eMLR - model fitting

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Last updated: 2021-08-01

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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R Markdown file: up-to-date

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Seed: set.seed(20200707)

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Session information: recorded

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Repository version: b720834

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Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.

---

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

File	Version	Author	Date	Message
html	c55d4d7	Donghe-Zhu	2021-08-01	Build site.
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html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
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html	9baa3b2	Donghe-Zhu	2021-06-06	debug
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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, oxygen, aou, nitrate, silicate, phosphate_star

# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

lm_all <- anti_join(lm_all, lm_rm)

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

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

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

3 Apply predictor threshold

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

• Minimum: 2
  
• Maximum: 5

lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

• 112

4 Fit all models

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

• cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

• 10

The criterion used to select the best models was:

• rmse

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

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

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

5.3 VIF threshold

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

• 1000

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

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

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

basin	gamma_slab	n_predictors	model	nr_obs	rmse	aic	vif_max	resid_max	eras	rmse_sum	rmse_lag	aic_sum	vif_max_sum	rank	rank_sum
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	113	1.8579016	474.6753	354.074761	5.097576	1982-1999 –> 2000-2009	2.9816459	1.1237444	676.0191	389.754772	1	9
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	113	1.9441860	484.9347	182.857605	6.636724	1982-1999 –> 2000-2009	3.2049198	1.2607338	700.3119	452.044413	4	21
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	113	2.2277259	515.7019	377.901157	6.020721	1982-1999 –> 2000-2009	3.2625753	1.0348493	706.9916	390.280373	8	10
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + silicate	113	2.0015842	489.5103	87.446019	6.053286	1982-1999 –> 2000-2009	3.2934424	1.2918582	705.8628	97.557470	5	25
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	113	2.1454834	507.2006	321.825661	7.668974	1982-1999 –> 2000-2009	3.3530788	1.2075954	717.3241	568.651547	7	18
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	113	2.3438406	527.1848	346.510804	6.397725	1982-1999 –> 2000-2009	3.3841749	1.0403343	719.1195	363.046873	15	18
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	113	2.4167017	534.1033	332.450202	5.549507	1982-1999 –> 2000-2009	3.4438964	1.0271947	724.4873	351.049921	23	24
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	113	2.3905851	531.6477	423.458533	5.894233	1982-1999 –> 2000-2009	3.5199936	1.1294085	733.6049	504.814380	21	30
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + temp + oxygen + silicate	113	2.3208596	522.9580	67.247441	7.098102	1982-1999 –> 2000-2009	3.5545546	1.2336950	733.6902	72.886083	13	26
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	113	2.3874046	531.3469	141.947781	8.251858	1982-1999 –> 2000-2009	3.6012847	1.2138801	742.1036	401.240276	20	32
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	58	0.6660142	131.4493	119.407051	2.495730	2000-2009 –> 2010-2019	2.5239157	1.8579016	606.1246	473.481812	18	19
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	58	0.5888920	117.1734	217.102768	3.031296	2000-2009 –> 2010-2019	2.5330780	1.9441860	602.1081	399.960373	4	8
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + silicate	58	0.7028691	135.6971	23.918932	2.526134	2000-2009 –> 2010-2019	2.7044533	2.0015842	625.2074	111.364950	27	32
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	58	0.5845589	116.3167	219.574418	3.002192	2000-2009 –> 2010-2019	2.7300423	2.1454834	623.5173	541.400079	1	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	58	0.6578455	130.0178	33.028133	2.458526	2000-2009 –> 2010-2019	2.8855714	2.2277259	645.7197	410.929290	16	24
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star	58	0.6383206	126.5228	101.539104	3.350427	2000-2009 –> 2010-2019	2.9530144	2.3146938	650.8796	454.803544	13	25
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	58	0.5856762	116.5382	218.226307	3.012828	2000-2009 –> 2010-2019	2.9730808	2.3874046	647.8851	360.174088	2	22
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	58	0.6026448	119.8513	274.765784	2.745887	2000-2009 –> 2010-2019	2.9932299	2.3905851	651.4990	698.224317	9	30
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	58	0.5860599	116.6142	32.121738	3.116760	2000-2009 –> 2010-2019	3.0027617	2.4167017	650.7176	364.571940	3	26
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	58	0.6601421	130.4221	32.918911	2.468684	2000-2009 –> 2010-2019	3.0039827	2.3438406	657.6069	379.429715	17	32
Atlantic	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	234	3.8674858	1311.0822	110.616173	9.606213	1982-1999 –> 2000-2009	6.9775101	3.1100243	3388.3660	268.189978	1	3
Atlantic	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	234	4.0109926	1328.1334	113.544100	10.219007	1982-1999 –> 2000-2009	7.0751200	3.0641274	3393.4041	256.284245	5	6
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	234	3.9946289	1326.2202	9.498563	10.325831	1982-1999 –> 2000-2009	7.2111674	3.2165385	3430.7136	20.216869	4	10
Atlantic	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	234	3.8878416	1313.5390	157.900789	9.579610	1982-1999 –> 2000-2009	7.2289391	3.3410975	3448.7312	385.608451	2	10
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	234	4.0222591	1329.4461	8.577955	10.531635	1982-1999 –> 2000-2009	7.2611090	3.2388500	3439.5248	19.826515	6	13
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	234	4.1447068	1343.4806	9.535129	10.738891	1982-1999 –> 2000-2009	7.3185846	3.1738778	3437.1859	20.031093	9	12
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	234	4.1513235	1344.2272	8.835088	10.687848	1982-1999 –> 2000-2009	7.3331925	3.1818690	3439.9642	19.128681	10	14
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	234	3.9854728	1325.1462	57.430161	10.714327	1982-1999 –> 2000-2009	7.3899911	3.4045184	3475.5322	114.931658	3	12
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	234	4.2076476	1350.5342	9.514806	10.671519	1982-1999 –> 2000-2009	7.4180265	3.2103789	3453.4788	20.248212	13	18
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	234	4.0265771	1329.9482	56.120151	11.128277	1982-1999 –> 2000-2009	7.4508761	3.4242991	3485.0152	112.442948	7	17
Atlantic	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	367	3.2323894	1916.6455	134.567318	11.346938	2000-2009 –> 2010-2019	7.0998751	3.8674858	3227.7277	245.183492	2	3
Atlantic	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	367	3.2308463	1916.2951	204.056534	11.124584	2000-2009 –> 2010-2019	7.1186879	3.8878416	3229.8340	361.957323	1	3
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	367	3.2702578	1925.1946	67.427605	11.462573	2000-2009 –> 2010-2019	7.2557305	3.9854728	3250.3408	124.857766	5	8
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	367	3.2690245	1924.9177	9.185522	11.482554	2000-2009 –> 2010-2019	7.2636533	3.9946289	3251.1379	18.684085	4	8
Atlantic	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	367	3.2827991	1928.0041	131.345847	12.638261	2000-2009 –> 2010-2019	7.2937917	4.0109926	3256.1374	244.889947	10	15
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	367	3.2766064	1926.6182	8.554079	11.475763	2000-2009 –> 2010-2019	7.2988655	4.0222591	3256.0642	17.132034	7	13
Atlantic	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	367	3.2779357	1926.9159	63.988597	11.533793	2000-2009 –> 2010-2019	7.3045128	4.0265771	3256.8641	120.108748	8	15
Atlantic	(26,26.5]	4	cstar_tref ~ sal + oxygen + aou + nitrate	367	3.2336705	1914.9364	100.843930	11.475827	2000-2009 –> 2010-2019	7.3321171	4.0984466	3251.1642	178.010802	3	11
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + aou + nitrate	367	3.2705575	1923.2619	7.599152	11.354290	2000-2009 –> 2010-2019	7.4263822	4.1558246	3265.9962	14.610391	6	17
Atlantic	(26,26.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	367	3.2793077	1925.2230	6.902693	11.303075	2000-2009 –> 2010-2019	7.4529549	4.1736471	3269.9601	13.777937	9	21
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	389	2.5121539	1834.5815	75.111235	7.874148	1982-1999 –> 2000-2009	5.4213288	2.9091749	4414.9674	125.440427	1	11
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	389	2.5155224	1835.6240	74.679619	8.023558	1982-1999 –> 2000-2009	5.4373880	2.9218657	4420.5020	125.214581	2	13
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	389	2.6645481	1880.4010	94.679204	8.528133	1982-1999 –> 2000-2009	5.4411564	2.7766083	4412.6551	165.905640	4	7
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	389	2.7007526	1890.9009	73.344582	8.584403	1982-1999 –> 2000-2009	5.4488282	2.7480756	4412.4952	143.094909	5	7
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	389	2.7619267	1908.3266	77.262299	7.535597	1982-1999 –> 2000-2009	5.6284119	2.8664851	4473.4565	132.142921	8	16
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	389	2.7302291	1897.3461	4.030074	8.890109	1982-1999 –> 2000-2009	5.6806477	2.9504186	4490.2600	6.924466	7	19
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + silicate + phosphate_star	389	2.7234883	1895.4229	6.025454	8.946666	1982-1999 –> 2000-2009	5.6894647	2.9659763	4493.7643	9.510008	6	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	389	2.9094408	1948.8078	75.559032	7.537238	1982-1999 –> 2000-2009	5.7472940	2.8378531	4503.5777	130.786800	12	17
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	389	2.8808593	1939.1271	32.570100	7.722550	1982-1999 –> 2000-2009	5.7480991	2.8672399	4502.5287	60.452159	11	20
Atlantic	(26.5,26.75]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	389	3.1220030	2003.6675	104.382024	9.113281	1982-1999 –> 2000-2009	5.7956001	2.6735971	4496.9065	189.744941	19	20
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	464	4.2667218	2677.1599	58.086925	11.615654	2000-2009 –> 2010-2019	7.0286485	2.7619267	4585.4864	135.349225	2	11
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	464	4.4508539	2716.3680	939.422794	11.170364	2000-2009 –> 2010-2019	7.0362619	2.5854081	4573.3114	1254.538119	16	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	464	4.5299332	2732.7112	52.302805	12.273661	2000-2009 –> 2010-2019	7.0420871	2.5121539	4567.2927	127.414040	18	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	464	4.3812784	2701.7470	104.767815	11.196612	2000-2009 –> 2010-2019	7.0458266	2.6645481	4582.1480	199.447019	6	11
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	464	4.5360593	2733.9654	52.441846	12.310092	2000-2009 –> 2010-2019	7.0515817	2.5155224	4569.5894	127.121466	19	21
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	464	4.3669911	2698.7159	98.766101	10.909202	2000-2009 –> 2010-2019	7.0677437	2.7007526	4589.6167	172.110682	5	11
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	464	4.2463231	2672.7126	58.400413	11.173199	2000-2009 –> 2010-2019	7.1557639	2.9094408	4621.5203	133.959445	1	14
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	464	4.6372883	2754.4474	54.631185	12.105429	2000-2009 –> 2010-2019	7.2781793	2.6408910	4627.9101	130.117350	22	26
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	464	4.4072883	2705.2399	19.097830	11.555455	2000-2009 –> 2010-2019	7.2881476	2.8808593	4644.3670	51.667931	10	22
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + oxygen + silicate + phosphate_star	464	4.5741715	2739.7299	4.281045	13.121257	2000-2009 –> 2010-2019	7.2976598	2.7234883	4635.1528	10.306498	21	28
Atlantic	(26.75,27]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	603	2.3509811	2756.1681	178.062657	9.979930	1982-1999 –> 2000-2009	3.9295004	1.5785194	6952.3677	374.196324	5	6
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	603	2.2680788	2712.8732	117.809855	7.687926	1982-1999 –> 2000-2009	3.9683321	1.7002533	7074.7394	192.953455	1	5
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	603	2.2969705	2728.1387	48.608974	10.993365	1982-1999 –> 2000-2009	3.9930743	1.6961038	7084.5559	91.784796	3	6
Atlantic	(26.75,27]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	603	2.2867790	2722.7758	131.281784	7.340916	1982-1999 –> 2000-2009	4.0184809	1.7317020	7125.5123	206.521796	2	8
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	603	2.3219498	2741.1830	48.640531	10.983234	1982-1999 –> 2000-2009	4.0399098	1.7179600	7126.1527	91.817249	4	9
Atlantic	(26.75,27]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	603	2.3775009	2767.6960	68.274217	12.376695	1982-1999 –> 2000-2009	4.0703890	1.6928882	7117.8813	219.446776	7	9
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	603	2.3770516	2767.4681	3.907343	12.280808	1982-1999 –> 2000-2009	4.1921935	1.8151419	7273.1460	10.062928	6	13
Atlantic	(26.75,27]	4	cstar_tref ~ temp + oxygen + silicate + phosphate_star	603	2.3978419	2777.9702	3.899122	12.247650	1982-1999 –> 2000-2009	4.2334880	1.8356461	7308.6974	10.100045	8	16
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	603	2.5227692	2841.2206	48.263900	14.441627	1982-1999 –> 2000-2009	4.7599485	2.2371793	7815.0849	93.172000	9	18
