eMLR - model fitting

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Last updated: 2021-07-30

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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

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R Markdown file: up-to-date

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Environment: empty

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Seed: set.seed(20200707)

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Session information: recorded

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Cache: none

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File paths: relative

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Repository version: b1c4444

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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	f4de2f3	Donghe-Zhu	2021-07-30	Build site.
html	43bc7b4	Donghe-Zhu	2021-07-30	Build site.
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html	1c501fd	Donghe-Zhu	2021-07-30	Build site.
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html	400c457	Donghe-Zhu	2021-07-29	Build site.
html	3ba7852	Donghe-Zhu	2021-07-29	Build site.
html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
Rmd	0f6c901	Donghe-Zhu	2021-07-29	local rebuild
html	ec68363	Donghe-Zhu	2021-07-28	Build site.
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html	25bb96f	Donghe-Zhu	2021-07-22	Build site.
html	cdc98a3	Donghe-Zhu	2021-07-22	Build site.
html	e4805a1	Donghe-Zhu	2021-07-22	Build site.
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html	7957fd1	Donghe-Zhu	2021-07-21	Build site.
html	b94be4e	Donghe-Zhu	2021-07-21	Build site.
html	9950e70	Donghe-Zhu	2021-07-21	Build site.
html	698b6f0	Donghe-Zhu	2021-07-20	Build site.
html	d84a1cb	Donghe-Zhu	2021-07-20	Build site.
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html	4dce223	Donghe-Zhu	2021-07-20	Build site.
html	6f28c0c	Donghe-Zhu	2021-07-20	Build site.
html	db1e7b7	Donghe-Zhu	2021-07-19	Build site.
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html	5d60eac	Donghe-Zhu	2021-07-19	Build site.
html	57d0420	Donghe-Zhu	2021-07-16	Build site.
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html	26a7c15	Donghe-Zhu	2021-07-16	Build site.
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html	3d4ac14	Donghe-Zhu	2021-07-15	Build site.
html	be6fff9	Donghe-Zhu	2021-07-15	Build site.
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html	bc83ef2	Donghe-Zhu	2021-07-07	Build site.
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html	f59f1b3	Donghe-Zhu	2021-07-05	Build site.
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html	cb1c8dc	Donghe-Zhu	2021-07-04	Build site.
html	c9bdd83	Donghe-Zhu	2021-07-04	Build site.
html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
html	caf62d8	Donghe-Zhu	2021-06-25	Build site.
html	90a9da5	Donghe-Zhu	2021-06-25	Build site.
html	bb413c8	Donghe-Zhu	2021-06-25	Build site.
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html	d517836	Donghe-Zhu	2021-06-24	0
html	9221bfe	Donghe-Zhu	2021-06-24	Build site.
html	bff5fbf	Donghe-Zhu	2021-06-23	Build site.
html	256a616	Donghe-Zhu	2021-06-23	Build site.
html	00072e2	Donghe-Zhu	2021-06-23	Build site.
Rmd	71d2509	Donghe-Zhu	2021-06-23	local rebuild
html	61cae2b	Donghe-Zhu	2021-06-20	1
html	d20c383	Donghe-Zhu	2021-06-18	Build site.
html	b0874a2	Donghe-Zhu	2021-06-17	Build site.
html	72c2f2e	Donghe-Zhu	2021-06-15	Build site.
html	d97dcb6	Donghe-Zhu	2021-06-08	1
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html	65c89c8	Donghe-Zhu	2021-06-06	Build site.
html	9baa3b2	Donghe-Zhu	2021-06-06	debug
html	b7d99cf	Donghe-Zhu	2021-06-06	Build site.
html	5d8fa90	Donghe-Zhu	2021-06-06	Build site.
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html	e377833	Donghe-Zhu	2021-05-26	Build site.
Rmd	896faa0	Donghe-Zhu	2021-05-18	final
html	2705a04	Donghe-Zhu	2021-03-28	Build site.
html	cd5f759	Donghe-Zhu	2021-03-28	Build site.
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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, aou, nitrate, silicate, phosphate, phosphate_star

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

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

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

lm_all <- anti_join(lm_all, lm_rm)

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

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

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

3 Apply predictor threshold

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

• Minimum: 2
  
• Maximum: 5

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

This results in a total number of MLR models of:

• 56

4 Fit all models

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

• cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

• 10

The criterion used to select the best models was:

