.75]	4	5	4	9	10	5	9
(27.75,27.85]	8	5	4	3	10	7	7
(27.85,27.95]	5	3	5	7	9	6	10
(27.95,28.05]	6	10	8	5	6	7	7
(28.05,28.1]	8	10	4	5	10	3	5
(28.1,28.15]	7	10	5	6	10	4	5
(28.15,28.2]	8	10	5	4	9	3	6
(28.2, Inf]	5	3	3	7	10	2	7
total	95.00	88.00	68.00	80.00	119.00	92.00	102.00
N_Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	7	10	5	6	4	5	10
(26,26.5]	7	4	7	7	3	10	9
(26.5,26.75]	7	4	7	7	3	10	9
(26.75,27]	8	4	7	7	4	10	8
(27,27.25]	9	7	8	6	4	7	7
(27.25,27.5]	9	7	9	6	4	6	6
(27.5,27.75]	6	4	6	7	10	10	5
(27.75,27.85]	5	5	5	7	10	10	5
(27.85,27.95]	7	3	7	7	3	10	9
(27.95,28.05]	6	4	6	7	4	10	10
(28.05,28.1]	6	7	6	6	5	10	8
(28.1,28.2]	6	7	7	6	6	10	7
(28.2,28.3]	4	6	4	10	10	8	5
(28.3, Inf]	4	5	5	10	9	10	4
total	91.00	77.00	89.00	99.00	79.00	126.00	102.00
N_Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	8	10	5	5	6	5	9
(26,26.5]	7	4	7	7	3	10	9
(26.5,26.75]	7	4	7	7	3	10	9
(26.75,27]	7	4	7	8	4	10	8
(27,27.25]	8	6	8	7	5	8	7
(27.25,27.5]	9	8	8	6	4	6	7
(27.5,27.75]	6	4	6	7	10	10	5
(27.75,27.85]	5	4	5	8	10	10	5
(27.85,27.95]	8	4	7	6	4	10	8
(27.95,28.05]	7	4	7	6	4	10	9
(28.05,28.1]	6	7	6	6	5	10	8
(28.1,28.2]	6	7	7	6	6	10	7
(28.2,28.3]	4	6	4	10	10	8	5
(28.3, Inf]	4	4	4	10	10	10	4
total	92.00	76.00	88.00	99.00	84.00	127.00	100.00
S_Atlantic - 1982-1999 --> 2000-2009
(26,26.5]	9	6	6	6	7	10	6
(26.5,26.75]	7	4	7	7	3	10	9
(26.75,27]	7	4	6	6	4	10	10
(27,27.25]	7	10	5	5	6	10	4
(27.25,27.5]	7	9	6	4	5	10	4
(27.5,27.75]	8	2	6	6	5	10	8
(27.75,27.85]	5	10	10	3	6	5	4
(27.85,27.95]	7	4	9	6	3	4	7
(27.95,28.05]	6	4	8	6	6	2	8
(28.05,28.1]	5	2	6	7	4	4	10
(28.1,28.15]	5	2	6	7	4	4	10
(28.15,28.2]	4	4	4	8	7	5	10
(28.2, Inf]	7	10	2	4	8	6	4
total	84.00	71.00	81.00	75.00	68.00	90.00	94.00
S_Atlantic - 2000-2009 --> 2010-2019
(26,26.5]	10	7	4	5	7	10	5
(26.5,26.75]	8	6	6	6	4	10	8
(26.75,27]	8	10	4	5	5	10	5
(27,27.25]	6	10	7	6	4	10	4
(27.25,27.5]	6	10	6	6	5	10	4
(27.5,27.75]	7	8	7	3	7	10	6
(27.75,27.85]	8	5	8	5	6	7	6
(27.85,27.95]	7	3	7	7	8	8	7
(27.95,28.05]	7	4	8	7	2	7	7
(28.05,28.1]	7	1	8	6	3	6	8
(28.1,28.15]	6	1	6	7	3	4	10
(28.15,28.2]	6	3	5	6	4	5	10
(28.2, Inf]	6	10	2	5	9	5	4
total	92.00	78.00	78.00	74.00	67.00	102.00	84.00
S_Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	6	6	4	7	10	5	10
(26,26.5]	8	10	7	7	3	4	8
(26.5,26.75]	6	10	6	7	4	4	10
(26.75,27]	6	10	6	7	4	4	10
(27,27.25]	6	10	6	6	5	7	8
(27.25,27.5]	4	10	5	6	6	10	7
(27.5,27.75]	4	10	4	5	7	10	7
(27.75,27.85]	3	7	9	4	5	4	4
(27.85,27.95]	6	1	5	6	5	10	8
(27.95,28.05]	5	4	4	7	8	5	10
(28.05,28.1]	6	2	4	7	6	7	10
(28.1,28.2]	4	3	3	8	5	10	10
(28.2,28.3]	5	3	4	8	5	10	10
(28.3, Inf]	6	9	7	6	10	4	5
total	75.00	95.00	74.00	91.00	83.00	94.00	117.00
S_Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	6	8	4	7	10	4	9
(26,26.5]	7	10	7	7	3	4	9
(26.5,26.75]	6	10	6	7	4	4	10
(26.75,27]	8	10	5	5	7	7	7
(27,27.25]	4	10	5	8	6	9	6
(27.25,27.5]	3	8	4	7	7	10	9
(27.5,27.75]	3	8	4	7	7	10	9
(27.75,27.85]	4	10	7	2	5	2	2
(27.85,27.95]	7	4	3	4	10	8	6
(27.95,28.05]	6	2	5	5	8	7	10
(28.05,28.1]	5	4	3	7	9	5	10
(28.1,28.2]	6	3	4	5	10	7	10
(28.2,28.3]	4	4	6	5	10	10	7
(28.3, Inf]	5	10	7	7	3	10	5
total	74.00	101.00	70.00	83.00	99.00	97.00	109.00

6.4 RMSE alternatives

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

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

Past versions of aic_vs_rmse_all_models-1.png

Version	Author	Date
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
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