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	603	2.6833609	2913.6464	4.501764	16.218880	1982-1999 –> 2000-2009	5.2265724	2.5432115	8171.4230	12.013624	10	22
Atlantic	(26.75,27]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	873	2.4270365	4039.5942	228.182654	9.744290	2000-2009 –> 2010-2019	4.7780175	2.3509811	6795.7623	406.245311	1	6
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	873	2.5151472	4101.8572	97.435244	10.466575	2000-2009 –> 2010-2019	4.7832260	2.2680788	6814.7304	215.245099	2	3
Atlantic	(26.75,27]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	873	2.5581855	4131.4814	99.408891	10.621590	2000-2009 –> 2010-2019	4.8449645	2.2867790	6854.2572	230.690675	3	5
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	873	2.9411227	4375.0364	30.241636	14.229345	2000-2009 –> 2010-2019	5.2380932	2.2969705	7103.1752	78.850610	5	8
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	873	2.9526717	4381.8791	30.252835	14.244691	2000-2009 –> 2010-2019	5.2746215	2.3219498	7123.0621	78.893366	6	10
Atlantic	(26.75,27]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	873	3.0369127	4428.9959	168.564683	14.513261	2000-2009 –> 2010-2019	5.4144136	2.3775009	7196.6919	236.838900	7	14
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	873	3.1787961	4508.7201	4.097366	15.053195	2000-2009 –> 2010-2019	5.5558477	2.3770516	7276.1882	8.004710	12	18
Atlantic	(26.75,27]	4	cstar_tref ~ temp + oxygen + silicate + phosphate_star	873	3.1923840	4516.1676	4.103319	15.067215	2000-2009 –> 2010-2019	5.5902259	2.3978419	7294.1378	8.002441	13	21
Atlantic	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	873	3.2818315	4566.4159	31.194930	17.899141	2000-2009 –> 2010-2019	5.8046007	2.5227692	7407.6366	79.458830	15	24
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	873	2.9266940	4366.4497	122.197506	9.717977	2000-2009 –> 2010-2019	5.8215027	2.8948087	7373.5699	262.184455	4	15
Atlantic	(27,27.25]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	967	2.1383141	4228.1014	118.267114	5.950446	1982-1999 –> 2000-2009	3.6621726	1.5238585	9240.0416	263.877519	2	6
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	967	2.3234843	4388.7205	55.880958	11.276096	1982-1999 –> 2000-2009	3.6897113	1.3662270	9104.0932	82.199697	7	8
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	967	2.3139393	4380.7591	53.666047	11.338656	1982-1999 –> 2000-2009	3.7044120	1.3904727	9143.9086	79.990237	6	8
Atlantic	(27,27.25]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	967	2.4033393	4454.0727	387.956601	10.764183	1982-1999 –> 2000-2009	3.7959935	1.3926542	9221.4800	1011.773209	11	14
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	967	2.3506039	4411.1633	122.729238	6.124785	1982-1999 –> 2000-2009	3.8786472	1.5280433	9430.5519	262.167147	8	13
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	967	2.4925242	4524.5415	55.893874	14.071075	1982-1999 –> 2000-2009	4.1571894	1.6646652	9776.5174	82.428174	13	19
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	967	2.0824020	4176.8587	75.273069	6.671787	1982-1999 –> 2000-2009	4.3248505	2.2424485	10238.0514	184.588762	1	21
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	967	2.2930407	4363.2126	188.002986	6.667762	1982-1999 –> 2000-2009	4.3613689	2.0683283	10204.8773	365.340091	5	19
Atlantic	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + silicate	967	2.1540278	4240.2617	66.428229	6.803983	1982-1999 –> 2000-2009	4.4233390	2.2693112	10331.7965	170.624152	3	26
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	967	2.2447175	4322.0202	76.217494	6.929894	1982-1999 –> 2000-2009	4.5991823	2.3544648	10515.6046	185.877444	4	32
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1287	2.1418738	5626.9148	136.000628	7.380815	2000-2009 –> 2010-2019	4.2242758	2.0824020	9803.7736	211.273697	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	1287	2.2933791	5802.8355	236.028532	7.255217	2000-2009 –> 2010-2019	4.4316932	2.1383141	10030.9369	354.295646	4	6
Atlantic	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + silicate	1287	2.2964102	5804.2353	133.914632	6.842774	2000-2009 –> 2010-2019	4.4504380	2.1540278	10044.4970	200.342861	5	8
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1287	2.2243637	5724.1859	289.655862	8.009101	2000-2009 –> 2010-2019	4.5174044	2.2930407	10087.3985	477.658848	2	7
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1287	2.2770326	5784.4231	124.659518	7.954118	2000-2009 –> 2010-2019	4.5217501	2.2447175	10106.4434	200.877013	3	7
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1287	2.3684408	5885.7326	59.933563	12.679921	2000-2009 –> 2010-2019	4.6823801	2.3139393	10266.4917	113.599610	9	15
Atlantic	(27,27.25]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1287	2.3613854	5878.0533	59.887506	12.618868	2000-2009 –> 2010-2019	4.6848697	2.3234843	10266.7738	115.768464	7	14
Atlantic	(27,27.25]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	1287	2.3620042	5878.7278	644.001337	8.470646	2000-2009 –> 2010-2019	4.7333477	2.3713435	10306.8801	1004.188297	8	17
Atlantic	(27,27.25]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1287	2.3481315	5863.5654	636.422297	12.339550	2000-2009 –> 2010-2019	4.7514708	2.4033393	10317.6381	1024.378899	6	17
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1287	2.4448224	5967.4330	203.507492	7.874197	2000-2009 –> 2010-2019	4.7954263	2.3506039	10378.5962	326.236730	11	19
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1773	3.0888688	9044.7524	46.857445	12.502288	1982-1999 –> 2000-2009	5.1146087	2.0257398	17282.0129	108.193337	1	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	1773	3.1350922	9097.4234	179.692005	13.722607	1982-1999 –> 2000-2009	5.1459030	2.0108107	17306.0576	593.925838	2	3
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + oxygen + nitrate + silicate	1773	3.1694320	9134.0528	34.262894	12.922130	1982-1999 –> 2000-2009	5.2037693	2.0343374	17385.7034	95.598671	3	6
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1773	3.4984014	9486.2335	153.203147	10.630833	1982-1999 –> 2000-2009	5.6214011	2.1229997	17904.9780	443.176424	8	12
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1773	3.4155536	9401.2482	43.485929	10.289696	1982-1999 –> 2000-2009	5.6572376	2.2416840	18030.5103	100.638768	5	10
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1773	3.3565470	9339.4527	220.132440	14.459982	1982-1999 –> 2000-2009	5.7220127	2.3654657	18176.7177	746.593511	4	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	1773	3.4998255	9485.6768	32.422030	10.724010	1982-1999 –> 2000-2009	5.7612129	2.2613873	18146.8057	89.560015	9	15
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	1773	3.4663121	9451.5575	172.139505	16.247617	1982-1999 –> 2000-2009	5.8616881	2.3953761	18335.4504	571.864653	7	16
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1773	3.5493806	9537.5335	180.235704	11.471193	1982-1999 –> 2000-2009	5.9418265	2.3924459	18418.6894	546.479260	11	19
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + temp + oxygen + nitrate	1773	3.4657791	9451.0122	43.019582	17.874139	1982-1999 –> 2000-2009	6.1208812	2.6551021	18733.2940	71.107542	6	29
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1998	3.3726243	10541.9803	59.165692	9.720405	2000-2009 –> 2010-2019	6.4614932	3.0888688	19586.7327	106.023137	1	2
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	1998	3.6073293	10810.8173	451.890598	10.101954	2000-2009 –> 2010-2019	6.7424216	3.1350922	19908.2408	631.582603	10	12
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + oxygen + nitrate + silicate	1998	3.6646828	10871.8505	58.995298	10.230917	2000-2009 –> 2010-2019	6.8341148	3.1694320	20005.9033	93.258192	20	23
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1998	3.6164531	10820.9114	687.227681	12.214512	2000-2009 –> 2010-2019	6.9730001	3.3565470	20160.3641	907.360121	12	16
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1998	3.5708806	10770.2360	55.233117	10.428739	2000-2009 –> 2010-2019	6.9864342	3.4155536	20171.4842	98.719047	8	13
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1998	3.5268625	10720.6714	466.285299	10.923955	2000-2009 –> 2010-2019	7.1146172	3.5877547	20296.3367	627.090248	5	18
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1998	3.6230038	10828.1430	483.310003	11.665935	2000-2009 –> 2010-2019	7.1723843	3.5493806	20365.6764	663.545707	13	24
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	1998	3.6063131	10809.6914	638.124850	10.677383	2000-2009 –> 2010-2019	7.1836220	3.5773090	20375.0175	893.924537	9	21
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1998	3.4438387	10625.4791	50.557404	12.519004	2000-2009 –> 2010-2019	7.1862070	3.7423683	20350.7574	95.850162	2	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	1998	3.6085448	10810.1635	55.093887	10.678505	2000-2009 –> 2010-2019	7.1968165	3.5882717	20384.3397	87.491352	11	25
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3379	2.3446051	15361.7932	19.394744	13.377677	1982-1999 –> 2000-2009	3.9776385	1.6330334	29547.1953	35.735957	1	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	3379	2.3448984	15362.6387	18.457081	13.193214	1982-1999 –> 2000-2009	3.9776512	1.6327527	29546.7649	34.822224	2	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3379	2.3449687	15362.8411	18.864874	12.832366	1982-1999 –> 2000-2009	3.9782678	1.6332991	29549.4506	34.371206	3	6
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	3379	2.3839142	15474.1569	169.095559	11.829248	1982-1999 –> 2000-2009	4.0591635	1.6752494	29848.9889	474.048496	7	12
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	3379	2.3596144	15402.9174	17.791348	12.575707	1982-1999 –> 2000-2009	4.1249999	1.7653856	30164.7149	32.239580	5	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3379	2.3593808	15402.2484	17.629267	12.788989	1982-1999 –> 2000-2009	4.1263298	1.7669490	30170.6159	31.606842	4	11
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3379	2.3676671	15425.9415	18.392297	12.018620	1982-1999 –> 2000-2009	4.1409898	1.7733227	30221.0333	32.668196	6	14
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	3379	2.4020737	15523.4411	144.884337	11.101161	1982-1999 –> 2000-2009	4.1879450	1.7858712	30370.8681	422.522409	8	17
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3379	2.5735374	15989.3982	17.564499	16.397823	1982-1999 –> 2000-2009	4.2109235	1.6373861	30192.5564	32.703682	10	14
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3379	2.5386109	15899.0547	24.989818	12.214765	1982-1999 –> 2000-2009	4.4385298	1.8999189	31207.9391	58.420944	9	20
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	3894	2.1042550	16858.6655	825.630834	12.767408	2000-2009 –> 2010-2019	4.4632521	2.3589970	32261.8146	1454.847513	2	6
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3894	2.0737904	16745.0895	761.943637	12.444522	2000-2009 –> 2010-2019	4.4651007	2.3913102	32240.1806	1350.543919	1	11
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3894	2.2037908	17218.6070	562.469899	12.898500	2000-2009 –> 2010-2019	4.5630369	2.3592462	32622.4698	1019.728563	4	9
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3894	2.2297044	17309.6491	19.784728	11.933447	2000-2009 –> 2010-2019	4.5743095	2.3446051	32671.4423	39.179472	6	7
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	3894	2.2333601	17322.4076	20.002624	11.877472	2000-2009 –> 2010-2019	4.5782585	2.3448984	32685.0462	38.459705	7	9
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3894	2.2624544	17423.2078	19.906606	12.121452	2000-2009 –> 2010-2019	4.6074231	2.3449687	32786.0489	38.771480	8	11
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	3894	2.2866896	17506.1884	280.944591	14.315839	2000-2009 –> 2010-2019	4.6706038	2.3839142	32980.3452	450.040150	9	18
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3894	2.4414608	18014.2352	18.599232	13.219477	2000-2009 –> 2010-2019	4.8008415	2.3593808	33416.4835	36.228498	12	18
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	3894	2.4449654	18025.4064	19.383773	13.100889	2000-2009 –> 2010-2019	4.8045797	2.3596144	33428.3238	37.175121	13	20
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3894	2.5169793	18251.4806	19.107592	13.652865	2000-2009 –> 2010-2019	4.8846464	2.3676671	33677.4221	37.499890	18	26
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1320	1.1977769	4236.4312	270.256443	12.513578	1982-1999 –> 2000-2009	1.9997283	0.8019515	7301.1282	818.978796	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1320	1.2426479	4333.5232	27.739945	12.523202	1982-1999 –> 2000-2009	2.1282015	0.8855536	7650.6940	56.318626	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1320	1.2445589	4337.5800	24.753100	12.632417	1982-1999 –> 2000-2009	2.1318928	0.8873339	7659.8641	55.013453	3	7
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1320	1.2472027	4343.1821	27.516669	12.557962	1982-1999 –> 2000-2009	2.1340299	0.8868272	7664.0120	54.901390	4	7
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	1320	1.2558678	4361.4606	241.026257	13.507953	1982-1999 –> 2000-2009	2.1886833	0.9328155	7811.0093	722.672348	6	12
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1320	1.2523141	4353.9795	25.584261	13.451041	1982-1999 –> 2000-2009	2.2087355	0.9564214	7867.1557	57.648798	5	12
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	1320	1.2559537	4359.6411	25.179816	13.517333	1982-1999 –> 2000-2009	2.2538035	0.9978497	7978.7782	55.252255	7	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1320	1.3473639	4545.1138	22.125313	13.945862	1982-1999 –> 2000-2009	2.2573712	0.9100073	7929.6368	47.863406	9	14
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1320	1.2932662	4438.9290	25.212031	13.482770	1982-1999 –> 2000-2009	2.3044495	1.0111834	8093.8613	56.507557	8	18
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	1320	1.3546573	4559.3658	262.718892	10.935850	1982-1999 –> 2000-2009	2.3358558	0.9811985	8135.6589	773.830412	10	18
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1461	1.1442393	4553.8488	479.450770	5.101250	2000-2009 –> 2010-2019	2.3420162	1.1977769	8790.2800	749.707213	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1461	1.2208991	4743.3331	29.314537	5.213873	2000-2009 –> 2010-2019	2.4635470	1.2426479	9076.8563	57.054482	2	4