• rmse

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

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

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

5.3 VIF threshold

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

• 1000

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

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

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

basin	gamma_slab	n_predictors	model	nr_obs	rmse	aic	vif_max	resid_max	eras	rmse_sum	rmse_lag	aic_sum	vif_max_sum	rank	rank_sum
Atlantic	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	312	4.7137642	1866.921	425.239793	13.814871	1982-1999 –> 2000-2009	8.629890	3.9161254	4314.173	686.339726	1	2
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	312	4.7775152	1875.304	433.816473	12.719290	1982-1999 –> 2000-2009	8.887335	4.1098197	4364.750	572.334703	2	4
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	312	4.9496723	1897.394	168.549030	14.883828	1982-1999 –> 2000-2009	9.093882	4.1442102	4394.123	413.748437	4	7
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	312	4.8394065	1881.336	352.912212	13.075010	1982-1999 –> 2000-2009	9.103759	4.2643521	4401.042	484.580955	3	7
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	312	4.9497015	1895.398	145.038206	14.865253	1982-1999 –> 2000-2009	9.459386	4.5096844	4463.993	299.394315	5	10
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	312	5.0717659	1910.600	93.700688	14.756284	1982-1999 –> 2000-2009	9.729486	4.6577200	4507.424	225.475476	6	12
Atlantic	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate_star	312	5.0720029	1908.629	74.857539	14.809677	1982-1999 –> 2000-2009	10.660457	5.5884544	4662.675	179.054578	7	14
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	312	7.5295080	2159.167	438.224832	25.257953	1982-1999 –> 2000-2009	14.292861	6.7633530	5083.987	635.456128	8	16
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	312	7.8145833	2182.356	166.936108	22.043330	1982-1999 –> 2000-2009	15.247450	7.4328671	5189.676	285.135847	9	18
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	312	7.8184107	2180.662	114.095848	22.174785	1982-1999 –> 2000-2009	15.348240	7.5298289	5197.309	176.881194	10	21
Atlantic	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	485	4.8180345	2915.565	230.733966	23.373837	2000-2009 –> 2010-2019	9.531799	4.7137642	4782.487	655.973759	1	2
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	485	4.9431507	2940.433	280.800043	27.376029	2000-2009 –> 2010-2019	9.892823	4.9496723	4837.827	449.349073	2	6
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	485	4.9454537	2938.885	156.925090	26.991377	2000-2009 –> 2010-2019	9.895155	4.9497015	4834.283	301.963296	3	8
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	485	5.5300934	3049.269	242.219274	38.878222	2000-2009 –> 2010-2019	10.307609	4.7775152	4924.573	676.035747	4	6
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	485	5.5317398	3047.558	188.992929	38.556815	2000-2009 –> 2010-2019	10.371146	4.8394065	4928.894	541.905141	5	8
Atlantic	(-Inf,26]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	485	5.6278010	3064.258	212.842136	41.024368	2000-2009 –> 2010-2019	10.699567	5.0717659	4974.857	306.542824	6	12
Atlantic	(-Inf,26]	3	cstar_tref ~ aou + nitrate + phosphate_star	485	5.6341132	3063.345	113.255599	41.923020	2000-2009 –> 2010-2019	10.706116	5.0720029	4971.974	188.113138	7	14
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	485	5.9592325	3121.764	147.993392	19.728936	2000-2009 –> 2010-2019	13.488741	7.5295080	5280.931	586.218224	8	16
Atlantic	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	485	6.3278150	3179.977	97.517378	16.996888	2000-2009 –> 2010-2019	14.142398	7.8145833	5362.333	264.453486	9	18
Atlantic	(-Inf,26]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	485	7.0173375	3278.303	61.682084	22.620436	2000-2009 –> 2010-2019	14.835748	7.8184107	5458.965	175.777933	20	30
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	269	5.7512315	1718.574	279.165223	17.035149	1982-1999 –> 2000-2009	12.574203	6.8229711	3949.825	330.109805	1	2
Atlantic	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	269	5.9332894	1735.340	622.226902	17.309170	1982-1999 –> 2000-2009	12.783946	6.8506564	3969.280	907.392180	2	4
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	269	6.1223433	1752.215	292.770828	16.019428	1982-1999 –> 2000-2009	13.063525	6.9411817	3994.872	395.144534	3	7
Atlantic	(26,26.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	269	6.5059279	1784.909	270.985097	16.513451	1982-1999 –> 2000-2009	13.441964	6.9360359	4027.073	340.108941	10	13
Atlantic	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	269	6.5608827	1787.434	260.850688	19.504126	1982-1999 –> 2000-2009	13.628886	7.0680030	4040.113	305.477726	11	17
Atlantic	(26,26.5]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	269	6.6910447	1798.003	262.820706	19.538944	1982-1999 –> 2000-2009	13.632231	6.9411861	4038.660	331.227115	16	21
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	269	6.1751832	1754.839	98.683491	15.890582	1982-1999 –> 2000-2009	13.759080	7.5838970	4054.296	120.263387	4	15
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	269	6.3927104	1773.464	110.783890	18.891625	1982-1999 –> 2000-2009	13.935036	7.5423256	4069.272	156.963702	5	14
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	269	6.4735854	1780.228	25.103838	16.687306	1982-1999 –> 2000-2009	14.001002	7.5274168	4074.721	37.229734	7	14
Atlantic	(26,26.5]	3	cstar_tref ~ sal + aou + silicate	269	6.4779130	1778.587	3.899901	16.336450	1982-1999 –> 2000-2009	14.130481	7.6525681	4082.030	10.904892	8	21
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	400	4.9980989	2436.397	29.261469	12.606887	2000-2009 –> 2010-2019	10.749330	5.7512315	4154.971	308.426692	2	3
Atlantic	(26,26.5]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	400	4.9698175	2431.857	223.484531	11.827932	2000-2009 –> 2010-2019	10.903107	5.9332894	4167.198	845.711432	1	4
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	400	5.2387826	2474.022	72.129797	13.701314	2000-2009 –> 2010-2019	11.361126	6.1223433	4226.237	364.900625	4	9
Atlantic	(26,26.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	400	5.2296363	2472.624	46.082090	13.518905	2000-2009 –> 2010-2019	11.735564	6.5059279	4257.533	317.067187	3	15
Atlantic	(26,26.5]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	400	5.2391080	2472.072	45.864613	13.681876	2000-2009 –> 2010-2019	11.930153	6.6910447	4270.075	308.685318	5	24
Atlantic	(26,26.5]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	400	5.8567657	2563.229	699.911865	21.658147	2000-2009 –> 2010-2019	11.965517	6.1087517	4314.248	1440.112788	7	11
Atlantic	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	400	5.4471177	2503.220	27.178700	15.652779	2000-2009 –> 2010-2019	12.008000	6.5608827	4290.654	288.029388	6	19
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	400	5.9601740	2575.231	15.599949	16.207009	2000-2009 –> 2010-2019	12.135357	6.1751832	4330.069	114.283440	12	18
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate	400	5.8774536	2564.050	44.217450	21.206852	2000-2009 –> 2010-2019	12.270164	6.3927104	4337.514	155.001341	10	17
Atlantic	(26,26.5]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	400	5.8575613	2561.338	15.111270	21.646159	2000-2009 –> 2010-2019	12.331147	6.4735854	4341.565	40.215108	8	17
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	200	5.4546682	1260.164	202.277957	14.557714	1982-1999 –> 2000-2009	9.965218	4.5105499	3509.137	240.596018	1	2
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	200	5.5018892	1263.612	347.713362	15.506930	1982-1999 –> 2000-2009	10.024794	4.5229047	3514.675	743.984928	2	6
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	200	5.6234483	1272.353	235.828085	15.981369	1982-1999 –> 2000-2009	10.142105	4.5186572	3522.699	278.916042	4	7
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	200	5.6037578	1268.950	144.129054	18.741902	1982-1999 –> 2000-2009	10.171432	4.5676744	3525.539	171.011469	3	12
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	200	5.9256532	1291.292	219.353543	13.235407	1982-1999 –> 2000-2009	10.450089	4.5244354	3540.613	259.710435	5	10
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	200	6.0568085	1300.049	226.975871	18.376871	1982-1999 –> 2000-2009	10.586334	4.5295252	3550.229	621.993979	6	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	200	6.0773195	1301.401	21.913211	16.824786	1982-1999 –> 2000-2009	10.593042	4.5157229	3549.250	60.227820	7	9
Atlantic	(26.5,26.75]	3	cstar_tref ~ sal + aou + silicate	200	6.0800113	1299.578	6.836480	16.491586	1982-1999 –> 2000-2009	10.652477	4.5724653	3554.967	18.718505	8	18
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	200	6.1431990	1305.714	20.357865	17.283795	1982-1999 –> 2000-2009	10.669970	4.5267710	3555.429	58.352273	9	15
Atlantic	(26.5,26.75]	3	cstar_tref ~ sal + silicate + phosphate	200	6.2607733	1311.297	9.892550	15.558998	1982-1999 –> 2000-2009	10.790491	4.5297173	3559.510	26.465488	11	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	297	5.4444410	1863.439	21.205470	15.509633	2000-2009 –> 2010-2019	10.899109	5.4546682	3123.603	223.483428	1	2
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	297	5.4583762	1864.957	90.150052	15.634292	2000-2009 –> 2010-2019	10.960265	5.5018892	3128.569	437.863414	2	4
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	297	5.4770226	1864.983	19.337478	15.788241	2000-2009 –> 2010-2019	11.080780	5.6037578	3133.933	163.466532	5	8
Atlantic	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	297	5.4679293	1865.996	29.353888	15.778289	2000-2009 –> 2010-2019	11.091378	5.6234483	3138.350	265.181973	3	7
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	297	5.4729843	1864.545	27.298942	15.898813	2000-2009 –> 2010-2019	11.398637	5.9256532	3155.837	246.652484	4	9
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate	297	5.5132970	1868.904	88.693238	16.379388	2000-2009 –> 2010-2019	11.570106	6.0568085	3168.953	315.669110	7	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	297	5.5049124	1868.000	17.450978	16.314174	2000-2009 –> 2010-2019	11.582232	6.0773195	3169.401	39.364189	6	13