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1461	1.2234618	4749.4601	27.934616	5.216012	2000-2009 –> 2010-2019	2.4706645	1.2472027	9092.6422	55.451285	3	7
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1461	1.2265900	4756.9216	29.483447	5.233725	2000-2009 –> 2010-2019	2.4711488	1.2445589	9094.5016	54.236546	4	7
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	1461	1.2912707	4907.0799	417.112801	5.813671	2000-2009 –> 2010-2019	2.5471386	1.2558678	9268.5405	658.139057	6	12
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1461	1.3112941	4952.0428	25.129814	5.750197	2000-2009 –> 2010-2019	2.5636082	1.2523141	9306.0223	50.714075	7	12
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	1461	1.3270668	4984.9799	18.744999	5.744650	2000-2009 –> 2010-2019	2.5830205	1.2559537	9344.6211	43.924815	8	15
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1461	1.2623106	4838.8003	26.650720	5.084013	2000-2009 –> 2010-2019	2.6096745	1.3473639	9383.9140	48.776033	5	14
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1461	1.3629889	5065.0234	29.020215	5.876552	2000-2009 –> 2010-2019	2.6562551	1.2932662	9503.9523	54.232246	9	17
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1461	1.4958523	5334.8166	16.300351	7.527051	2000-2009 –> 2010-2019	2.8865329	1.3906806	9963.4685	41.018352	11	23
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1311	2.6534280	6293.1418	152.357496	23.110284	1982-1999 –> 2000-2009	3.3504899	0.6970619	9339.5346	442.849075	1	2
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1311	2.6724446	6311.8661	37.700712	23.099305	1982-1999 –> 2000-2009	3.4435289	0.7710843	9647.5055	61.875267	2	4
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1311	2.6804569	6319.7154	37.228470	23.157164	1982-1999 –> 2000-2009	3.4519044	0.7714475	9656.7045	61.502817	4	7
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1311	2.7213505	6359.4151	48.615868	23.431051	1982-1999 –> 2000-2009	3.4933453	0.7719948	9698.4366	97.145089	7	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	1311	2.6778288	6315.1434	152.231497	23.459256	1982-1999 –> 2000-2009	3.4976728	0.8198440	9824.5154	427.569339	3	9
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1311	2.6940438	6330.9725	18.712822	23.453271	1982-1999 –> 2000-2009	3.6297705	0.9357266	10219.2566	40.701693	5	14
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1311	2.6994049	6336.1851	15.858384	23.481100	1982-1999 –> 2000-2009	3.6377705	0.9383656	10232.5404	35.012984	6	16
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1311	2.7261362	6362.0221	48.078752	23.571077	1982-1999 –> 2000-2009	3.6758456	0.9497094	10292.8165	85.632894	8	19
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1311	2.9293603	6550.5406	23.835732	24.669206	1982-1999 –> 2000-2009	3.7016745	0.7723142	9888.7479	47.437388	27	32
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	1311	2.8335044	6465.3072	146.768097	23.899350	1982-1999 –> 2000-2009	3.7226766	0.8891722	10209.3321	410.896597	18	25
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1449	1.1064121	4419.1366	216.434581	8.709720	2000-2009 –> 2010-2019	3.7598400	2.6534280	10712.2784	368.792078	1	2
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1449	1.1819705	4610.5801	29.824424	8.987232	2000-2009 –> 2010-2019	3.8544151	2.6724446	10922.4462	67.525136	2	4
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1449	1.1843597	4616.4320	25.755119	8.987766	2000-2009 –> 2010-2019	3.8648166	2.6804569	10936.1475	62.983588	3	7
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1449	1.1888693	4627.4456	48.542740	9.004989	2000-2009 –> 2010-2019	3.9102198	2.7213505	10986.8608	97.158608	4	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1449	1.2015704	4656.2417	22.449429	8.876596	2000-2009 –> 2010-2019	4.1309306	2.9293603	11206.7824	46.285161	5	32
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	1449	1.3301186	4952.7908	184.811465	9.872468	2000-2009 –> 2010-2019	4.1636230	2.8335044	11418.0980	331.579563	6	24
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	1449	1.3534669	5003.2196	22.675436	9.925656	2000-2009 –> 2010-2019	4.1807262	2.8272593	11462.7415	55.197228	7	23
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1449	1.4288540	5160.3010	625.040409	9.828690	2000-2009 –> 2010-2019	4.1978455	2.7689915	11565.2207	1186.379526	9	20
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	1449	1.3978878	5096.8048	29.409109	10.090580	2000-2009 –> 2010-2019	4.2437218	2.8458340	11573.4966	61.939043	8	31
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	1449	1.4408265	5182.4825	19.236674	9.537828	2000-2009 –> 2010-2019	4.2787064	2.8378799	11649.8354	49.886556	10	31
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1414	3.6322668	7674.4735	95.572655	20.858739	1982-1999 –> 2000-2009	6.7628292	3.1305625	16444.1907	172.860784	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1414	3.6475524	7684.3495	93.068818	20.347423	1982-1999 –> 2000-2009	6.8027395	3.1551871	16478.8628	161.550473	2	4
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1414	3.7669686	7775.4514	70.666317	20.389606	1982-1999 –> 2000-2009	6.9510605	3.1840919	16601.1528	129.101603	11	14
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1414	3.6998773	7726.6296	35.224476	20.189411	1982-1999 –> 2000-2009	6.9755904	3.2757130	16651.3511	62.667007	3	8
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1414	3.7000770	7726.7822	28.469077	20.187001	1982-1999 –> 2000-2009	6.9765588	3.2764818	16652.3062	51.347257	5	11
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + nitrate + phosphate_star	1414	3.7879635	7789.1693	69.064387	19.765892	1982-1999 –> 2000-2009	6.9844253	3.1964618	16626.1313	122.970780	12	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1414	3.7000806	7724.7850	21.732322	20.178567	1982-1999 –> 2000-2009	7.0087299	3.3086493	16681.7217	42.379161	6	15
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1414	3.6998965	7724.6443	28.684094	20.170285	1982-1999 –> 2000-2009	7.0098143	3.3099178	16682.8920	55.635098	4	14
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1414	3.7214456	7743.0675	224.935502	20.683887	1982-1999 –> 2000-2009	7.0177289	3.2962833	16689.1981	492.643287	9	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	1414	3.7256933	7744.2935	198.258368	21.006472	1982-1999 –> 2000-2009	7.0329608	3.3072675	16699.8017	465.659256	10	18
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1715	2.7998178	8412.3306	124.863030	17.289319	2000-2009 –> 2010-2019	6.4320846	3.6322668	16086.8041	220.435685	1	2
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1715	2.8891785	8520.0938	38.269797	18.411884	2000-2009 –> 2010-2019	6.5892555	3.7000770	16246.8761	66.738875	2	7
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1715	2.8896385	8520.6399	54.397655	18.398677	2000-2009 –> 2010-2019	6.5895158	3.6998773	16247.2695	89.622130	3	6
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1715	2.9013178	8534.4753	162.603472	18.679586	2000-2009 –> 2010-2019	6.6227634	3.7214456	16277.5427	387.538974	4	13
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1715	3.0361981	8688.3381	124.420128	17.912168	2000-2009 –> 2010-2019	6.6837505	3.6475524	16372.6877	217.488946	7	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1715	2.9829152	8627.6098	27.140432	19.650868	2000-2009 –> 2010-2019	6.6843501	3.7014350	16353.4298	46.291958	5	12
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	1715	3.0137719	8662.9091	159.472230	18.976011	2000-2009 –> 2010-2019	6.7394652	3.7256933	16407.2027	357.730598	6	16
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1715	3.0799144	8737.3724	37.642679	18.925022	2000-2009 –> 2010-2019	6.7799950	3.7000806	16462.1573	59.375001	8	14
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1715	3.0807904	8738.3478	50.978664	18.962821	2000-2009 –> 2010-2019	6.7806869	3.6998965	16462.9920	79.662757	9	13
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + temp + phosphate_star	1715	3.0827242	8738.5001	14.890085	19.151763	2000-2009 –> 2010-2019	6.7850715	3.7023473	16463.0170	24.413755	10	18
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	784	0.5441640	1284.7605	338.414031	4.306062	1982-1999 –> 2000-2009	0.8956071	0.3514431	2002.6741	868.009248	1	2
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	784	0.5484812	1295.1513	324.608895	4.188799	1982-1999 –> 2000-2009	0.9019305	0.3534493	2021.8004	841.461835	2	4
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	784	0.6327990	1521.3749	59.426432	5.049425	1982-1999 –> 2000-2009	1.0434764	0.4106774	2533.0525	123.568617	3	6
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	784	0.6328539	1519.5111	55.373752	5.036732	1982-1999 –> 2000-2009	1.0486107	0.4157568	2552.3721	115.037132	4	10
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	784	0.6382570	1534.8413	41.486535	5.122156	1982-1999 –> 2000-2009	1.0500729	0.4118159	2551.7399	89.727743	5	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	784	0.6382635	1532.8572	40.669440	5.126915	1982-1999 –> 2000-2009	1.0561123	0.4178488	2575.1845	88.647954	6	13
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	784	0.6455032	1552.5427	187.377336	5.107329	1982-1999 –> 2000-2009	1.0584927	0.4129895	2574.8086	442.686560	8	13
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	784	0.6497789	1560.8947	183.723239	5.277019	1982-1999 –> 2000-2009	1.0748819	0.4251030	2635.6833	436.893337	9	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	784	0.6407014	1538.8349	187.795828	3.808112	1982-1999 –> 2000-2009	1.0962544	0.4555530	2744.0983	528.119448	7	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	784	0.7043508	1687.3450	33.633215	6.075085	1982-1999 –> 2000-2009	1.1230197	0.4186689	2733.3702	69.611874	12	20
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	994	0.6194049	1882.6055	356.081619	2.323876	2000-2009 –> 2010-2019	1.1635689	0.5441640	3167.3660	694.495650	1	2
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	994	0.6359940	1933.1483	334.143061	2.323587	2000-2009 –> 2010-2019	1.1844752	0.5484812	3228.2996	658.751956	2	4
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	994	0.7023705	2132.5010	92.865951	2.715258	2000-2009 –> 2010-2019	1.3351695	0.6327990	3653.8759	152.292384	3	6
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	994	0.7038642	2136.7242	81.602632	2.739803	2000-2009 –> 2010-2019	1.3421212	0.6382570	3671.5655	123.089167	4	9
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	994	0.7047382	2139.1912	362.101623	2.729151	2000-2009 –> 2010-2019	1.3502414	0.6455032	3691.7339	549.478959	5	13
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	994	0.7445900	2246.5457	82.559245	2.995320	2000-2009 –> 2010-2019	1.3774439	0.6328539	3766.0567	137.932997	8	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	994	0.7508242	2263.1213	81.441541	3.071598	2000-2009 –> 2010-2019	1.3890876	0.6382635	3795.9784	122.110981	9	15
Atlantic	(28.05,28.1]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	994	0.7508860	2263.2850	331.914985	2.514079	2000-2009 –> 2010-2019	1.3915874	0.6407014	3802.1199	519.710813	10	17
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	994	0.7180658	2176.4361	373.637167	2.591220	2000-2009 –> 2010-2019	1.4032270	0.6851611	3822.4689	714.259754	7	18
Atlantic	(28.05,28.1]	3	cstar_tref ~ oxygen + aou + phosphate_star	994	0.7540141	2269.5495	267.170027	2.547557	2000-2009 –> 2010-2019	1.4083904	0.6543763	3839.4991	418.078006	11	21
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1240	0.5584032	2087.9360	531.812232	4.166603	1982-1999 –> 2000-2009	0.9592319	0.4008287	3291.0503	1007.939981	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	1240	0.5786826	2174.4046	247.641985	4.105614	1982-1999 –> 2000-2009	0.9908746	0.4121921	3441.3815	444.795155	2	4
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	1240	0.5872506	2210.8547	431.328307	4.962456	1982-1999 –> 2000-2009	1.0726190	0.4853684	3862.8460	846.874999	3	9
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1240	0.6191972	2344.2256	57.337677	4.533885	1982-1999 –> 2000-2009	1.0760603	0.4568630	3855.6212	102.277772	6	9
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1240	0.6197556	2346.4610	202.779660	4.741639	1982-1999 –> 2000-2009	1.0817647	0.4620091	3884.2463	370.947554	7	12
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1240	0.6224469	2357.2070	53.051445	4.669364	1982-1999 –> 2000-2009	1.0830419	0.4605950	3887.7699	90.749820	8	12
Atlantic	(28.1,28.15]	3	cstar_tref ~ oxygen + aou + phosphate_star	1240	0.5946032	2239.7124	229.131091	4.766846	1982-1999 –> 2000-2009	1.0837048	0.4891016	3907.7556	394.747600	4	11
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	1240	0.6184016	2341.0369	528.841918	5.631944	1982-1999 –> 2000-2009	1.1260589	0.5076573	4100.8091	1000.306414	5	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1240	0.6334027	2398.4785	200.421466	5.047285	1982-1999 –> 2000-2009	1.1295955	0.4961927	4102.4344	368.372747	9	19
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1240	0.6408835	2427.5968	45.666451	5.357120	1982-1999 –> 2000-2009	1.1528197	0.5119362	4205.1436	83.472581	10	23
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	1472	0.5933835	2654.8393	511.514831	2.752038	2000-2009 –> 2010-2019	1.1517867	0.5584032	4742.7753	1043.327063	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	1472	0.5970969	2671.2052	433.129975	2.778308	2000-2009 –> 2010-2019	1.1843475	0.5872506	4882.0598	864.458282	2	5
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	1472	0.6257606	2811.2450	539.497241	3.060846	2000-2009 –> 2010-2019	1.2441622	0.6184016	5152.2819	1068.339159	3	8
Atlantic	(28.1,28.15]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	1472	0.6830613	3067.1885	438.033447	3.817611	2000-2009 –> 2010-2019	1.2617438	0.5786826	5241.5931	685.675432	12	14
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1472	0.6494040	2920.4294	332.384384	2.967745	2000-2009 –> 2010-2019	1.2691596	0.6197556	5266.8904	535.164045	4	11