Atlantic	(26.5,26.75]	3	cstar_tref ~ sal + aou + silicate	297	5.5247637	1868.138	6.861087	16.457905	2000-2009 –> 2010-2019	11.604775	6.0800113	3167.716	13.697567	10	18
Atlantic	(26.5,26.75]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	297	5.5147421	1869.060	15.828394	16.419963	2000-2009 –> 2010-2019	11.657941	6.1431990	3174.774	36.186259	8	17
Atlantic	(26.5,26.75]	3	cstar_tref ~ sal + silicate + phosphate	297	5.5147484	1867.061	10.419875	16.421966	2000-2009 –> 2010-2019	11.775522	6.2607733	3178.357	20.312426	9	20
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	491	5.6783017	3112.790	128.446524	12.928508	1982-1999 –> 2000-2009	10.730002	5.0517000	7417.383	183.804124	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	491	5.7175456	3119.554	590.342650	13.305462	1982-1999 –> 2000-2009	10.786720	5.0691741	7429.022	1379.015658	2	4
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + silicate	491	5.7214435	3118.223	116.449792	13.448609	1982-1999 –> 2000-2009	10.792851	5.0714080	7426.313	148.365720	3	6
Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	491	5.8440024	3141.036	171.646328	13.698641	1982-1999 –> 2000-2009	10.952639	5.1086362	7461.454	235.444424	4	11
Atlantic	(26.75,27]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	491	5.9470764	3156.205	165.375101	14.842557	1982-1999 –> 2000-2009	11.055809	5.1087329	7474.650	207.875419	5	13
Atlantic	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	491	6.0157741	3167.484	119.612335	16.029180	1982-1999 –> 2000-2009	11.099823	5.0840488	7479.089	158.578172	6	10
Atlantic	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	491	6.2284281	3201.597	142.249825	17.438155	1982-1999 –> 2000-2009	11.362723	5.1342948	7527.089	182.706054	7	18
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	491	6.2761674	3209.095	49.411352	16.276021	1982-1999 –> 2000-2009	11.364729	5.0885620	7521.954	97.330659	9	14
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	491	6.2392214	3203.298	520.390270	15.584922	1982-1999 –> 2000-2009	11.371431	5.1322102	7528.216	1124.409597	8	18
Atlantic	(26.75,27]	3	cstar_tref ~ sal + aou + silicate	491	6.2773445	3207.280	22.601106	16.397185	1982-1999 –> 2000-2009	11.416726	5.1393811	7532.170	45.738712	10	24
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	542	5.2388939	3347.353	348.187499	18.276879	2000-2009 –> 2010-2019	10.956440	5.7175456	6466.907	938.530149	1	3
Atlantic	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	542	5.2815658	3356.147	31.652459	18.641488	2000-2009 –> 2010-2019	10.959867	5.6783017	6468.937	160.098983	2	3
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + silicate	542	5.3010290	3358.134	21.526221	18.468739	2000-2009 –> 2010-2019	11.022472	5.7214435	6476.357	137.976013	3	6
Atlantic	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	542	5.3064129	3361.234	37.438161	18.949305	2000-2009 –> 2010-2019	11.150415	5.8440024	6502.270	209.084488	4	8
Atlantic	(26.75,27]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	542	5.3507891	3368.262	28.188389	18.826174	2000-2009 –> 2010-2019	11.297866	5.9470764	6524.467	193.563490	11	16
Atlantic	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	542	5.3398372	3366.041	23.798502	18.721389	2000-2009 –> 2010-2019	11.355611	6.0157741	6533.525	143.410836	6	12
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate	542	5.3265835	3363.347	305.989539	18.777795	2000-2009 –> 2010-2019	11.565805	6.2392214	6566.645	826.379808	5	13
Atlantic	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	542	5.3587669	3369.877	24.267979	18.968874	2000-2009 –> 2010-2019	11.587195	6.2284281	6571.474	166.517804	14	21
Atlantic	(26.75,27]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	542	5.3452908	3367.147	29.267803	18.925130	2000-2009 –> 2010-2019	11.621458	6.2761674	6576.243	78.679155	7	16
Atlantic	(26.75,27]	3	cstar_tref ~ sal + aou + silicate	542	5.3505454	3366.213	15.797398	18.807963	2000-2009 –> 2010-2019	11.627890	6.2773445	6573.492	38.398505	10	20
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	813	5.6288876	5130.779	689.429362	17.006870	1982-1999 –> 2000-2009	9.649039	4.0201511	12895.470	1552.005384	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	813	5.6532602	5137.804	79.820701	16.880294	1982-1999 –> 2000-2009	9.924506	4.2712461	13069.592	164.207687	2	5
Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	813	5.6540709	5136.037	53.208208	16.863358	1982-1999 –> 2000-2009	9.983176	4.3291055	13102.935	91.689097	3	9
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	813	5.6792762	5143.270	50.581649	17.325076	1982-1999 –> 2000-2009	9.991970	4.3126934	13099.692	82.681361	4	8
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	813	5.9513751	5219.364	577.892083	18.976443	1982-1999 –> 2000-2009	10.054275	4.1028994	13038.248	1203.988002	13	15
Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	813	5.7589068	5165.910	163.037459	18.094040	1982-1999 –> 2000-2009	10.075918	4.3170112	13125.092	331.406209	5	10
Atlantic	(27,27.25]	3	cstar_tref ~ aou + nitrate + silicate	813	5.7937187	5173.709	26.943272	18.562403	1982-1999 –> 2000-2009	10.124056	4.3303376	13139.392	37.936597	6	13
Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	813	5.8138483	5183.349	78.649325	18.090747	1982-1999 –> 2000-2009	10.180589	4.3667403	13176.119	174.628267	7	15
Atlantic	(27,27.25]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	813	5.8142593	5181.464	63.383932	18.111496	1982-1999 –> 2000-2009	10.219899	4.4056394	13196.694	103.395962	8	17
Atlantic	(27,27.25]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	813	5.8152648	5181.745	66.575016	18.019514	1982-1999 –> 2000-2009	10.261442	4.4461774	13222.237	103.717541	9	20
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1113	4.7683205	6649.556	625.915741	15.115916	2000-2009 –> 2010-2019	10.397208	5.6288876	11780.335	1315.345103	1	2
Atlantic	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1113	4.8269863	6676.776	48.620223	15.249018	2000-2009 –> 2010-2019	10.480246	5.6532602	11814.580	128.440924	3	5
Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1113	4.8271476	6674.850	15.074579	15.273109	2000-2009 –> 2010-2019	10.481219	5.6540709	11810.888	68.282787	4	7
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	1113	4.8429108	6682.108	14.694087	15.406780	2000-2009 –> 2010-2019	10.522187	5.6792762	11825.377	65.275736	7	11
Atlantic	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1113	4.7921693	6658.662	83.342085	15.123014	2000-2009 –> 2010-2019	10.551076	5.7589068	11824.572	246.379544	2	7
Atlantic	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1113	4.8426026	6683.966	56.579265	15.433397	2000-2009 –> 2010-2019	10.656451	5.8138483	11867.315	135.228590	5	12
Atlantic	(27,27.25]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	1113	4.8427291	6682.024	15.378036	15.415055	2000-2009 –> 2010-2019	10.656988	5.8142593	11863.488	78.761968	6	14
Atlantic	(27,27.25]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	1113	4.8636460	6691.618	15.538059	15.647813	2000-2009 –> 2010-2019	10.678911	5.8152648	11873.363	82.113076	8	17
Atlantic	(27,27.25]	3	cstar_tref ~ aou + nitrate + silicate	1113	4.9172488	6714.017	7.295739	14.871599	2000-2009 –> 2010-2019	10.710968	5.7937187	11887.726	34.239011	13	19
Atlantic	(27,27.25]	4	cstar_tref ~ sal + aou + silicate + phosphate	1113	4.9186027	6716.630	329.988692	15.696273	2000-2009 –> 2010-2019	10.813833	5.8952308	11920.581	1013.784495	16	27
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1634	4.3420176	9449.623	102.677167	17.230693	1982-1999 –> 2000-2009	7.393313	3.0512951	23666.987	151.464145	1	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1634	4.5238758	9583.709	217.107376	16.316091	1982-1999 –> 2000-2009	7.466000	2.9421244	23596.896	481.217546	3	4
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1634	4.4042177	9494.106	102.528878	23.457718	1982-1999 –> 2000-2009	7.553397	3.1491792	23886.420	119.773264	2	7
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	1634	4.5426372	9595.234	53.757677	15.809905	1982-1999 –> 2000-2009	7.708177	3.1655393	24016.587	66.981256	4	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1634	4.8154258	9785.813	159.340779	33.077484	1982-1999 –> 2000-2009	7.943733	3.1283077	24140.863	210.909145	5	8
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1634	4.8285576	9796.713	109.850956	26.938937	1982-1999 –> 2000-2009	7.958074	3.1295163	24155.928	161.944765	6	10
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1634	4.8424822	9804.124	153.705794	16.232060	1982-1999 –> 2000-2009	7.999083	3.1566008	24209.630	365.769823	7	13
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1634	4.8818089	9830.557	89.282973	16.789503	1982-1999 –> 2000-2009	8.151102	3.2692932	24432.640	129.647012	8	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	1634	4.9362031	9866.768	109.549860	35.865997	1982-1999 –> 2000-2009	8.153906	3.2177026	24379.713	126.597636	10	19
Atlantic	(27.25,27.5]	3	cstar_tref ~ aou + nitrate + silicate	1634	5.0362548	9930.345	21.208761	32.630128	1982-1999 –> 2000-2009	8.201981	3.1657264	24350.028	28.896377	12	20
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2410	4.3937446	13987.760	47.255785	14.385754	2000-2009 –> 2010-2019	8.735762	4.3420176	23437.384	149.932952	1	2
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2410	4.4124342	14006.219	8.422782	13.442863	2000-2009 –> 2010-2019	8.816652	4.4042177	23500.325	110.951660	5	7
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2410	4.4012583	13995.996	414.544846	14.460899	2000-2009 –> 2010-2019	8.925134	4.5238758	23579.705	631.652222	3	6
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	2410	4.4162955	14010.436	9.409679	13.331814	2000-2009 –> 2010-2019	8.958933	4.5426372	23605.670	63.167356	7	11
Atlantic	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2410	4.3986667	13993.157	49.533521	14.719495	2000-2009 –> 2010-2019	9.227224	4.8285576	23789.870	159.384477	2	8
Atlantic	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2410	4.4140119	14007.943	35.713515	13.439946	2000-2009 –> 2010-2019	9.229438	4.8154258	23793.756	195.054295	6	11
Atlantic	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2410	4.4264836	14021.542	8.458084	13.848888	2000-2009 –> 2010-2019	9.362687	4.9362031	23888.311	118.007944	9	19
Atlantic	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	2410	4.4014012	13994.152	8.685707	14.347034	2000-2009 –> 2010-2019	9.439402	5.0380013	23927.630	117.298326	4	17
Atlantic	(27.25,27.5]	3	cstar_tref ~ aou + nitrate + silicate	2410	4.4164537	14008.608	6.627230	13.343104	2000-2009 –> 2010-2019	9.452709	5.0362548	23938.953	27.835991	8	20
Atlantic	(27.25,27.5]	3	cstar_tref ~ nitrate + silicate + phosphate	2410	4.6215328	14227.385	7.122286	14.909376	2000-2009 –> 2010-2019	9.726892	5.1053596	24202.267	97.780935	13	29
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3091	5.5086457	19334.341	41.811413	34.639066	1982-1999 –> 2000-2009	8.921120	3.4124744	37984.122	92.595898	1	2
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3091	5.6076883	19444.503	81.022476	34.242359	1982-1999 –> 2000-2009	9.109564	3.5018761	38276.398	354.308952	2	5
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	3091	5.6163190	19452.010	17.238801	33.732898	1982-1999 –> 2000-2009	9.212238	3.5959187	38468.523	28.902533	3	8
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3091	5.7184628	19563.432	37.031346	37.032362	1982-1999 –> 2000-2009	9.360618	3.6421555	38669.915	50.508777	7	14
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3091	5.6766126	19518.023	41.376025	39.259660	1982-1999 –> 2000-2009	9.466450	3.7898372	38904.407	91.877304	4	19
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3091	5.7128982	19557.413	78.285271	38.114206	1982-1999 –> 2000-2009	9.497531	3.7846332	38934.121	344.443541	5	19
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3091	6.0752886	19939.625	49.125717	37.304740	1982-1999 –> 2000-2009	9.521454	3.4461656	38658.590	102.198464	9	11
Atlantic	(27.5,27.75]	3	cstar_tref ~ sal + aou + nitrate	3091	5.7140071	19556.613	15.881692	37.852079	1982-1999 –> 2000-2009	9.544811	3.8308044	39016.711	19.278151	6	23
Atlantic	(27.5,27.75]	3	cstar_tref ~ aou + nitrate + phosphate_star	3091	5.8379709	19689.296	36.105552	40.781847	1982-1999 –> 2000-2009	9.799325	3.9613544	39385.379	38.790818	8	26
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3091	6.1031319	19965.892	45.280777	39.235604	1982-1999 –> 2000-2009	9.886918	3.7837862	39341.024	94.976173	10	23
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3609	5.0581495	21956.281	34.683520	43.035913	2000-2009 –> 2010-2019	10.566795	5.5086457	41290.622	76.494933	1	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3609	5.2949444	22286.518	242.787758	44.952891	2000-2009 –> 2010-2019	10.902633	5.6076883	41731.020	323.810235	6	10
Atlantic	(27.5,27.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3609	5.6224838	22719.750	786.307288	30.628486	2000-2009 –> 2010-2019	10.987244	5.3647598	41890.470	1045.601085	9	10
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3609	5.0654129	21966.639	37.111145	44.233407	2000-2009 –> 2010-2019	11.140702	6.0752886	41906.264	86.236862	2	14
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3609	5.6298136	22727.153	9.622190	31.896141	2000-2009 –> 2010-2019	11.348276	5.7184628	42290.585	46.653535	10	20
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	3609	5.7601510	22892.354	7.777685	30.313738	2000-2009 –> 2010-2019	11.376470	5.6163190	42344.364	25.016486	15	20
Atlantic	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3609	6.2519796	23485.757	793.237654	36.644745	2000-2009 –> 2010-2019	11.849351	5.5973712	42918.876	1126.290212	18	21
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3609	6.2520329	23483.819	31.832409	36.511004	2000-2009 –> 2010-2019	11.928646	5.6766126	43001.841	73.208434	19	26
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3609	5.6505472	22753.687	40.890937	32.884936	2000-2009 –> 2010-2019	11.957449	6.3069016	42922.612	105.951301	11	25
Atlantic	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3609	6.2796575	23515.641	206.480367	37.773395	2000-2009 –> 2010-2019	11.992556	5.7128982	43073.054	284.765638	21	29
Atlantic	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1443	3.6720424	7863.015	128.928120	34.169747	1982-1999 –> 2000-2009	7.028463	3.3564207	14209.607	900.800255	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1443	3.7710458	7939.796	72.372279	35.523348	1982-1999 –> 2000-2009	7.250446	3.4794007	14373.039	142.861653	2	4
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1443	3.7710587	7937.805	53.342188	35.516936	1982-1999 –> 2000-2009	7.253440	3.4823816	14371.111	65.010268	3	6
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1443	3.8631280	8009.420	147.337344	39.448212	1982-1999 –> 2000-2009	7.440194	3.5770659	14509.323	921.851018	4	10
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1443	3.8702038	8012.701	117.089010	39.281611	1982-1999 –> 2000-2009	7.453434	3.5832298	14514.750	888.663473	5	13
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1443	3.9038655	8037.694	67.411348	39.425699	1982-1999 –> 2000-2009	7.589748	3.6858830	14607.758	130.466034	6	20
Atlantic	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate_star	1443	3.9039363	8035.746	51.605603	39.443995	1982-1999 –> 2000-2009	7.599359	3.6954224	14610.035	57.925931	7	23
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1443	4.2239556	8267.125	73.514279	36.156490	1982-1999 –> 2000-2009	7.743547	3.5195911	14728.023	377.060079	8	12
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	1443	4.3282370	8335.509	16.333235	35.132391	1982-1999 –> 2000-2009	7.851327	3.5230896	14796.800	27.332661	10	15
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1443	4.2343157	8272.195	73.505296	37.394235	1982-1999 –> 2000-2009	7.887331	3.6530154	14820.690	346.460442	9	22
Atlantic	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1517	5.4088256	9440.549	457.480793	23.313746	2000-2009 –> 2010-2019	9.080868	3.6720424	17303.564	586.408912	2	3
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1517	5.3237496	9392.447	53.329711	20.565764	2000-2009 –> 2010-2019	9.094795	3.7710458	17332.243	125.701989	1	3
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1517	5.4809368	9478.731	18.498673	23.077617	2000-2009 –> 2010-2019	9.251995	3.7710587	17416.536	71.840860	4	7
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	1517	5.4151381	9444.087	58.731778	19.523448	2000-2009 –> 2010-2019	9.793157	4.3780185	17814.601	118.421730	3	15
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1517	6.0951965	9803.018	436.351886	34.066296	2000-2009 –> 2010-2019	9.958324	3.8631280	17812.437	583.689230	13	17
Atlantic	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1517	5.7466199	9624.348	216.887142	22.315686	2000-2009 –> 2010-2019	9.970575	4.2239556	17891.472	290.401421	8	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1517	6.1475027	9826.943	421.301018	34.914087	2000-2009 –> 2010-2019	10.017706	3.8702038	17839.644	538.390028	14	19
Atlantic	(27.75,27.85]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	1517	5.5777937	9531.878	19.032479	22.143562	2000-2009 –> 2010-2019	10.140706	4.5629121	18019.771	77.613480	5	21
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	1517	5.7555470	9627.057	17.508886	22.868147	2000-2009 –> 2010-2019	10.159975	4.4044277	18012.927	72.731570	10	24
Atlantic	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	1517	5.8374705	9669.938	16.102743	23.137443	2000-2009 –> 2010-2019	10.165707	4.3282370	18005.448	32.435978	12	22
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	2938	3.4653574	15654.468	146.150996	17.296877	1982-1999 –> 2000-2009	7.411650	3.9462923	29828.047	507.788592	1	3
Atlantic	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	2938	3.8235776	16232.495	137.611808	15.242928	1982-1999 –> 2000-2009	7.733468	3.9098902	30359.070	460.870933	4	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2938	3.7615679	16136.418	103.380974	21.821475	1982-1999 –> 2000-2009	7.930098	4.1685304	30587.877	246.861486	2	6
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	2938	3.8625884	16290.142	137.551255	15.369244	1982-1999 –> 2000-2009	7.973764	4.1111754	30669.330	429.532299	5	8
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate	2938	3.7756535	16156.381	103.369046	20.908876	1982-1999 –> 2000-2009	8.110803	4.3351491	30804.623	233.649066	3	10
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2938	3.8804773	16319.293	86.025781	20.499015	1982-1999 –> 2000-2009	8.403054	4.5225766	31184.213	129.680940	6	15
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	2938	3.9273365	16387.824	55.477944	22.013517	1982-1999 –> 2000-2009	8.462864	4.5355272	31265.247	92.934809	8	18
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	2938	4.4379327	17108.031	130.559210	18.123737	1982-1999 –> 2000-2009	8.658859	4.2209266	31622.845	508.548912	11	16
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2938	3.8855813	16325.017	81.924331	20.889284	1982-1999 –> 2000-2009	8.717672	4.8320908	31523.689	110.878366	7	18
Atlantic	(27.85,27.95]	3	cstar_tref ~ sal + aou + nitrate	2938	3.9398469	16404.512	21.996838	22.783342	1982-1999 –> 2000-2009	8.826201	4.8863541	31657.825	37.607170	9	21
Atlantic	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3510	5.9418699	22484.756	325.330156	32.981621	2000-2009 –> 2010-2019	9.765448	3.8235776	38717.251	462.941964	1	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3510	6.3300519	22929.014	337.752326	76.555295	2000-2009 –> 2010-2019	9.795409	3.4653574	38583.482	483.903322	5	6
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3510	6.1167121	22688.342	144.246084	57.718359	2000-2009 –> 2010-2019	9.878280	3.7615679	38824.760	247.627057	3	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3510	6.4546810	23065.884	41.181866	30.450808	2000-2009 –> 2010-2019	10.335158	3.8804773	39385.177	127.207646	7	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3510	6.4985974	23111.485	267.978883	57.673633	2000-2009 –> 2010-2019	10.361186	3.8625884	39401.627	405.530139	9	14