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1472	0.6513683	2929.3208	102.224262	2.988081	2000-2009 –> 2010-2019	1.2705655	0.6191972	5273.5464	159.561939	5	11
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1472	0.6539021	2940.7510	101.780855	3.008111	2000-2009 –> 2010-2019	1.2763490	0.6224469	5297.9579	154.832301	8	16
Atlantic	(28.1,28.15]	3	cstar_tref ~ oxygen + aou + phosphate_star	1472	0.6842840	3070.4538	370.370699	3.781354	2000-2009 –> 2010-2019	1.2788872	0.5946032	5310.1662	599.501790	13	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	1472	0.6516809	2928.7337	326.506503	2.946482	2000-2009 –> 2010-2019	1.2850837	0.6334027	5327.2122	526.927969	7	16
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1472	0.6513742	2927.3475	100.862057	2.989652	2000-2009 –> 2010-2019	1.2922577	0.6408835	5354.9444	146.528508	6	16
Atlantic	(28.15,28.2]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	2158	0.6365443	4188.5957	942.454018	3.490248	1982-1999 –> 2000-2009	1.1190073	0.4824631	7044.3767	1597.511166	1	2
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	2158	0.6370139	4191.7790	399.963097	3.414002	1982-1999 –> 2000-2009	1.1228250	0.4858111	7076.0377	798.567688	2	4
Atlantic	(28.15,28.2]	4	cstar_tref ~ oxygen + aou + nitrate + silicate	2158	0.6371506	4190.7052	310.588439	3.461397	1982-1999 –> 2000-2009	1.1333371	0.4961865	7159.9852	552.264066	3	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	2158	0.6535289	4300.2482	345.722786	3.600495	1982-1999 –> 2000-2009	1.1510329	0.4975040	7280.4486	591.797063	4	8
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2158	0.6787825	4465.8850	155.447821	3.888036	1982-1999 –> 2000-2009	1.1806885	0.5019060	7484.3621	278.742978	5	10
Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2158	0.6789892	4467.1988	950.294894	3.829513	1982-1999 –> 2000-2009	1.1863738	0.5073847	7530.3828	1618.260373	6	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + silicate	2158	0.6789927	4465.2214	110.202784	3.832678	1982-1999 –> 2000-2009	1.1960709	0.5170782	7604.3373	187.134429	7	14
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2158	0.7099341	4659.5498	154.912635	4.073770	1982-1999 –> 2000-2009	1.2321505	0.5222164	7841.3846	277.386096	11	19
Atlantic	(28.15,28.2]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	2158	0.7090425	4654.1263	932.579291	4.038666	1982-1999 –> 2000-2009	1.2350369	0.5259943	7865.6449	1584.398416	10	19
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2158	0.7059201	4633.0776	343.272815	3.897649	1982-1999 –> 2000-2009	1.2373741	0.5314540	7885.1199	563.811322	9	19
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	2865	0.6230630	5433.6107	524.137258	2.917631	2000-2009 –> 2010-2019	1.2600769	0.6370139	9625.3898	924.100355	1	2
Atlantic	(28.15,28.2]	4	cstar_tref ~ oxygen + aou + nitrate + silicate	2865	0.6257892	5456.6280	452.297654	2.668350	2000-2009 –> 2010-2019	1.2629398	0.6371506	9647.3332	762.886094	2	4
Atlantic	(28.15,28.2]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	2865	0.6467757	5645.6372	453.496393	2.852699	2000-2009 –> 2010-2019	1.3003046	0.6535289	9945.8854	799.219179	3	6
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2865	0.6527941	5700.7102	244.661932	3.325047	2000-2009 –> 2010-2019	1.3315766	0.6787825	10166.5951	400.109754	4	8
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + silicate	2865	0.6590479	5753.3423	157.390313	2.965231	2000-2009 –> 2010-2019	1.3380406	0.6789927	10218.5636	267.593096	5	10
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + oxygen + aou + nitrate	2865	0.6644231	5799.8863	464.722568	3.316768	2000-2009 –> 2010-2019	1.3629173	0.6984943	10387.3222	820.851674	6	12
Atlantic	(28.15,28.2]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2865	0.6757807	5899.0070	246.289999	3.490058	2000-2009 –> 2010-2019	1.3857148	0.7099341	10558.5568	401.202634	7	15
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + oxygen + nitrate + silicate	2865	0.6829965	5957.8663	155.876976	3.088534	2000-2009 –> 2010-2019	1.3933065	0.7103100	10617.7006	264.877652	8	17
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2865	0.6908765	6023.5968	319.435060	3.206227	2000-2009 –> 2010-2019	1.3967965	0.7059201	10656.6744	662.707875	10	17
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + temp + aou + nitrate	2865	0.6926713	6038.4632	194.187971	3.696252	2000-2009 –> 2010-2019	1.4298749	0.7372036	10858.6919	304.288762	11	22
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2645	0.7730614	6158.5558	182.210748	4.527328	1982-1999 –> 2000-2009	1.2839099	0.5108485	11321.1517	390.453314	1	2
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	2645	0.7828383	6225.0388	49.930290	4.468735	1982-1999 –> 2000-2009	1.3029979	0.5201596	11512.0864	150.387823	2	4
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2645	0.7833392	6228.4223	50.958618	4.467527	1982-1999 –> 2000-2009	1.3036386	0.5202995	11517.3223	88.870969	3	6
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	2645	0.7849151	6237.0539	31.514534	4.436857	1982-1999 –> 2000-2009	1.3057683	0.5208532	11531.2830	62.561578	4	8
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2645	0.7879102	6259.2016	50.590345	4.498834	1982-1999 –> 2000-2009	1.3117811	0.5238709	11595.2339	88.445263	5	10
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2645	0.8220026	6483.2826	635.662996	4.351643	1982-1999 –> 2000-2009	1.3507248	0.5287222	11882.8262	993.532733	6	12
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2645	0.8220062	6483.3058	632.232031	4.357256	1982-1999 –> 2000-2009	1.3508331	0.5288269	11884.2136	1004.197246	7	15
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2645	0.8220656	6481.6884	89.984366	4.355005	1982-1999 –> 2000-2009	1.3511123	0.5290467	11883.4591	184.094890	8	18
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	2645	0.8251271	6501.3526	10.697342	4.335309	1982-1999 –> 2000-2009	1.3539160	0.5287889	11899.7651	30.522899	9	16
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + oxygen + aou + nitrate	2645	0.8269883	6513.2717	28.078936	4.345385	1982-1999 –> 2000-2009	1.3559227	0.5289343	11913.5794	79.298096	10	19
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4656	0.6559939	9301.1807	713.806088	4.113312	2000-2009 –> 2010-2019	1.4290553	0.7730614	15459.7366	896.016837	1	2
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	4656	0.6979606	9878.6285	305.246371	4.039857	2000-2009 –> 2010-2019	1.4807989	0.7828383	16103.6673	355.176661	3	5
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	4656	0.6991503	9894.4876	308.625629	4.043197	2000-2009 –> 2010-2019	1.4824894	0.7833392	16122.9099	359.584248	5	8
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	4656	0.7045759	9964.4734	256.947569	3.907592	2000-2009 –> 2010-2019	1.4894910	0.7849151	16201.5273	288.462104	7	11
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4656	0.7038297	9956.6054	313.774903	4.089256	2000-2009 –> 2010-2019	1.4917399	0.7879102	16215.8070	364.365248	6	11
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	4656	0.7333072	10338.6612	881.489906	4.226171	2000-2009 –> 2010-2019	1.5553134	0.8220062	16821.9670	1513.721937	10	17
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4656	0.7338307	10345.3067	861.260606	4.231681	2000-2009 –> 2010-2019	1.5558333	0.8220026	16828.5893	1496.923602	11	17
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4656	0.7349020	10356.8914	713.369565	4.235827	2000-2009 –> 2010-2019	1.5569677	0.8220656	16838.5797	803.353931	14	22
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + temp + aou + nitrate	4656	0.7349007	10356.8743	71.045399	4.182416	2000-2009 –> 2010-2019	1.5600278	0.8251271	16858.2270	81.742742	13	22
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + oxygen + aou + nitrate	4656	0.7340270	10345.7975	201.406763	4.184288	2000-2009 –> 2010-2019	1.5610154	0.8269883	16859.0692	229.485699	12	22
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2477	5.4475314	15441.2568	66.527191	26.769121	1982-1999 –> 2000-2009	10.6773859	5.2298545	23556.5335	140.719944	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	2477	5.6051774	15582.5852	63.933762	17.889364	1982-1999 –> 2000-2009	10.9288211	5.3236437	23744.7156	130.764074	2	6
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2477	5.7306785	15692.2828	14.913287	40.361429	1982-1999 –> 2000-2009	10.9744508	5.2437723	23814.5652	27.354687	3	5
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2477	5.8055181	15756.5606	15.773783	39.182855	1982-1999 –> 2000-2009	11.0963846	5.2908665	23902.4112	28.533363	4	7
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	2477	5.8439403	15787.2392	61.112358	19.914648	1982-1999 –> 2000-2009	11.2939854	5.4500451	24009.2258	127.798152	5	11
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2477	6.1678971	16056.5208	7.270519	17.962010	1982-1999 –> 2000-2009	11.6060330	5.4381359	24274.7410	12.855376	8	13
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2477	6.2005855	16082.7065	7.535963	18.163618	1982-1999 –> 2000-2009	11.6672400	5.4666545	24314.7142	13.091249	9	16
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2477	6.3135905	16172.1797	8.202666	18.127985	1982-1999 –> 2000-2009	12.0903774	5.7767870	24549.6441	14.620927	10	20
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2477	6.3337042	16185.9370	7.245413	18.141223	1982-1999 –> 2000-2009	12.1161978	5.7824936	24564.0041	12.677584	11	23
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	2477	6.3374286	16188.8492	8.188288	19.073250	1982-1999 –> 2000-2009	12.1194637	5.7820351	24566.7072	14.574977	12	23
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3664	5.2765778	22600.4809	102.938565	46.403224	2000-2009 –> 2010-2019	10.7241092	5.4475314	38041.7377	169.465756	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	3664	5.3869575	22752.1926	98.426689	35.515792	2000-2009 –> 2010-2019	10.9921349	5.6051774	38334.7778	162.360451	2	4
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3664	5.5562097	22978.8872	16.432717	46.434736	2000-2009 –> 2010-2019	11.2868881	5.7306785	38671.1700	31.346004	3	6
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	3664	5.5933854	23025.7544	93.029393	30.032277	2000-2009 –> 2010-2019	11.4373257	5.8439403	38812.9937	154.141751	4	9
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	3664	5.6447401	23094.7281	17.771616	45.771473	2000-2009 –> 2010-2019	11.4502582	5.8055181	38851.2887	33.545399	5	9
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	3664	5.8397672	23343.6367	15.347419	59.148540	2000-2009 –> 2010-2019	11.9677935	6.1280264	39368.0297	27.185558	6	12
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3664	5.8810737	23395.2876	15.909551	59.634602	2000-2009 –> 2010-2019	12.0235065	6.1424327	39431.3133	27.851633	7	14
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3664	5.9789886	23516.2880	9.899863	22.068602	2000-2009 –> 2010-2019	12.1468857	6.1678971	39572.8088	17.170383	9	17
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	3664	6.0426433	23593.8925	10.008858	21.551574	2000-2009 –> 2010-2019	12.2432288	6.2005855	39676.5989	17.544820	10	19
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	3664	5.9771216	23513.9994	76.518670	56.262916	2000-2009 –> 2010-2019	12.4312287	6.4541070	39795.2274	129.976551	8	21
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	2494	4.1841682	14231.0293	320.705019	16.840833	1982-1999 –> 2000-2009	7.8164350	3.6322669	25594.8823	819.091029	1	3
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2494	4.3887233	14469.1088	320.934815	15.304968	1982-1999 –> 2000-2009	7.9906915	3.6019683	25797.8642	859.226079	7	8
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2494	4.3869744	14467.1206	30.499848	16.896137	1982-1999 –> 2000-2009	8.0542015	3.6672271	25871.1091	50.834878	6	9
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2494	4.4190941	14503.5078	33.596316	16.921512	1982-1999 –> 2000-2009	8.1183197	3.6992256	25943.8977	55.696469	8	12
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2494	4.3049220	14372.9433	20.212130	15.275952	1982-1999 –> 2000-2009	8.1504987	3.8455767	25975.9056	31.174847	4	9
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2494	4.2455995	14303.7299	30.404742	21.021755	1982-1999 –> 2000-2009	8.1610771	3.9154776	25982.1698	49.249049	2	10
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	2494	4.3109241	14379.8930	22.046757	15.450560	1982-1999 –> 2000-2009	8.1849068	3.8739827	26013.6917	34.649473	5	12
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2494	4.2747236	14337.8300	32.973204	20.997923	1982-1999 –> 2000-2009	8.2177478	3.9430242	26045.6445	52.313638	3	12
Indo-Pacific	(26,26.5]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	2494	4.5751783	14676.6461	195.457829	14.161297	1982-1999 –> 2000-2009	8.4427889	3.8676106	26303.5471	489.949128	9	15
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + oxygen + aou + phosphate_star	2494	4.8187721	14933.3909	320.693391	19.248072	1982-1999 –> 2000-2009	8.9261638	4.1073916	26810.3259	818.943044	15	25
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2876	3.5970200	15538.9025	21.626613	18.177782	2000-2009 –> 2010-2019	7.8426194	4.2455995	29842.6325	52.031355	1	3
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	2876	3.6915001	15688.0357	350.105663	34.594533	2000-2009 –> 2010-2019	7.8756683	4.1841682	29919.0650	670.810682	3	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2876	3.6239376	15581.7863	22.121420	18.353755	2000-2009 –> 2010-2019	7.8986612	4.2747236	29919.6162	55.094624	2	5
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2876	3.9040092	16009.9816	16.067835	16.349626	2000-2009 –> 2010-2019	8.2089312	4.3049220	30382.9250	36.279965	4	8
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	2876	3.9287952	16046.3848	16.103670	16.698913	2000-2009 –> 2010-2019	8.2397193	4.3109241	30426.2779	38.150427	5	10
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2876	4.1496942	16361.0297	21.062223	18.537967	2000-2009 –> 2010-2019	8.5366685	4.3869744	30828.1503	51.562070	9	15