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	3510	6.4656308	23075.783	36.454811	25.297072	2000-2009 –> 2010-2019	10.392967	3.9273365	39463.607	91.932755	8	16
Atlantic	(27.85,27.95]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3510	6.0777826	22643.521	402.376060	43.985393	2000-2009 –> 2010-2019	10.515715	4.4379327	39751.552	532.935269	2	13
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3510	6.9616539	23594.676	124.955033	89.154109	2000-2009 –> 2010-2019	10.737307	3.7756535	39751.057	228.324079	13	16
Atlantic	(27.85,27.95]	4	cstar_tref ~ sal + aou + silicate + phosphate	3510	6.3469171	22945.692	132.045769	49.529206	2000-2009 –> 2010-2019	10.841628	4.4947110	40126.424	196.000971	6	19
Atlantic	(27.85,27.95]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3510	6.3141139	22909.316	324.573647	22.535013	2000-2009 –> 2010-2019	11.076565	4.7624510	40430.039	443.850246	4	26
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3866	3.5693092	20823.214	522.177952	36.674121	1982-1999 –> 2000-2009	7.325525	3.7562159	45589.670	888.598595	1	3
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3866	3.5935229	20875.489	234.829904	36.395454	1982-1999 –> 2000-2009	7.347989	3.7544667	45637.741	409.574447	2	3
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	3866	3.6092437	20907.241	25.684644	34.224333	1982-1999 –> 2000-2009	7.365475	3.7562314	45671.735	57.240822	3	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3866	3.6319524	20955.737	238.799681	33.176349	1982-1999 –> 2000-2009	7.482933	3.8509802	45945.082	441.945276	4	8
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	3866	3.6323730	20956.633	129.988260	33.040377	1982-1999 –> 2000-2009	7.527958	3.8955851	46049.923	268.706417	5	10
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + aou + phosphate	3866	3.6324494	20954.795	16.502346	33.110680	1982-1999 –> 2000-2009	7.555153	3.9227036	46108.701	35.407492	6	12
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3866	3.8285591	21365.354	593.621360	39.462124	1982-1999 –> 2000-2009	8.004020	4.1754607	47086.875	919.760584	8	15
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3866	3.8915993	21489.630	340.957386	35.695734	1982-1999 –> 2000-2009	8.089699	4.1981000	47257.958	573.742523	9	17
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3866	4.0125931	21726.365	474.396466	22.632391	1982-1999 –> 2000-2009	8.259362	4.2467687	47598.730	766.752966	12	21
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3866	3.8281811	21364.591	491.597728	36.507536	1982-1999 –> 2000-2009	8.372831	4.5446497	47850.848	903.029025	7	19
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4563	4.0366678	25697.832	401.481511	17.533722	2000-2009 –> 2010-2019	7.605977	3.5693092	46521.045	923.659463	1	2
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	4563	4.0939311	25826.382	182.878814	18.904680	2000-2009 –> 2010-2019	7.687454	3.5935229	46701.871	417.708718	3	5
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + silicate + phosphate	4563	4.1033158	25845.278	44.762475	20.029497	2000-2009 –> 2010-2019	7.712560	3.6092437	46752.519	70.447119	4	7
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4563	4.0853097	25805.143	247.790319	15.761278	2000-2009 –> 2010-2019	7.717262	3.6319524	46760.880	486.590000	2	6
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	4563	4.2482903	26162.144	150.408092	16.017889	2000-2009 –> 2010-2019	7.880663	3.6323730	47118.776	280.396353	5	10
Atlantic	(27.95,28.05]	3	cstar_tref ~ sal + aou + phosphate	4563	4.3292040	26332.325	24.755390	18.758589	2000-2009 –> 2010-2019	7.961653	3.6324494	47287.120	41.257735	6	12
Atlantic	(27.95,28.05]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4563	4.8752003	27420.288	368.028222	32.610494	2000-2009 –> 2010-2019	8.703759	3.8285591	48785.642	961.649581	7	15
Atlantic	(27.95,28.05]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	4563	4.8871913	27440.707	300.048478	33.092183	2000-2009 –> 2010-2019	8.778790	3.8915993	48930.337	641.005864	8	17
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4563	5.0910157	27813.591	367.664123	18.251832	2000-2009 –> 2010-2019	9.103609	4.0125931	49539.956	842.060589	9	21
Atlantic	(27.95,28.05]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	4563	5.1449114	27909.695	93.619244	17.898492	2000-2009 –> 2010-2019	9.407343	4.2624322	50103.090	142.177886	10	25
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	855	4.1977696	4893.471	341.113831	14.572643	1982-1999 –> 2000-2009	7.196027	2.9982573	10419.635	696.646995	1	2
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	855	4.2654792	4918.833	131.301547	16.515014	1982-1999 –> 2000-2009	7.298591	3.0331119	10468.309	250.538913	4	6
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	855	4.3410637	4950.869	998.504742	16.429079	1982-1999 –> 2000-2009	7.383540	3.0424765	10509.096	1902.935593	6	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	855	4.2531885	4913.899	712.898535	16.334932	1982-1999 –> 2000-2009	7.441032	3.1878436	10572.339	1218.155612	3	9
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	855	4.2169213	4899.255	284.059269	14.277761	1982-1999 –> 2000-2009	7.447698	3.2307768	10586.993	552.531811	2	10
Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + phosphate + phosphate_star	855	4.2684301	4918.016	56.679567	16.230135	1982-1999 –> 2000-2009	7.545742	3.2773119	10635.073	138.416991	5	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	855	4.4060229	4974.268	590.404077	19.767361	1982-1999 –> 2000-2009	7.590025	3.1840024	10630.068	1031.957880	7	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	855	4.6915807	5081.651	59.662695	20.157019	1982-1999 –> 2000-2009	7.758959	3.0673780	10655.729	116.728355	9	13
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	855	4.7722014	5110.786	306.197314	16.270678	1982-1999 –> 2000-2009	7.989936	3.2177349	10789.666	582.115286	11	18
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	855	4.4683073	4998.271	590.351719	14.110315	1982-1999 –> 2000-2009	8.101118	3.6328103	10942.861	1084.004992	8	21
Atlantic	(28.05,28.1]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1299	4.1216250	7379.813	462.600868	14.484720	2000-2009 –> 2010-2019	8.319395	4.1977696	12273.284	803.714699	3	4
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1299	4.0989577	7363.486	602.405314	15.311411	2000-2009 –> 2010-2019	8.352146	4.2531885	12277.385	1315.303849	2	5
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1299	4.1216288	7377.816	153.477003	14.469832	2000-2009 –> 2010-2019	8.387108	4.2654792	12296.649	284.778550	4	8
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1299	4.0516672	7333.338	612.572143	14.917647	2000-2009 –> 2010-2019	8.457690	4.4060229	12307.606	1202.976221	1	7
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1299	4.2705573	7470.034	349.654901	16.457319	2000-2009 –> 2010-2019	8.487479	4.2169213	12369.289	633.714170	5	7
Atlantic	(28.05,28.1]	3	cstar_tref ~ aou + phosphate + phosphate_star	1299	4.4303181	7563.451	80.868802	14.584545	2000-2009 –> 2010-2019	8.698748	4.2684301	12481.467	137.548369	7	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1299	4.5791518	7651.295	694.731795	15.314018	2000-2009 –> 2010-2019	9.047459	4.4683073	12649.567	1285.083515	9	16
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	1299	4.2958065	7485.349	862.062263	16.268048	2000-2009 –> 2010-2019	9.092012	4.7962053	12604.715	1696.536178	6	17
Atlantic	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	1299	4.4836992	7596.567	70.187568	16.013295	2000-2009 –> 2010-2019	9.175280	4.6915807	12678.218	129.850264	8	16
Atlantic	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1299	4.9489514	7853.061	333.015253	16.475022	2000-2009 –> 2010-2019	9.721153	4.7722014	12963.847	639.212566	10	20
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	820	5.0911007	5010.149	644.544081	21.921347	1982-1999 –> 2000-2009	8.566106	3.4750053	9926.893	1167.451705	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	820	5.3019413	5074.699	620.022458	20.933247	1982-1999 –> 2000-2009	8.780263	3.4783216	9991.198	1116.506760	2	4
Atlantic	(28.1,28.15]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	820	5.4702696	5125.957	214.778483	17.788204	1982-1999 –> 2000-2009	9.099173	3.6289033	10120.436	338.951431	3	6
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + phosphate + phosphate_star	820	5.4996382	5132.738	62.208669	17.562784	1982-1999 –> 2000-2009	9.190228	3.6905894	10156.232	147.000976	4	8
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + silicate + phosphate	820	5.5306300	5143.954	81.496889	18.896298	1982-1999 –> 2000-2009	9.235482	3.7048522	10176.545	137.293235	5	10
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + silicate + phosphate	820	5.5308002	5142.005	19.249432	18.926932	1982-1999 –> 2000-2009	9.296011	3.7652112	10202.331	53.808961	6	13
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + aou + phosphate	820	5.6350134	5172.618	26.781581	18.977222	1982-1999 –> 2000-2009	9.367361	3.7323470	10216.814	73.848647	7	13
Atlantic	(28.1,28.15]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	820	5.7198412	5199.122	363.938291	19.029330	1982-1999 –> 2000-2009	9.544713	3.8248716	10290.375	552.499809	8	17
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + silicate	820	5.7557664	5209.391	94.421282	19.361017	1982-1999 –> 2000-2009	9.691845	3.9360786	10353.378	156.457451	10	20
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + nitrate + phosphate_star	820	5.7326839	5200.801	63.650053	19.103655	1982-1999 –> 2000-2009	9.709503	3.9768195	10361.735	157.144190	9	20
Atlantic	(28.1,28.15]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1282	4.9735703	7765.168	637.401587	17.328815	2000-2009 –> 2010-2019	10.064671	5.0911007	12775.318	1281.945668	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1282	4.9761528	7764.499	570.291583	17.391271	2000-2009 –> 2010-2019	10.278094	5.3019413	12839.198	1190.314041	2	4
Atlantic	(28.1,28.15]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1282	5.1581952	7856.623	140.077893	18.273499	2000-2009 –> 2010-2019	10.628465	5.4702696	12982.580	354.856376	3	6
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + phosphate + phosphate_star	1282	5.2672556	7908.269	72.964226	19.238565	2000-2009 –> 2010-2019	10.766894	5.4996382	13041.007	135.172895	4	8
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + silicate + phosphate	1282	5.4216788	7984.358	52.202456	19.527214	2000-2009 –> 2010-2019	10.952309	5.5306300	13128.312	133.699346	5	10
Atlantic	(28.1,28.15]	3	cstar_tref ~ sal + aou + phosphate	1282	5.4974921	8017.963	34.895664	20.219903	2000-2009 –> 2010-2019	11.132506	5.6350134	13190.582	61.677245	6	13
Atlantic	(28.1,28.15]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1282	5.6746969	8101.306	190.743296	19.101778	2000-2009 –> 2010-2019	11.394538	5.7198412	13300.429	554.681587	7	15
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + silicate + phosphate	1282	5.9608274	8225.435	23.377194	22.027981	2000-2009 –> 2010-2019	11.491628	5.5308002	13367.440	42.626626	10	16
Atlantic	(28.1,28.15]	3	cstar_tref ~ aou + nitrate + phosphate_star	1282	5.8808825	8190.815	67.432228	19.805119	2000-2009 –> 2010-2019	11.613566	5.7326839	13391.615	131.082280	9	18
Atlantic	(28.1,28.15]	4	cstar_tref ~ sal + aou + nitrate + silicate	1282	5.8678405	8187.122	54.574449	19.612234	2000-2009 –> 2010-2019	11.623607	5.7557664	13396.513	148.995731	8	18
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	602	5.1185008	3686.367	342.688966	17.384171	1982-1999 –> 2000-2009	8.612129	3.4936286	7115.813	584.761218	1	2
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	602	5.1969457	3704.680	271.758907	18.134544	1982-1999 –> 2000-2009	8.825230	3.6282845	7182.534	458.728845	2	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	602	5.3070431	3729.920	85.136819	17.686866	1982-1999 –> 2000-2009	8.853231	3.5461883	7178.479	157.763824	4	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	602	5.3031071	3729.027	80.513863	18.024088	1982-1999 –> 2000-2009	8.940488	3.6373810	7210.086	147.948002	3	8
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + silicate + phosphate	602	5.8849365	3852.367	26.388601	20.882875	1982-1999 –> 2000-2009	9.523883	3.6389469	7331.977	81.738799	13	19
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	602	5.6808789	3811.878	114.753428	18.433851	1982-1999 –> 2000-2009	9.533009	3.8521302	7366.361	182.628344	7	14
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + nitrate + silicate	602	5.9717506	3869.998	25.025221	21.021941	1982-1999 –> 2000-2009	9.544555	3.5728041	7326.129	80.098506	15	18
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	602	5.6630545	3808.094	227.157646	18.528890	1982-1999 –> 2000-2009	9.611383	3.9483286	7394.149	573.147890	5	13
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	602	5.6656328	3808.642	242.908802	18.504610	1982-1999 –> 2000-2009	9.627916	3.9622827	7399.213	605.155513	6	15
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + silicate + phosphate_star	602	5.6811728	3809.940	113.564850	18.444333	1982-1999 –> 2000-2009	9.662443	3.9812697	7404.630	152.230475	8	18
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1005	4.1281148	5713.886	257.232145	20.363755	2000-2009 –> 2010-2019	9.325060	5.1969457	9418.566	528.991052	1	3
Atlantic	(28.15,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1005	4.2482699	5771.555	345.975809	21.521083	2000-2009 –> 2010-2019	9.366771	5.1185008	9457.923	688.664775	2	3
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	1005	4.2864003	5789.516	77.685743	20.038784	2000-2009 –> 2010-2019	9.589507	5.3031071	9518.542	158.199605	3	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + nitrate + silicate	1005	4.4209399	5851.635	84.457930	20.981158	2000-2009 –> 2010-2019	9.727983	5.3070431	9581.555	169.594749	4	8
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1005	4.6868175	5969.022	242.289038	22.836915	2000-2009 –> 2010-2019	10.349872	5.6630545	9777.115	469.446685	5	10
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1005	4.7097785	5978.845	260.667277	22.539563	2000-2009 –> 2010-2019	10.375411	5.6656328	9787.487	503.576080	6	12
Atlantic	(28.15,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1005	4.7416583	5992.404	100.729848	21.613640	2000-2009 –> 2010-2019	10.422537	5.6808789	9804.282	215.483276	7	14
Atlantic	(28.15,28.2]	3	cstar_tref ~ sal + silicate + phosphate_star	1005	4.7446126	5991.656	95.101180	21.165013	2000-2009 –> 2010-2019	10.425785	5.6811728	9801.596	208.666030	8	16
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + phosphate + phosphate_star	1005	5.2710135	6203.134	100.681272	23.462949	2000-2009 –> 2010-2019	11.007610	5.7365964	10024.763	197.429708	12	21
Atlantic	(28.15,28.2]	3	cstar_tref ~ aou + silicate + phosphate	1005	5.1249935	6146.666	31.073796	24.377294	2000-2009 –> 2010-2019	11.009930	5.8849365	9999.033	57.462397	9	22
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1131	2.6918777	5463.560	107.924294	17.028301	1982-1999 –> 2000-2009	4.755230	2.0633524	10132.743	192.445512	1	2
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1131	2.7189437	5486.190	92.526600	17.109017	1982-1999 –> 2000-2009	4.821244	2.1023002	10195.990	162.062909	2	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1131	2.7460922	5506.664	97.960799	17.560938	1982-1999 –> 2000-2009	4.844197	2.0981052	10210.125	179.591087	3	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1131	2.7515371	5511.144	76.123737	17.549952	1982-1999 –> 2000-2009	4.889305	2.1377677	10255.282	140.451466	4	8
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1131	2.9542089	5671.907	73.355848	15.283588	1982-1999 –> 2000-2009	5.933690	2.9794814	11137.121	115.798025	5	10
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + phosphate + phosphate_star	1131	2.9786163	5688.519	47.704067	15.703075	1982-1999 –> 2000-2009	5.980859	3.0022428	11168.262	75.127629	6	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1131	3.0153097	5718.214	77.406227	16.089193	1982-1999 –> 2000-2009	6.011706	2.9963966	11195.724	124.102784	7	13
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + nitrate + phosphate_star	1131	3.0478062	5740.462	53.621425	16.208440	1982-1999 –> 2000-2009	6.067192	3.0193860	11232.572	84.741246	8	16
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	1131	3.1995215	5852.348	31.349618	13.856701	1982-1999 –> 2000-2009	6.248661	3.0491395	11367.757	47.023975	9	18
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	1131	3.2481212	5886.449	34.906963	13.625251	1982-1999 –> 2000-2009	6.352277	3.1041560	11440.698	51.275866	11	21
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1656	1.9830986	6981.120	150.994469	26.264991	2000-2009 –> 2010-2019	4.674976	2.6918777	12444.680	258.918764	2	3
Atlantic	(28.2, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1656	1.9814797	6978.415	117.432635	25.860253	2000-2009 –> 2010-2019	4.700423	2.7189437	12464.605	209.959235	1	3
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1656	1.9902987	6991.123	117.293536	26.169070	2000-2009 –> 2010-2019	4.741836	2.7515371	12502.268	193.417273	3	7
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	1656	2.0058042	7016.826	149.700050	26.779148	2000-2009 –> 2010-2019	4.751896	2.7460922	12523.489	247.660849	4	7
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	1656	2.6141058	7894.098	46.856832	28.698552	2000-2009 –> 2010-2019	5.568315	2.9542089	13566.006	120.212680	5	10
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + phosphate + phosphate_star	1656	2.6158268	7894.278	25.257117	28.846753	2000-2009 –> 2010-2019	5.594443	2.9786163	13582.797	72.961185	6	12
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	1656	2.6294952	7913.539	49.060251	28.805117	2000-2009 –> 2010-2019	5.644805	3.0153097	13631.753	126.466477	8	15
Atlantic	(28.2, Inf]	3	cstar_tref ~ sal + nitrate + phosphate_star	1656	2.6321095	7914.830	28.371489	28.988118	2000-2009 –> 2010-2019	5.679916	3.0478062	13655.292	81.992914	9	17
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	1656	2.6177239	7898.679	25.898491	26.226068	2000-2009 –> 2010-2019	5.817245	3.1995215	13751.027	57.248109	7	16
Atlantic	(28.2, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	1656	2.6444437	7932.314	28.067725	26.514947	2000-2009 –> 2010-2019	5.892565	3.2481212	13818.763	62.974688	10	21
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	4045	8.8715034	29152.423	137.415047	30.295874	1982-1999 –> 2000-2009	17.945127	9.0736232	45628.040	397.112762	2	3
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	4045	8.8477652	29130.747	142.815966	36.762653	1982-1999 –> 2000-2009	18.425979	9.5782136	45852.174	398.813023	1	3
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	4045	9.1937054	29439.032	136.935834	34.461485	1982-1999 –> 2000-2009	19.531064	10.3373590	46504.893	387.446479	3	6
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4045	12.6336236	32012.380	131.656850	42.215549	1982-1999 –> 2000-2009	25.254952	12.6213281	49986.931	341.728761	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	4045	12.9135933	32187.702	131.333507	43.884929	1982-1999 –> 2000-2009	26.083825	13.1702314	50353.611	332.287715	5	10
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4045	13.0214972	32257.020	60.033459	71.519799	1982-1999 –> 2000-2009	26.934508	13.9130113	50674.127	95.636151	7	14
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	4045	12.9310450	32200.628	43.008185	58.755052	1982-1999 –> 2000-2009	27.106187	14.1751418	50702.513	75.494450	6	15
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	4045	13.1962942	32362.895	11.427045	61.128255	1982-1999 –> 2000-2009	27.258664	14.0623695	50826.502	18.720261	9	17
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4045	13.8690458	32765.158	129.581286	37.459932	1982-1999 –> 2000-2009	27.426988	13.5579419	51062.845	337.472103	19	25
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	4045	13.3059956	32429.870	10.134400	59.938730	1982-1999 –> 2000-2009	27.522515	14.2165195	50942.995	19.231076	10	20