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2876	4.1847887	16409.4706	23.042455	18.735571	2000-2009 –> 2010-2019	8.6038828	4.4190941	30912.9783	56.638771	11	19
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2876	4.2269243	16467.0964	342.069600	39.811134	2000-2009 –> 2010-2019	8.6156476	4.3887233	30936.2052	663.004415	12	19
Indo-Pacific	(26,26.5]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	2876	4.0487940	16219.4409	248.486680	29.487785	2000-2009 –> 2010-2019	8.6239724	4.5751783	30896.0870	443.944509	6	15
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2876	4.1183674	16315.4420	15.681990	17.278032	2000-2009 –> 2010-2019	8.8808581	4.7624907	31190.2321	35.864711	7	17
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	2214	4.2344414	12687.7772	514.086803	23.083233	1982-1999 –> 2000-2009	7.1327821	2.8983406	22097.7402	1195.549841	1	4
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2214	4.4104943	12868.1533	57.181486	22.568108	1982-1999 –> 2000-2009	7.2631121	2.8526178	22217.9458	103.071299	6	7
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2214	4.4218884	12879.5778	62.509285	22.590944	1982-1999 –> 2000-2009	7.2884651	2.8665767	22247.8417	112.733576	7	9
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2214	4.3850371	12842.5210	28.747127	25.670379	1982-1999 –> 2000-2009	7.4469377	3.0619006	22460.2159	49.879400	3	8
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	2214	4.4019401	12859.5568	32.559041	25.708428	1982-1999 –> 2000-2009	7.4813218	3.0793817	22498.7941	58.530623	5	11
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2214	4.3805841	12838.0221	54.880180	16.753823	1982-1999 –> 2000-2009	7.6357733	3.2551891	22687.3529	94.701971	2	11
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2214	4.3885926	12846.1098	58.376933	16.775919	1982-1999 –> 2000-2009	7.6502883	3.2616957	22702.9967	100.177204	4	15
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	2214	4.6390976	13089.9138	503.802794	23.137229	1982-1999 –> 2000-2009	7.6950707	3.0559731	22698.2763	1167.763118	11	15
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2214	4.5135426	12970.4204	47.716089	16.269215	1982-1999 –> 2000-2009	7.7711113	3.2575687	22822.5164	82.600405	8	18
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2214	4.5409258	12995.2035	47.177037	15.524361	1982-1999 –> 2000-2009	7.8704632	3.3295374	22927.9884	82.056755	9	22
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	2637	3.1926858	13619.8707	680.087688	19.511682	2000-2009 –> 2010-2019	7.3663787	4.1736928	26243.6624	1551.689868	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	2637	3.2801072	13762.3404	483.211854	15.587029	2000-2009 –> 2010-2019	7.5145487	4.2344414	26450.1176	997.298657	4	6
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2637	3.2367476	13692.1587	48.611028	15.556969	2000-2009 –> 2010-2019	7.6173317	4.3805841	26530.1808	103.491208	2	6
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2637	3.2533235	13719.0988	49.726104	15.671166	2000-2009 –> 2010-2019	7.6419161	4.3885926	26565.2086	108.103038	3	9
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2637	3.4960990	14098.6722	24.763949	15.694073	2000-2009 –> 2010-2019	7.8811361	4.3850371	26941.1932	53.511076	6	11
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	2637	3.3519558	13874.6168	380.407140	15.987770	2000-2009 –> 2010-2019	7.9093869	4.5574311	26885.8860	812.565649	5	17
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	2637	3.5287930	14147.7632	28.841463	15.736950	2000-2009 –> 2010-2019	7.9307331	4.4019401	27007.3200	61.400505	7	14
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	2637	3.8118626	14554.7159	669.206628	20.598711	2000-2009 –> 2010-2019	8.0733334	4.2614708	27270.6680	1571.967891	12	15
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2637	3.6996042	14397.0650	49.095264	14.904977	2000-2009 –> 2010-2019	8.2131468	4.5135426	27367.4854	96.811353	10	20
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2637	3.7903283	14522.8370	47.831215	12.842756	2000-2009 –> 2010-2019	8.3312541	4.5409258	27518.0405	95.008252	11	22
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3284	3.8349966	18162.0874	941.049384	18.478649	1982-1999 –> 2000-2009	6.5492980	2.7143014	29837.9777	1764.337573	5	6
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3284	3.7686093	18047.3936	73.216521	16.192333	1982-1999 –> 2000-2009	6.6672693	2.8986601	30040.2882	127.519406	1	3
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	3284	3.7722543	18053.7432	83.083090	16.197859	1982-1999 –> 2000-2009	6.6831705	2.9109162	30066.9916	144.880105	2	5
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3284	3.8073355	18114.5420	50.958608	15.394557	1982-1999 –> 2000-2009	6.8467139	3.0393784	30336.1155	89.335683	3	9
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3284	3.8089245	18115.2826	48.466639	15.362185	1982-1999 –> 2000-2009	6.8532979	3.0443734	30342.7776	85.024912	4	11
Indo-Pacific	(26.75,27]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	3284	3.9435837	18345.4747	566.756928	17.442726	1982-1999 –> 2000-2009	6.8598343	2.9162506	30367.5553	1101.738361	6	10
Indo-Pacific	(26.75,27]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	3284	3.9485647	18351.7652	528.466809	17.245770	1982-1999 –> 2000-2009	6.8832643	2.9346996	30402.2677	1013.269490	7	12
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3284	3.9912509	18424.3879	34.270058	20.815492	1982-1999 –> 2000-2009	7.1663003	3.1750494	30856.6264	61.426863	8	18
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	3284	3.9961228	18432.4003	43.639829	20.803709	1982-1999 –> 2000-2009	7.1879986	3.1918757	30890.1363	79.338671	9	20
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3284	4.0339225	18492.2355	32.684625	20.288499	1982-1999 –> 2000-2009	7.2473208	3.2133984	30980.3904	57.526186	11	23
Indo-Pacific	(26.75,27]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	3285	3.2115442	17001.9859	503.256566	17.429309	2000-2009 –> 2010-2019	7.1551279	3.9435837	35347.4606	1070.013494	1	7
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3285	3.4296708	17433.7165	66.578332	20.911402	2000-2009 –> 2010-2019	7.1982801	3.7686093	35481.1101	139.794852	4	5
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	3285	3.4406722	17454.7574	75.438049	20.947909	2000-2009 –> 2010-2019	7.2129265	3.7722543	35508.5006	158.521140	5	7
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3285	3.2393303	17058.5848	29.137500	21.555281	2000-2009 –> 2010-2019	7.2305812	3.9912509	35482.9727	63.407558	2	10
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	3285	3.2529310	17086.1119	35.627714	21.624980	2000-2009 –> 2010-2019	7.2490538	3.9961228	35518.5121	79.267543	3	12
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3285	3.4490407	17470.7177	46.307357	14.935968	2000-2009 –> 2010-2019	7.2563762	3.8073355	35585.2597	97.265965	6	9
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	3285	3.4554107	17482.8407	857.337134	16.411391	2000-2009 –> 2010-2019	7.2904074	3.8349966	35644.9281	1798.386518	7	12
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	3285	3.7224174	17969.8587	40.639133	16.663996	2000-2009 –> 2010-2019	7.5313419	3.8089245	36085.1413	89.105772	13	17
Indo-Pacific	(26.75,27]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	3285	3.6982289	17927.0272	502.755725	19.652064	2000-2009 –> 2010-2019	7.6467936	3.9485647	36278.7924	1031.222535	11	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	3285	3.6479134	17837.0267	16.486548	16.717093	2000-2009 –> 2010-2019	7.6774364	4.0295230	36322.0952	37.882115	9	19
Indo-Pacific	(27,27.25]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	4225	3.0402858	21400.0209	583.730860	8.888658	1982-1999 –> 2000-2009	5.5329536	2.4926679	34460.8629	1176.697758	1	2
Indo-Pacific	(27,27.25]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	4225	3.2328952	21917.0754	529.016858	10.164123	1982-1999 –> 2000-2009	5.7947946	2.5618994	35129.1671	963.767575	2	6
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4225	3.3129828	22125.8541	63.306161	11.024679	1982-1999 –> 2000-2009	5.8121057	2.4991229	35201.1636	115.339815	7	9
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	4225	3.3204410	22144.8555	70.591483	11.061507	1982-1999 –> 2000-2009	5.8319027	2.5114616	35247.7159	128.156513	8	11
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4225	3.2704670	22016.7126	23.178608	9.837461	1982-1999 –> 2000-2009	5.8522152	2.5817482	35273.9778	48.124178	4	9
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	4225	3.2736083	22024.8249	30.079566	9.859601	1982-1999 –> 2000-2009	5.8664855	2.5928773	35306.1523	64.114086	5	11
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4225	3.3578161	22237.4379	21.375841	10.058643	1982-1999 –> 2000-2009	5.9526414	2.5948252	35520.9662	39.949795	9	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	4225	3.3636910	22252.2093	26.204679	10.104983	1982-1999 –> 2000-2009	5.9702235	2.6065324	35560.9196	49.438939	10	18
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	4225	3.2689702	22012.8444	45.698725	9.798404	1982-1999 –> 2000-2009	5.9929488	2.7239787	35570.0979	88.564244	3	12
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	4225	3.2863936	22055.7627	16.955871	9.967732	1982-1999 –> 2000-2009	6.0631955	2.7768019	35718.4564	31.769368	6	16
Indo-Pacific	(27,27.25]	5	cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star	4366	2.6252610	20832.1257	644.481647	9.640453	2000-2009 –> 2010-2019	5.6655467	3.0402858	42232.1466	1228.212506	1	2
Indo-Pacific	(27,27.25]	4	cstar_tref ~ oxygen + aou + nitrate + phosphate_star	4366	2.6448846	20895.1540	608.671717	10.026498	2000-2009 –> 2010-2019	5.8777798	3.2328952	42812.2294	1137.688575	2	4
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4366	2.7362418	21193.6746	55.945266	11.435461	2000-2009 –> 2010-2019	6.0492246	3.3129828	43319.5287	119.251426	3	10
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	4366	2.7456720	21223.7171	62.933759	11.469091	2000-2009 –> 2010-2019	6.0661131	3.3204410	43368.5725	133.525241	4	12
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4366	2.8580259	21573.9163	23.533272	10.853749	2000-2009 –> 2010-2019	6.1284928	3.2704670	43590.6289	46.711880	5	9
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	4366	2.8654888	21596.6877	29.398259	10.872440	2000-2009 –> 2010-2019	6.1390971	3.2736083	43621.5127	59.477826	7	12
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	4366	2.9159854	21749.2259	35.358629	9.804904	2000-2009 –> 2010-2019	6.1849556	3.2689702	43762.0703	81.057354	9	12
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4366	2.8594598	21576.2964	22.087467	10.673556	2000-2009 –> 2010-2019	6.2172760	3.3578161	43813.7343	43.463308	6	15
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	4366	2.8667334	21598.4797	26.575424	10.700185	2000-2009 –> 2010-2019	6.2304245	3.3636910	43850.6890	52.780103	8	18
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	4366	2.9756099	21923.9722	14.440810	9.500578	2000-2009 –> 2010-2019	6.2620035	3.2863936	43979.7349	31.396681	11	17
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	5451	3.0518500	27647.1520	23.977251	9.986162	1982-1999 –> 2000-2009	5.4064099	2.3545599	46104.6721	44.380116	1	2
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5451	3.2136851	28210.4620	55.801538	10.229971	1982-1999 –> 2000-2009	5.6002626	2.3865775	46777.4655	131.645771	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	5451	3.2149806	28214.8561	55.139135	10.154962	1982-1999 –> 2000-2009	5.6063986	2.3914179	46798.2835	129.590780	3	6
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	5451	3.2162891	28217.2922	19.097271	9.956404	1982-1999 –> 2000-2009	5.6257086	2.4094195	46859.5096	32.605175	4	8
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5451	3.2523374	28340.8026	36.587790	11.213526	1982-1999 –> 2000-2009	5.6707819	2.4184445	47015.3259	75.422522	6	11
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	5451	3.2586656	28361.9943	40.252180	11.222195	1982-1999 –> 2000-2009	5.6864105	2.4277450	47067.6307	83.676128	7	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5451	3.3292726	28593.6904	25.532310	12.387320	1982-1999 –> 2000-2009	5.7580612	2.4287886	47300.8107	44.411729	9	16
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	5451	3.3382190	28622.9466	25.832722	12.421047	1982-1999 –> 2000-2009	5.7777412	2.4395222	47365.8110	47.355821	10	18
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star	5451	3.2323723	28273.6724	33.142451	9.799368	1982-1999 –> 2000-2009	5.7992820	2.5669097	47431.1364	57.348699	5	14
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5451	3.2987774	28495.3708	35.691275	9.876024	1982-1999 –> 2000-2009	5.9159530	2.6171757	47810.0346	61.957414	8	18
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	5661	3.0935208	28865.2681	22.098317	13.805505	2000-2009 –> 2010-2019	6.1453707	3.0518500	56512.4202	46.075568	1	2
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5661	3.1073847	28915.8957	47.507120	14.000843	2000-2009 –> 2010-2019	6.3210698	3.2136851	57126.3577	103.308659	3	5
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	5661	3.1072471	28915.3942	47.642156	13.905443	2000-2009 –> 2010-2019	6.3222277	3.2149806	57130.2503	102.781292	2	5
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	5661	3.1073849	28913.8961	14.858323	13.998051	2000-2009 –> 2010-2019	6.3236740	3.2162891	57131.1883	33.955594	4	8
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5661	3.1994485	29246.4640	43.180834	16.552292	2000-2009 –> 2010-2019	6.4517859	3.2523374	57587.2666	79.768625	5	11
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	5661	3.2048172	29265.4466	47.694206	16.563437	2000-2009 –> 2010-2019	6.4634828	3.2586656	57627.4409	87.946387	7	14
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5661	3.2012060	29250.6819	18.463343	16.691413	2000-2009 –> 2010-2019	6.5304787	3.3292726	57844.3723	43.995653	6	15
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + oxygen + nitrate + phosphate_star	5661	3.2069061	29270.8239	20.992811	16.716607	2000-2009 –> 2010-2019	6.5451251	3.3382190	57893.7705	46.825534	8	18
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star	5661	3.3891601	29898.6531	29.765653	11.265274	2000-2009 –> 2010-2019	6.6215325	3.2323723	58172.3255	62.908104	10	15
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5661	3.4610245	30136.2170	31.598549	11.734340	2000-2009 –> 2010-2019	6.7598019	3.2987774	58631.5877	67.289824	12	20
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	6462	2.9713498	32426.8088	31.088201	10.504531	1982-1999 –> 2000-2009	5.2608937	2.2895438	52163.0357	52.865510	3	4
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star	6462	2.9178380	32191.9358	45.341925	9.662586	1982-1999 –> 2000-2009	5.2610241	2.3431861	52131.4059	76.358717	1	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6462	2.9221262	32210.9154	48.061139	9.686089	1982-1999 –> 2000-2009	5.2742136	2.3520874	52183.6609	84.411356	2	6
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6462	3.0401018	32720.4409	31.021025	13.730293	1982-1999 –> 2000-2009	5.4140788	2.3739770	52772.4820	52.568931	6	12
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	6462	3.0141417	32611.6060	62.933034	9.857764	1982-1999 –> 2000-2009	5.4433991	2.4292575	52867.6622	124.454838	4	11
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	6462	3.0216106	32643.5916	62.851965	9.954820	1982-1999 –> 2000-2009	5.4543313	2.4327206	52912.1500	121.271522	5	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6462	3.0425856	32730.9955	39.483650	10.171247	1982-1999 –> 2000-2009	5.4861544	2.4435688	53036.6015	66.255649	7	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + silicate + phosphate_star	6462	3.0534007	32776.8535	34.213897	10.087116	1982-1999 –> 2000-2009	5.4875950	2.4341943	53048.7266	57.968501	8	17
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	6462	3.2135839	33439.6687	48.768438	9.636627	1982-1999 –> 2000-2009	5.5601618	2.3465779	53391.8331	90.381578	12	15
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	6462	3.2160953	33449.7644	48.874466	9.630538	1982-1999 –> 2000-2009	5.5702676	2.3541724	53430.2857	92.645847	13	18
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star	6267	3.2962112	32749.2011	39.762818	11.718004	2000-2009 –> 2010-2019	6.2140493	2.9178380	64941.1368	85.104744	1	2
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6267	3.3065967	32788.6303	42.570252	11.500133	2000-2009 –> 2010-2019	6.2287229	2.9221262	64999.5457	90.631392	2	4
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	6267	3.3107523	32804.3725	20.105297	14.245677	2000-2009 –> 2010-2019	6.2821021	2.9713498	65231.1813	51.193498	3	6
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	6267	3.3619521	32996.7236	72.075310	11.533529	2000-2009 –> 2010-2019	6.3760937	3.0141417	65608.3296	135.008344	4	8
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	6267	3.3702106	33027.4750	71.917896	11.660516	2000-2009 –> 2010-2019	6.3918212	3.0216106	65671.0666	134.769862	5	10
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6267	3.3804602	33063.5363	30.768968	12.800000	2000-2009 –> 2010-2019	6.4230458	3.0425856	65794.5318	70.252618	6	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + oxygen + silicate + phosphate_star	6267	3.3826595	33071.6879	26.010478	13.196925	2000-2009 –> 2010-2019	6.4360601	3.0534007	65848.5414	60.224375	7	15
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6267	3.5131782	33546.2112	17.891961	13.294444	2000-2009 –> 2010-2019	6.5532800	3.0401018	66266.6521	48.912985	17	23
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	6267	3.3963718	33124.3945	30.275321	16.323018	2000-2009 –> 2010-2019	6.6099558	3.2135839	66564.0632	79.043759	8	20
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	6267	3.3996007	33136.3046	31.412981	16.304062	2000-2009 –> 2010-2019	6.6156959	3.2160953	66586.0690	80.287446	9	22
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2447	2.2353201	10894.9427	129.137768	8.752139	1982-1999 –> 2000-2009	4.1690261	1.9337059	18133.3807	249.401781	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2447	2.2394392	10903.9526	135.278367	8.737656	1982-1999 –> 2000-2009	4.1833352	1.9438960	18160.6601	269.303081	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2447	2.3248202	11087.0725	126.918705	9.039622	1982-1999 –> 2000-2009	4.3196950	1.9948749	18433.7635	253.415555	7	13
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2447	2.3354229	11109.3416	156.731863	8.742045	1982-1999 –> 2000-2009	4.3558430	2.0204201	18500.2618	304.796568	10	18
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star	2447	2.3401707	11119.2808	121.631465	9.206018	1982-1999 –> 2000-2009	4.3641854	2.0240147	18516.3797	239.702321	12	21
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2447	2.3380092	11114.7585	164.927571	8.795199	1982-1999 –> 2000-2009	4.3648264	2.0268171	18516.6669	331.437119	11	22
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2447	2.2905253	11014.3403	79.686867	8.591580	1982-1999 –> 2000-2009	4.3706116	2.0800863	18506.4257	154.998138	3	19
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2447	2.4090297	11261.2076	162.792821	9.805000	1982-1999 –> 2000-2009	4.3717577	1.9627280	18551.4276	318.216012	40	43
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	2447	2.3484557	11134.5766	125.270153	8.923608	1982-1999 –> 2000-2009	4.3731595	2.0247038	18530.8588	251.029956	15	25
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2447	2.2922246	11017.9697	83.798888	8.592130	1982-1999 –> 2000-2009	4.3748219	2.0825973	18514.2486	167.632202	5	23
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2436	2.4628692	11318.3337	115.481172	13.541394	2000-2009 –> 2010-2019	4.6981893	2.2353201	22213.2764	244.618940	1	2
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2436	2.4722725	11336.8997	121.000601	13.526693	2000-2009 –> 2010-2019	4.7117117	2.2394392	22240.8523	256.278968	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2436	2.5355939	11460.1133	83.638923	14.974978	2000-2009 –> 2010-2019	4.8261193	2.2905253	22474.4536	163.325790	5	8
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2436	2.5415927	11471.6260	88.062608	14.943399	2000-2009 –> 2010-2019	4.8338173	2.2922246	22489.5957	171.861497	6	11
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2436	2.4948315	11381.1542	164.587243	16.024445	2000-2009 –> 2010-2019	4.9038612	2.4090297	22642.3619	327.380064	3	43
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	2436	2.5082441	11407.2767	173.621488	16.012277	2000-2009 –> 2010-2019	4.9224466	2.4142025	22678.9818	344.697963	4	46
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2436	2.6446460	11663.2699	13.137816	13.236883	2000-2009 –> 2010-2019	4.9356089	2.2909629	22676.5450	23.474424	11	15
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	2436	2.6465229	11666.7263	13.374302	13.228596	2000-2009 –> 2010-2019	4.9390383	2.2925154	22683.3168	23.883234	12	18
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2436	2.5676510	11519.3230	115.126506	14.689863	2000-2009 –> 2010-2019	4.9788811	2.4112300	22782.9987	244.223467	7	48
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2436	2.6504829	11676.0109	144.490091	11.485067	2000-2009 –> 2010-2019	4.9859058	2.3354229	22785.3525	301.221954	13	23
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2955	1.9004580	12194.7075	303.441651	9.640840	1982-1999 –> 2000-2009	3.5278186	1.6273607	19599.7801	611.509343	1	3
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2955	1.9044112	12206.9885	272.356727	9.677175	1982-1999 –> 2000-2009	3.5308997	1.6264885	19609.9820	536.213649	2	3
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2955	1.9239081	12267.1861	296.973540	6.567487	1982-1999 –> 2000-2009	3.5581807	1.6342725	19688.6946	607.538447	3	7
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2955	1.9267910	12276.0352	265.871547	6.459409	1982-1999 –> 2000-2009	3.5598077	1.6330167	19694.5627	531.484054	4	7
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2955	1.9790842	12432.2948	277.765835	7.275543	1982-1999 –> 2000-2009	3.6891139	1.7100298	20027.5272	565.026758	5	12
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + nitrate	2955	1.9865755	12454.6233	250.754697	7.252565	1982-1999 –> 2000-2009	3.7012414	1.7146659	20060.3553	498.743935	8	16
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2955	2.0179042	12549.0981	286.863868	7.403463	1982-1999 –> 2000-2009	3.7114201	1.6935159	20108.6984	558.711321	11	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	2955	2.0304730	12583.7950	217.238183	7.712604	1982-1999 –> 2000-2009	3.7303299	1.6998569	20155.8886	451.379056	12	18
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2955	1.9820224	12443.0625	68.803989	9.115684	1982-1999 –> 2000-2009	3.7420430	1.7600206	20152.0386	141.350593	6	19
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2955	1.9824530	12444.3464	75.865954	9.109812	1982-1999 –> 2000-2009	3.7452060	1.7627530	20159.3381	158.736981	7	21
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	2992	1.8229562	12098.0776	311.749786	12.389237	2000-2009 –> 2010-2019	3.7234142	1.9004580	24292.7852	615.191437	2	3
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	2992	1.8225020	12096.5864	272.710869	12.434499	2000-2009 –> 2010-2019	3.7269132	1.9044112	24303.5749	545.067596	1	3
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	2992	1.8885050	12309.4688	302.787208	10.432560	2000-2009 –> 2010-2019	3.8124132	1.9239081	24576.6549	599.760748	3	6
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	2992	1.8901520	12314.6852	263.905652	10.396620	2000-2009 –> 2010-2019	3.8169430	1.9267910	24590.7204	529.777199	5	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + oxygen + nitrate	2992	1.8885183	12307.5107	294.562625	10.420359	2000-2009 –> 2010-2019	3.8676024	1.9790842	24739.8055	572.328460	4	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + nitrate	2992	1.8902717	12313.0643	258.490629	10.432635	2000-2009 –> 2010-2019	3.8768472	1.9865755	24767.6876	509.245325	6	14
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2992	1.9823343	12599.6303	65.584867	13.410487	2000-2009 –> 2010-2019	3.9643567	1.9820224	25042.6929	134.388856	7	13
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2992	1.9834938	12603.1295	74.291979	13.412496	2000-2009 –> 2010-2019	3.9659468	1.9824530	25047.4759	150.157933	8	15
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2992	2.0243381	12723.1009	24.209172	12.482923	2000-2009 –> 2010-2019	4.0139871	1.9896490	25186.8610	40.610673	13	22
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	2992	2.0263400	12729.0157	25.110474	12.466312	2000-2009 –> 2010-2019	4.0160261	1.9896861	25192.8860	42.129730	14	24
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	3273	1.6451857	12561.3192	872.029953	9.985982	1982-1999 –> 2000-2009	3.0641209	1.4189352	20754.4596	1241.947433	1	3
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	3273	1.6492245	12577.3692	711.793601	10.100821	1982-1999 –> 2000-2009	3.0669588	1.4177343	20766.5946	1024.010643	2	3
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	3273	1.6522541	12589.3830	78.533420	9.576189	1982-1999 –> 2000-2009	3.1445852	1.4923312	21015.7244	156.392104	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	3273	1.6526298	12590.8716	89.466747	9.546077	1982-1999 –> 2000-2009	3.1481425	1.4955127	21027.0605	179.171333	4	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	3273	1.6676596	12648.1350	22.591805	10.210142	1982-1999 –> 2000-2009	3.1678331	1.5001735	21096.7123	44.091765	6	11
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	3273	1.6674161	12647.1789	23.832336	10.159719	1982-1999 –> 2000-2009	3.1708503	1.5034342	21105.7957	46.794558	5	11
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	3273	1.7070026	12802.7729	471.912698	6.804536	1982-1999 –> 2000-2009	3.2695456	1.5625430	21441.7036	829.614274	8	15
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	3273	1.6947062	12755.4480	81.370507	9.114728	1982-1999 –> 2000-2009	3.2815675	1.5868613	21465.7889	148.892917	7	16
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	3273	1.7235071	12865.7603	406.663697	6.695818	1982-1999 –> 2000-2009	3.2927058	1.5691987	21524.3451	710.657206	9	17
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	3273	1.7566707	12988.5215	19.504465	7.238440	1982-1999 –> 2000-2009	3.3654778	1.6088071	21760.3728	37.033287	12	22
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	4401	1.5720248	16485.2090	672.308028	5.832457	2000-2009 –> 2010-2019	3.2790274	1.7070026	29287.9820	1144.220726	1	7
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	4401	1.5788574	16523.3831	578.976330	5.759110	2000-2009 –> 2010-2019	3.3023646	1.7235071	29389.1435	985.640026	2	9
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4401	1.6925408	17135.3807	110.704150	5.846132	2000-2009 –> 2010-2019	3.3447948	1.6522541	29724.7637	189.237570	7	8
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	4401	1.6925320	17135.3352	133.390179	5.840842	2000-2009 –> 2010-2019	3.3451619	1.6526298	29726.2068	222.856926	6	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + oxygen + nitrate	4401	1.6112198	16699.9765	670.392013	6.233380	2000-2009 –> 2010-2019	3.3531189	1.7418991	29633.2208	1107.823235	3	12
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	4401	1.6963293	17153.0607	34.919395	6.027931	2000-2009 –> 2010-2019	3.3637454	1.6674161	29800.2396	58.751731	8	11
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + phosphate_star	4401	1.6967593	17155.2918	33.207175	6.043941	2000-2009 –> 2010-2019	3.3644190	1.6676596	29803.4268	55.798980	9	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + aou + nitrate	4401	1.6206934	16751.5785	548.350964	6.187876	2000-2009 –> 2010-2019	3.3835128	1.7628194	29762.9722	927.979397	4	15
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	4401	1.7373915	17365.5883	119.053055	6.469705	2000-2009 –> 2010-2019	3.4320976	1.6947062	30121.0363	200.423562	10	15
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	4401	1.7596871	17475.8240	34.268881	5.908789	2000-2009 –> 2010-2019	3.4879294	1.7282424	30357.5444	57.766328	16	24