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	5087	9.2056496	37034.703	152.066411	46.337564	2000-2009 –> 2010-2019	18.077153	8.8715034	66187.126	289.481458	1	3
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	5087	9.3173457	37157.405	159.394428	42.214493	2000-2009 –> 2010-2019	18.165111	8.8477652	66288.152	302.210394	2	3
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	5087	9.7610368	37628.708	150.173049	42.143742	2000-2009 –> 2010-2019	18.954742	9.1937054	67067.740	287.108883	3	6
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	5087	12.1577090	39864.561	160.026345	48.589239	2000-2009 –> 2010-2019	24.791333	12.6336236	71876.941	291.683195	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	5087	12.6318051	40251.761	158.598556	56.376035	2000-2009 –> 2010-2019	25.545398	12.9135933	72439.463	289.932063	5	10
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	5087	13.0194970	40561.323	45.497360	54.929820	2000-2009 –> 2010-2019	25.950542	12.9310450	72761.950	88.505545	6	12
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5087	13.3330701	40803.458	60.066649	62.795217	2000-2009 –> 2010-2019	26.354567	13.0214972	73060.478	120.100108	9	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	5087	13.3789941	40836.441	41.890185	58.549413	2000-2009 –> 2010-2019	26.533608	13.1546141	73173.744	84.554982	10	18
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	5087	13.2264929	40719.806	13.161374	55.387009	2000-2009 –> 2010-2019	26.538038	13.3115455	73153.049	25.077507	8	19
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	5087	13.5624341	40974.989	11.024516	58.127507	2000-2009 –> 2010-2019	26.758728	13.1962942	73337.885	22.451561	13	22
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2756	6.7862480	18390.108	17.485938	23.901740	1982-1999 –> 2000-2009	12.335789	5.5495409	33315.540	27.738941	1	2
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2756	6.7976875	18397.392	16.643441	24.243591	1982-1999 –> 2000-2009	12.359568	5.5618804	33331.396	22.091947	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2756	6.9080774	18488.184	65.564257	22.190206	1982-1999 –> 2000-2009	12.494357	5.5862798	33445.024	112.106862	3	6
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2756	6.9091205	18487.016	54.203482	22.009039	1982-1999 –> 2000-2009	12.495671	5.5865504	33442.087	71.313929	4	8
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	2756	7.0347443	18586.337	9.070428	19.755219	1982-1999 –> 2000-2009	12.627080	5.5923357	33546.334	14.387745	5	10
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + nitrate + silicate	2756	7.0736047	18614.702	4.495192	18.882072	1982-1999 –> 2000-2009	12.682596	5.6089916	33586.855	8.240458	8	14
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2756	7.0411203	18593.331	23.706507	22.082252	1982-1999 –> 2000-2009	12.908741	5.8676203	33784.056	40.108482	6	13
Indo-Pacific	(26,26.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2756	7.0417661	18591.836	16.636437	21.970988	1982-1999 –> 2000-2009	12.911327	5.8695608	33782.135	23.635201	7	15
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	2756	7.1241326	18655.935	15.555938	24.150378	1982-1999 –> 2000-2009	13.461939	6.3378063	34211.578	21.797843	9	18
Indo-Pacific	(26,26.5]	3	cstar_tref ~ nitrate + silicate + phosphate	2756	7.2730055	18767.932	11.561416	26.965139	1982-1999 –> 2000-2009	15.316632	8.0436267	35456.109	17.797490	10	21
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2613	7.5825547	18016.466	13.868265	21.364127	2000-2009 –> 2010-2019	14.368803	6.7862480	36406.574	31.354204	1	2
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2613	7.6562067	18064.983	11.400080	21.009049	2000-2009 –> 2010-2019	14.453894	6.7976875	36462.375	28.043521	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2613	7.7505081	18130.958	56.629894	19.595054	2000-2009 –> 2010-2019	14.658586	6.9080774	36619.142	122.194151	3	6
Indo-Pacific	(26,26.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2613	7.7603273	18135.575	34.416659	19.663263	2000-2009 –> 2010-2019	14.669448	6.9091205	36622.591	88.620140	4	8
Indo-Pacific	(26,26.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2613	7.7983505	18163.118	22.924022	21.828004	2000-2009 –> 2010-2019	14.839471	7.0411203	36756.449	46.630529	5	11
Indo-Pacific	(26,26.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2613	7.8416085	18190.027	11.475739	19.646816	2000-2009 –> 2010-2019	14.883375	7.0417661	36781.863	28.112176	7	14
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	2613	7.7993230	18161.770	11.924164	22.206321	2000-2009 –> 2010-2019	14.923456	7.1241326	36817.705	27.480102	6	15
Indo-Pacific	(26,26.5]	4	cstar_tref ~ sal + aou + nitrate + silicate	2613	8.0330727	18316.094	8.565616	20.870848	2000-2009 –> 2010-2019	15.067817	7.0347443	36902.431	17.636044	9	14
Indo-Pacific	(26,26.5]	3	cstar_tref ~ aou + nitrate + silicate	2613	8.1216196	18371.384	4.332165	19.809118	2000-2009 –> 2010-2019	15.195224	7.0736047	36986.086	8.827356	10	18
Indo-Pacific	(26,26.5]	3	cstar_tref ~ nitrate + silicate + phosphate	2613	8.0186200	18304.684	10.524934	22.244635	2000-2009 –> 2010-2019	15.291626	7.2730055	37072.616	22.086350	8	18
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2487	5.2033589	15275.440	51.235006	20.037046	1982-1999 –> 2000-2009	9.560428	4.3570690	27303.348	110.542850	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2487	5.2045530	15276.581	14.450765	19.944864	1982-1999 –> 2000-2009	9.562161	4.3576078	27305.003	28.666088	2	4
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2487	5.2055952	15275.577	32.363718	20.331504	1982-1999 –> 2000-2009	9.564080	4.3584850	27302.835	50.926804	4	7
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2487	5.2047881	15274.806	12.406475	20.020139	1982-1999 –> 2000-2009	9.565555	4.3607668	27304.239	18.715036	3	7
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2487	5.2208876	15292.168	20.632887	19.408534	1982-1999 –> 2000-2009	9.597627	4.3767397	27338.796	42.876297	5	10
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	2487	5.2352591	15303.841	8.420424	20.316076	1982-1999 –> 2000-2009	9.612374	4.3771145	27348.825	12.662537	7	13
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2487	5.2328355	15301.538	12.341242	18.836232	1982-1999 –> 2000-2009	9.660537	4.4277014	27394.278	18.781298	6	14
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + silicate	2487	5.2733419	15337.892	3.068010	22.085859	1982-1999 –> 2000-2009	9.670689	4.3973471	27400.043	5.836821	8	15
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	2487	5.9023178	15900.367	11.732276	24.361657	1982-1999 –> 2000-2009	11.074103	5.1717853	28638.689	17.526445	9	18
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	2487	6.1288652	16087.710	12.131330	19.347869	1982-1999 –> 2000-2009	12.712217	6.5833518	29828.983	20.600693	11	23
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	2625	5.8548622	16741.608	8.991292	18.168113	2000-2009 –> 2010-2019	11.059415	5.2045530	32018.189	23.442056	1	3
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	2625	5.8597602	16745.998	36.590441	18.208982	2000-2009 –> 2010-2019	11.063119	5.2033589	32021.438	87.825447	2	3
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	2625	5.8691973	16752.446	23.240646	18.350158	2000-2009 –> 2010-2019	11.074792	5.2055952	32028.024	55.604364	3	7
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	2625	5.8713359	16754.359	8.345423	18.412698	2000-2009 –> 2010-2019	11.076124	5.2047881	32029.165	20.751898	4	7
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	2625	5.8807807	16764.797	15.153429	18.366681	2000-2009 –> 2010-2019	11.101668	5.2208876	32056.965	35.786317	5	10
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	2625	5.8808420	16762.852	8.216610	18.356182	2000-2009 –> 2010-2019	11.113677	5.2328355	32064.390	20.557853	6	12
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + aou + nitrate + silicate	2625	5.8965282	16776.837	6.186313	18.375689	2000-2009 –> 2010-2019	11.131787	5.2352591	32080.678	14.606737	7	14
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ aou + nitrate + silicate	2625	5.8970823	16775.330	2.833298	18.576204	2000-2009 –> 2010-2019	11.170424	5.2733419	32113.223	5.901307	8	16
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	2625	6.1102937	16963.795	8.107239	25.853198	2000-2009 –> 2010-2019	12.012612	5.9023178	32864.162	19.839516	9	18
Indo-Pacific	(26.5,26.75]	3	cstar_tref ~ nitrate + silicate + phosphate	2625	6.7212861	17462.145	5.837114	31.353924	2000-2009 –> 2010-2019	13.811555	7.0902693	34272.635	12.935038	10	28
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3350	4.6523663	19821.307	32.180138	17.143149	1982-1999 –> 2000-2009	9.292401	4.6400343	34709.940	58.927280	5	6
Indo-Pacific	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	3350	4.6639352	19835.947	9.264951	16.782023	1982-1999 –> 2000-2009	9.304057	4.6401217	34722.675	15.437243	6	8
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3350	4.6308861	19790.301	65.902722	17.942176	1982-1999 –> 2000-2009	9.315746	4.6848598	34727.352	123.093930	1	4
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3350	4.6346057	19795.681	19.739653	17.625687	1982-1999 –> 2000-2009	9.326075	4.6914697	34739.832	35.115667	3	7
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3350	4.6311065	19788.620	25.376737	17.797699	1982-1999 –> 2000-2009	9.345686	4.7145796	34755.517	41.446961	2	9
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3350	4.6366225	19796.596	9.451090	17.231493	1982-1999 –> 2000-2009	9.345849	4.7092261	34757.771	15.553380	4	10
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + silicate	3350	4.7429340	19948.483	9.132819	18.507818	1982-1999 –> 2000-2009	9.439713	4.6967784	34896.329	13.662439	7	12
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + nitrate + silicate	3350	4.8979017	20161.894	2.948544	19.825609	1982-1999 –> 2000-2009	9.617365	4.7194632	35132.005	5.840841	8	16
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	3350	5.2098683	20577.604	9.743851	23.264309	1982-1999 –> 2000-2009	10.191416	4.9815473	35821.888	15.526923	9	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3350	5.5951230	21055.587	236.194128	23.877635	1982-1999 –> 2000-2009	11.189847	5.5947242	36884.467	429.662392	15	25