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	1902	1.3178212	6461.4691	115.491617	5.609799	1982-1999 –> 2000-2009	2.3758358	1.0580146	10753.9339	246.641032	1	2
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	1902	1.3191801	6465.3898	128.962327	5.602765	1982-1999 –> 2000-2009	2.3790940	1.0599139	10763.0559	278.852324	2	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	1902	1.3268564	6487.4612	83.418132	5.438326	1982-1999 –> 2000-2009	2.4230071	1.0961506	10882.6163	182.945340	3	10
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	1902	1.3714601	6613.2343	745.380445	6.529183	1982-1999 –> 2000-2009	2.4594786	1.0880185	10986.7948	1321.929359	5	8
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	1902	1.3743186	6621.1546	875.364984	6.547227	1982-1999 –> 2000-2009	2.4647370	1.0904184	11001.1047	1554.584787	6	10
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	1902	1.3803731	6635.8762	20.166253	6.615934	1982-1999 –> 2000-2009	2.4738696	1.0934965	11022.0009	47.049049	7	12
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	1902	1.3830611	6643.2766	20.984335	6.588935	1982-1999 –> 2000-2009	2.4789707	1.0959095	11035.7938	49.519728	8	14
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1902	1.3843196	6648.7363	886.671194	6.364748	1982-1999 –> 2000-2009	2.4947875	1.1104679	11081.5243	1245.897386	9	17
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1902	1.3844117	6646.9892	83.390137	6.397594	1982-1999 –> 2000-2009	2.4991520	1.1147403	11088.9133	173.441138	10	19
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	1902	1.3634648	6588.9930	19.051126	5.048147	1982-1999 –> 2000-2009	2.5090600	1.1455951	11110.0952	43.370050	4	16
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	2493	1.4116073	8807.6464	194.193846	5.851171	2000-2009 –> 2010-2019	2.7294285	1.3178212	15269.1155	309.685464	2	3
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	2493	1.4116240	8807.7053	227.089677	5.855544	2000-2009 –> 2010-2019	2.7308041	1.3191801	15273.0951	356.052005	3	5
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	2493	1.4109263	8805.2404	144.385663	5.649925	2000-2009 –> 2010-2019	2.7377828	1.3268564	15292.7015	227.803795	1	4
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	2493	1.4123843	8808.3901	24.117662	5.766789	2000-2009 –> 2010-2019	2.7758492	1.3634648	15397.3831	43.168789	4	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + aou + phosphate_star	2493	1.4897809	9074.3922	24.371389	6.386190	2000-2009 –> 2010-2019	2.8701541	1.3803731	15710.2684	44.537642	10	15
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	2493	1.4893894	9073.0814	25.671954	6.442839	2000-2009 –> 2010-2019	2.8724505	1.3830611	15716.3580	46.656288	9	15
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2493	1.5715168	9342.7053	938.524544	5.923925	2000-2009 –> 2010-2019	2.9558364	1.3843196	15991.4416	1825.195738	12	19
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	2493	1.5772018	9358.7097	144.305981	6.153469	2000-2009 –> 2010-2019	2.9616134	1.3844117	16005.6989	227.696118	15	23
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	2493	1.5746107	9350.5119	185.607729	6.017016	2000-2009 –> 2010-2019	2.9650020	1.3903913	16013.8962	299.106765	14	23
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + oxygen + silicate + phosphate_star	2493	1.5745289	9350.2528	216.947204	6.019912	2000-2009 –> 2010-2019	2.9665764	1.3920475	16018.1656	343.465588	13	23
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	4783	1.0473275	14029.9137	39.791727	5.014590	1982-1999 –> 2000-2009	2.0042098	0.9568824	23725.7040	93.515368	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	4783	1.0617337	14160.5992	49.953259	5.106680	1982-1999 –> 2000-2009	2.0251199	0.9633862	23904.0912	114.144076	2	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	4783	1.0622460	14165.2139	57.679206	5.103558	1982-1999 –> 2000-2009	2.0260159	0.9637699	23911.5102	134.163810	3	6
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	4783	1.1005762	14502.3129	10.111094	5.578937	1982-1999 –> 2000-2009	2.1117978	1.0112216	24585.0602	22.499465	4	8
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	4783	1.3288338	16307.1962	606.659506	6.999287	1982-1999 –> 2000-2009	2.4418424	1.1130086	27067.3255	969.310212	5	10
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4783	1.3350188	16351.6177	513.146289	7.083434	1982-1999 –> 2000-2009	2.4514351	1.1164162	27133.2744	813.995516	6	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	4783	1.3504855	16459.8058	34.756693	6.962919	1982-1999 –> 2000-2009	2.4944409	1.1439555	27411.0635	68.718164	9	16
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	4783	1.3488441	16450.1726	438.964480	6.188395	1982-1999 –> 2000-2009	2.5405878	1.1917437	27691.6278	803.632901	7	16
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	4783	1.3493285	16453.6074	520.350273	6.167215	1982-1999 –> 2000-2009	2.5409452	1.1916166	27694.3120	966.940954	8	16
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + nitrate + phosphate_star	4783	1.3732233	16619.5257	14.887726	5.923297	1982-1999 –> 2000-2009	2.5701303	1.1969070	27889.4252	32.449793	12	22
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	5415	1.0374889	15779.6840	72.565404	7.255217	2000-2009 –> 2010-2019	2.0848164	1.0473275	29809.5977	112.357131	3	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	5415	1.0336275	15739.3005	82.053487	7.305339	2000-2009 –> 2010-2019	2.0953611	1.0617337	29899.8996	132.006745	1	3
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	5415	1.0337976	15741.0826	98.125613	7.310744	2000-2009 –> 2010-2019	2.0960436	1.0622460	29906.2965	155.804819	2	5
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	5415	1.0439425	15844.8422	18.330115	6.927384	2000-2009 –> 2010-2019	2.1445187	1.1005762	30347.1551	28.441209	4	8
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + aou + nitrate + phosphate_star	5415	1.2787785	18044.2586	599.772076	8.502431	2000-2009 –> 2010-2019	2.6276226	1.3488441	34494.4312	1038.736556	6	13
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star	5415	1.2786370	18043.0604	747.985691	8.527716	2000-2009 –> 2010-2019	2.6279655	1.3493285	34496.6678	1268.335963	5	13
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + oxygen + phosphate_star	5415	1.2828891	18077.0160	31.971063	8.456855	2000-2009 –> 2010-2019	2.6351372	1.3522481	34549.2991	49.052826	7	18
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + temp + aou + phosphate_star	5415	1.2837326	18084.1345	28.468343	8.410317	2000-2009 –> 2010-2019	2.6356721	1.3519395	34554.2343	43.570534	8	18
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	5415	1.3259188	18436.3088	707.566013	8.541291	2000-2009 –> 2010-2019	2.6547526	1.3288338	34743.5051	1314.225519	10	15
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5415	1.3281339	18454.3864	575.869331	8.569613	2000-2009 –> 2010-2019	2.6631528	1.3350188	34806.0041	1089.015621	11	17
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	10984	0.7487731	24829.4752	294.926455	8.983373	1982-1999 –> 2000-2009	1.5496376	0.8008645	44113.1635	422.519620	6	7
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	10984	0.7604010	25168.0018	244.204078	9.267448	1982-1999 –> 2000-2009	1.5695606	0.8091596	44617.5907	345.170334	7	9
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	10984	0.7299566	24270.3695	15.030232	3.921903	1982-1999 –> 2000-2009	1.5745434	0.8445868	44409.8651	34.221764	3	6
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	10984	0.7299738	24270.8870	15.017841	3.920866	1982-1999 –> 2000-2009	1.5746917	0.8447179	44412.8821	31.539111	4	8
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star	10984	0.6632391	22164.7491	208.172492	3.096512	1982-1999 –> 2000-2009	1.5776503	0.9144112	43583.1128	303.367199	1	8
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	10984	0.7294738	24255.8362	14.309839	3.991831	1982-1999 –> 2000-2009	1.5784267	0.8489529	44478.3463	31.591089	2	7
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	10984	0.7309250	24297.4939	10.175565	3.934618	1982-1999 –> 2000-2009	1.5813237	0.8503987	44545.3992	21.307105	5	11
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	10984	0.8692176	28104.1667	9.755338	9.313094	1982-1999 –> 2000-2009	1.8707447	1.0015272	50985.6456	19.810099	9	17
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	10984	0.8707407	28142.6271	848.385869	8.150861	1982-1999 –> 2000-2009	1.9348608	1.0641201	52000.1252	1448.622641	10	20
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	10984	0.8391798	27333.5848	239.918864	5.967578	1982-1999 –> 2000-2009	1.9505470	1.1113673	51892.5109	352.362593	8	21
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star	14697	0.6959523	31067.7146	159.910082	4.744363	2000-2009 –> 2010-2019	1.3591915	0.6632391	53232.4637	368.082574	1	2
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	14697	0.7248752	32264.5898	16.832453	5.158649	2000-2009 –> 2010-2019	1.4548490	0.7299738	56535.4769	31.850294	2	6
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	14697	0.7248955	32265.4130	16.833639	5.157739	2000-2009 –> 2010-2019	1.4548521	0.7299566	56535.7825	31.863871	3	6
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	14697	0.7387663	32822.5497	18.463981	5.129482	2000-2009 –> 2010-2019	1.4682401	0.7294738	57078.3858	32.773820	4	6
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + temp + silicate + phosphate_star	14697	0.7445619	33050.2457	12.353124	5.086479	2000-2009 –> 2010-2019	1.4754869	0.7309250	57347.7396	22.528689	5	10
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star	14697	0.7931574	34910.7026	209.806643	8.358524	2000-2009 –> 2010-2019	1.5419305	0.7487731	59740.1778	504.733099	6	12
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	14697	0.8036140	35295.6875	171.439982	8.623312	2000-2009 –> 2010-2019	1.5640151	0.7604010	60463.6894	415.644060	8	15
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	14697	0.8010456	35201.5891	173.788328	5.164595	2000-2009 –> 2010-2019	1.6402253	0.8391798	62535.1739	413.707192	7	15
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	14697	0.9425594	39981.4380	10.178490	8.455917	2000-2009 –> 2010-2019	1.8117770	0.8692176	68085.6047	19.933828	25	34
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ oxygen + aou + silicate + phosphate_star	14697	0.9415905	39951.2058	811.030131	7.216692	2000-2009 –> 2010-2019	1.8123311	0.8707407	68093.8329	1659.415999	24	34
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	5168	1.2818335	17246.4895	505.573947	4.452828	1982-1999 –> 2000-2009	2.2815657	0.9997322	31302.4922	1311.867542	5	6
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	5168	1.2873768	17291.0915	383.138647	4.441307	1982-1999 –> 2000-2009	2.2910651	1.0036882	31386.1840	920.638498	20	22
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	5168	1.2788643	17222.5198	79.788582	4.262597	1982-1999 –> 2000-2009	2.3061166	1.0272523	31547.3064	168.657368	2	6
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	5168	1.2783703	17218.5262	48.671972	4.226537	1982-1999 –> 2000-2009	2.3073603	1.0289900	31560.0421	112.276494	1	6
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	5168	1.2812074	17241.4398	51.257182	4.226922	1982-1999 –> 2000-2009	2.3183826	1.0371752	31661.3786	113.655220	3	9
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + oxygen + aou + silicate	5168	1.2989241	17381.3877	382.476344	4.062866	1982-1999 –> 2000-2009	2.3185400	1.0196159	31630.3200	589.150765	28	31
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star	5168	1.2834543	17259.5501	49.118571	4.261183	1982-1999 –> 2000-2009	2.3209698	1.0375156	31682.7369	112.428282	9	16
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star	5168	1.2842757	17266.1628	681.636228	4.458806	1982-1999 –> 2000-2009	2.3246808	1.0404051	31716.8780	1258.385430	11	20
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + temp + aou + silicate	5168	1.2904432	17313.6813	23.904210	3.945948	1982-1999 –> 2000-2009	2.3287110	1.0382678	31742.0415	42.598490	25	33
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	5168	1.2903477	17314.9164	138.128903	4.192682	1982-1999 –> 2000-2009	2.3311988	1.0408510	31769.8730	308.876159	23	33
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + nitrate + silicate	6286	1.4319674	22366.8631	76.210457	7.146367	2000-2009 –> 2010-2019	2.7108317	1.2788643	39589.3830	155.999039	5	7
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star	6286	1.4303417	22352.5824	41.746465	7.168979	2000-2009 –> 2010-2019	2.7115491	1.2812074	39594.0221	93.003647	1	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6286	1.4315306	22363.0273	489.632759	7.159557	2000-2009 –> 2010-2019	2.7129540	1.2814235	39606.2099	876.626968	3	7
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6286	1.4315726	22361.3965	27.719194	7.175290	2000-2009 –> 2010-2019	2.7136411	1.2820685	39607.7808	76.545722	4	11
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + oxygen + aou + nitrate + silicate	6286	1.4304988	22353.9627	502.516660	7.136310	2000-2009 –> 2010-2019	2.7178756	1.2873768	39645.0542	885.655307	2	22
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + aou + silicate + phosphate_star	6286	1.4404055	22440.7285	41.363299	6.852639	2000-2009 –> 2010-2019	2.7187758	1.2783703	39659.2547	90.035271	19	20
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star	6286	1.4415785	22450.9623	691.472833	6.816022	2000-2009 –> 2010-2019	2.7234120	1.2818335	39697.4518	1197.046780	22	27
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6286	1.4416032	22449.1775	30.906574	6.824247	2000-2009 –> 2010-2019	2.7235866	1.2819834	39694.8755	77.040121	23	29
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + temp + oxygen + nitrate + silicate	6286	1.4342451	22386.8443	130.570875	7.237012	2000-2009 –> 2010-2019	2.7245928	1.2903477	39701.7608	268.699778	7	30
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + oxygen + nitrate + silicate	6286	1.4346243	22388.1677	40.980862	7.254885	2000-2009 –> 2010-2019	2.7249731	1.2903488	39701.0927	115.779312	8	32

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

basin	gamma_slab	eras	rmse_sum_mean	ais_sum_mean
Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	3.359957	715.9515
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	2.830313	636.1265
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	7.266452	3439.1916
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	7.284657	3251.5227
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	5.603822	4462.1113
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	7.129190	4599.6395
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	4.243189	7304.9561
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	5.310551	7123.9212
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	4.059687	9720.6923
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	4.579306	10160.9429
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	5.615054	17972.0219
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	6.985111	20160.4853
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	4.122244	30082.0127
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	4.641205	32876.9577
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	2.194275	7809.1799
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	2.559361	9282.4799
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	3.560468	9900.9390
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	4.058484	11243.3907
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	6.952244	16620.7608
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	6.668694	16337.9979
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	1.034846	2492.4784
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	1.334531	3643.8964
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	1.075577	3853.9058
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	1.251434	5184.9428
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	1.179390	7477.2080
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	1.346155	10268.2713
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	1.327060	11694.0921
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	1.516273	16431.0080
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	11.457034	24129.7262
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	11.670336	39055.5946
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	8.206283	26033.9038
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	8.332663	30525.4169
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	7.523532	22536.1668
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	7.847917	26877.9762
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	6.894447	30412.1127
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	7.344832	35725.4773
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	5.866947	35298.9480
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	6.082091	43435.0847
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	5.684701	47053.0680
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	6.448455	57565.6980
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	5.421212	52793.7844
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	6.413083	65751.1117
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	4.324726	18436.4073
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	4.873558	22566.7735
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	3.649606	19925.6866
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	3.878445	24774.1144
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	3.197179	21195.8557
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	3.365617	29760.6536
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	2.455799	10972.5833
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	2.856550	15668.8124
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	2.320653	26101.3394
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.426504	32760.7091
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	1.676199	46503.8641
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	1.558290	59964.8327
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	2.312859	31599.9253
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	2.718219	39649.6885

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

rm(max_rmse)

6.3 Predictor counts

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

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

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

	aou	nitrate	oxygen	phosphate_star	sal	silicate	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	6	5	7	5	10	9	6
(26,26.5]	6	7	6	7	10	7	7
(26.5,26.75]	5	6	6	10	4	7	9
(26.75,27]	5	5	5	10	3	10	8
(27,27.25]	5	7	5	7	7	10	8
(27.25,27.5]	4	10	6	5	5	6	10
(27.5,27.75]	4	3	5	9	10	6	8
(27.75,27.85]	6	5	5	6	10	9	6
(27.85,27.95]	5	3	5	9	10	6	7
(27.95,28.05]	4	4	4	10	8	5	8
(28.05,28.1]	5	2	5	10	9	6	7
(28.1,28.15]	6	3	7	9	8	6	5
(28.15,28.2]	8	10	6	5	3	8	6
(28.2, Inf]	9	10	4	4	10	5	4
total	78.00	80.00	76.00	106.00	107.00	100.00	99.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	6	6	7	6	10	9	5
(26,26.5]	7	9	7	4	10	4	6
(26.5,26.75]	4	6	6	10	6	7	9
(26.75,27]	6	5	5	10	4	10	7
(27,27.25]	6	7	6	6	7	10	7
(27.25,27.5]	5	10	5	5	8	8	7
(27.5,27.75]	5	5	5	10	10	4	8
(27.75,27.85]	5	6	4	6	10	10	6
(27.85,27.95]	6	6	4	6	10	10	6
(27.95,28.05]	4	2	4	10	10	5	8
(28.05,28.1]	7	2	7	9	8	6	5
(28.1,28.15]	6	3	7	9	8	6	5
(28.15,28.2]	8	10	6	2	5	6	6
(28.2, Inf]	9	10	4	4	10	5	4
total	84.00	87.00	77.00	97.00	116.00	100.00	89.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	5	5	5	10	10	5	7
(26,26.5]	7	6	7	10	7	6	6
(26.5,26.75]	5	7	5	10	6	7	8
(26.75,27]	6	10	5	10	5	4	7
(27,27.25]	5	10	5	10	3	5	8
(27.25,27.5]	4	10	4	10	5	6	8
(27.5,27.75]	4	6	4	10	10	8	5
(27.75,27.85]	6	8	4	7	9	8	7
(27.85,27.95]	6	8	4	5	10	6	8
(27.95,28.05]	4	5	4	8	10	6	10
(28.05,28.1]	4	5	3	10	8	6	10
(28.1,28.2]	3	7	3	10	7	7	10
(28.2,28.3]	4	6	4	10	6	10	7
(28.3, Inf]	7	5	6	5	10	9	6
total	70.00	98.00	63.00	125.00	106.00	93.00	107.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	7	6	7	7	10	6	6
(26,26.5]	7	6	6	10	6	7	7
(26.5,26.75]	6	5	6	10	6	9	6
(26.75,27]	5	10	5	10	5	5	7
(27,27.25]	5	10	5	10	3	5	8
(27.25,27.5]	4	10	4	10	5	6	8
(27.5,27.75]	4	6	4	10	10	8	5
(27.75,27.85]	6	6	4	9	7	5	10
(27.85,27.95]	5	6	5	6	10	4	10
(27.95,28.05]	4	6	4	6	10	5	10
(28.05,28.1]	4	3	3	10	6	8	10
(28.1,28.2]	4	5	4	10	8	6	10
(28.2,28.3]	4	6	4	10	6	10	7
(28.3, Inf]	6	7	4	6	10	10	4
total	71.00	92.00	65.00	124.00	102.00	94.00	108.00

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

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  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[25] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         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               MASS_7.3-53             
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              tweenr_1.0.2            
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[76] openxlsx_4.2.3           xfun_0.20                RcppEigen_0.3.3.9.1     
[79] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[82] here_1.0.1