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3740	4.7646728	22305.652	49.876475	20.411641	2000-2009 –> 2010-2019	9.395559	4.6308861	42095.954	115.779197	3	4
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3740	4.7674101	22307.948	22.988065	20.310931	2000-2009 –> 2010-2019	9.398517	4.6311065	42096.568	48.364802	7	9
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3740	4.7648049	22305.860	11.700351	20.486566	2000-2009 –> 2010-2019	9.399411	4.6346057	42101.540	31.440004	4	7
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3740	4.7664156	22306.388	7.429724	20.422881	2000-2009 –> 2010-2019	9.403038	4.6366225	42102.983	16.880814	6	10
Indo-Pacific	(26.75,27]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3740	4.7559044	22291.874	23.164217	19.926821	2000-2009 –> 2010-2019	9.408271	4.6523663	42113.181	55.344355	1	6
Indo-Pacific	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	3740	4.7569471	22291.514	7.240516	19.992185	2000-2009 –> 2010-2019	9.420882	4.6639352	42127.461	16.505467	2	8
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + aou + nitrate + silicate	3740	4.7648054	22303.860	7.284043	20.490616	2000-2009 –> 2010-2019	9.507739	4.7429340	42252.343	16.416863	5	12
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + nitrate + silicate	3740	4.7689798	22308.411	2.900740	19.827928	2000-2009 –> 2010-2019	9.666882	4.8979017	42470.305	5.849285	8	16
Indo-Pacific	(26.75,27]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	3740	4.9242367	22550.046	7.712976	20.424583	2000-2009 –> 2010-2019	10.134105	5.2098683	43127.650	17.456828	9	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3740	5.5474283	23441.402	206.778245	25.357041	2000-2009 –> 2010-2019	11.142551	5.5951230	44496.989	442.972374	11	26
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	5484	3.5035619	29328.378	33.593847	12.337211	1982-1999 –> 2000-2009	7.485262	3.9817005	50347.235	62.890744	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	5484	3.5051728	29333.420	28.584541	12.606150	1982-1999 –> 2000-2009	7.497903	3.9927300	50373.023	58.607814	2	4
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	5484	3.5061462	29334.466	11.526472	13.053058	1982-1999 –> 2000-2009	7.512229	4.0060826	50397.109	19.175095	3	6
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5484	3.5246847	29394.305	12.878384	12.987204	1982-1999 –> 2000-2009	7.571415	4.0467299	50534.663	24.171268	4	8
Indo-Pacific	(27,27.25]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	5484	3.7051377	29939.931	9.631433	20.740511	1982-1999 –> 2000-2009	8.207498	4.5023602	51878.483	21.111187	5	11
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	5484	4.1295087	31129.280	329.107079	15.192039	1982-1999 –> 2000-2009	8.489623	4.3601144	52827.056	562.009328	16	21
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	5484	3.7751144	30145.146	20.932330	21.807894	1982-1999 –> 2000-2009	8.518034	4.7429199	52474.082	34.249267	6	13
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	5484	3.8232021	30283.975	10.266383	23.938175	1982-1999 –> 2000-2009	8.694728	4.8715259	52813.568	17.342412	7	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	5484	3.9748265	30710.550	7.497151	13.605842	1982-1999 –> 2000-2009	8.919129	4.9443025	53351.359	16.623126	8	18
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + phosphate	5484	4.0060060	30796.251	32.681484	13.699007	1982-1999 –> 2000-2009	9.155347	5.1493410	53741.805	58.259167	11	25
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	6142	3.4143108	32528.694	21.093145	14.018515	2000-2009 –> 2010-2019	6.917873	3.5035619	61857.072	54.686992	2	3
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	6142	3.4140593	32522.495	20.565960	14.029525	2000-2009 –> 2010-2019	6.919232	3.5051728	61855.916	49.150501	1	3
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	6142	3.4186173	32542.178	7.106238	14.766721	2000-2009 –> 2010-2019	6.924764	3.5061462	61876.644	18.632710	4	7
Indo-Pacific	(27,27.25]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6142	3.4164132	32530.960	8.835953	14.356226	2000-2009 –> 2010-2019	6.941098	3.5246847	61925.266	21.714338	3	7
Indo-Pacific	(27,27.25]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	6142	3.6265870	33262.205	8.233624	19.211119	2000-2009 –> 2010-2019	7.331725	3.7051377	63202.137	17.865057	5	10
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	6142	3.6767581	33436.395	13.118718	19.967411	2000-2009 –> 2010-2019	7.451873	3.7751144	63581.540	34.051048	6	12
Indo-Pacific	(27,27.25]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	6142	3.7281571	33601.459	6.862443	21.012751	2000-2009 –> 2010-2019	7.551359	3.8232021	63885.434	17.128826	7	14
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	6142	3.9012619	34158.891	6.073634	16.300136	2000-2009 –> 2010-2019	7.876088	3.9748265	64869.441	13.570785	8	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ sal + aou + nitrate + silicate	6142	4.0390480	34590.816	7.672261	31.124452	2000-2009 –> 2010-2019	8.030372	3.9913239	65346.794	19.956932	10	19
Indo-Pacific	(27,27.25]	3	cstar_tref ~ aou + nitrate + silicate	6142	4.0393264	34589.662	3.079438	31.141027	2000-2009 –> 2010-2019	8.041464	4.0021379	65373.317	6.980897	11	21
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	7249	3.3726837	38211.117	26.623047	18.685351	1982-1999 –> 2000-2009	6.683838	3.3111547	66129.885	55.308572	1	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	7249	3.3808382	38246.128	38.760995	18.652379	1982-1999 –> 2000-2009	6.686570	3.3057319	66147.413	88.409377	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	7249	3.4041305	38345.669	12.894928	18.469407	1982-1999 –> 2000-2009	6.707217	3.3030868	66238.417	27.122329	3	4
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	7249	3.4152110	38390.784	10.976442	19.041726	1982-1999 –> 2000-2009	6.756613	3.3414021	66404.543	25.531555	4	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	7249	3.4627153	38591.056	24.742367	18.530103	1982-1999 –> 2000-2009	7.077346	3.6146307	67443.155	48.893491	6	11
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	7249	3.4947928	38724.742	28.825069	18.379125	1982-1999 –> 2000-2009	7.129009	3.6342159	67634.477	72.276990	7	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	7249	3.4581896	38572.095	833.600059	20.963236	1982-1999 –> 2000-2009	7.160420	3.7022304	67679.599	1607.344909	5	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	7249	3.5208085	38832.268	8.895076	18.234905	1982-1999 –> 2000-2009	7.187002	3.6661931	67835.441	20.494241	8	15
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ sal + nitrate + phosphate	7249	3.5785016	39065.911	2.225069	18.948845	1982-1999 –> 2000-2009	7.321497	3.7429951	68288.215	4.332469	11	20
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	7249	3.5456711	38934.287	18.417859	21.909627	1982-1999 –> 2000-2009	7.389245	3.8435739	68441.416	46.679993	9	19
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	7464	3.3709931	39336.530	9.611056	17.599090	2000-2009 –> 2010-2019	6.775124	3.4041305	77682.199	22.505984	1	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	7464	3.4114083	39514.439	35.255953	17.986688	2000-2009 –> 2010-2019	6.792247	3.3808382	77760.567	74.016948	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	7464	3.4294612	39593.229	18.228558	18.218025	2000-2009 –> 2010-2019	6.802145	3.3726837	77804.346	44.851604	3	4
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	7464	3.4449285	39658.405	10.581347	18.281218	2000-2009 –> 2010-2019	6.860139	3.4152110	78049.189	21.557789	4	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate	7464	3.5215775	39986.909	15.724473	18.562825	2000-2009 –> 2010-2019	6.984293	3.4627153	78577.965	40.466840	7	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	7464	3.5080074	39929.274	25.245018	18.217615	2000-2009 –> 2010-2019	7.002800	3.4947928	78654.016	54.070087	6	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	7464	3.5023702	39905.266	7.153508	17.943042	2000-2009 –> 2010-2019	7.023179	3.5208085	78737.534	16.048584	5	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	7464	3.6036235	40330.713	18.597638	21.054517	2000-2009 –> 2010-2019	7.149294	3.5456711	79265.000	37.015497	9	18
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	7464	3.7034065	40738.444	481.412850	21.767475	2000-2009 –> 2010-2019	7.161596	3.4581896	79310.539	1315.012909	13	18
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ sal + nitrate + phosphate	7464	3.5952049	40293.798	2.372799	18.723160	2000-2009 –> 2010-2019	7.173706	3.5785016	79359.709	4.597869	8	19
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	7026	3.3896339	37106.509	15.685299	17.207466	1982-1999 –> 2000-2009	6.174402	2.7847684	58673.566	29.927090	1	2
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	7026	3.5328943	37688.199	55.260068	18.514143	1982-1999 –> 2000-2009	6.470249	2.9373550	59725.863	100.766798	5	7
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	7026	3.3979886	37141.101	781.633930	16.046040	1982-1999 –> 2000-2009	6.481418	3.0834289	59606.922	1437.019157	2	8
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	7026	3.5038710	37570.282	13.745035	17.597432	1982-1999 –> 2000-2009	6.539316	3.0354448	59895.736	27.043002	4	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	7026	3.4774317	37463.847	12.149489	15.908713	1982-1999 –> 2000-2009	6.572075	3.0946431	59959.695	21.983030	3	11
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	7026	3.5752033	37855.482	37.194309	19.243520	1982-1999 –> 2000-2009	6.579035	3.0038315	60090.575	76.407677	8	11
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + silicate + phosphate	7026	3.5757020	37855.442	13.420526	19.270729	1982-1999 –> 2000-2009	6.588310	3.0126079	60114.273	25.639042	9	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	7026	3.5483139	37747.396	30.418780	17.468522	1982-1999 –> 2000-2009	6.632157	3.0838430	60212.401	54.558315	6	13
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	7026	3.5952307	37931.978	51.390372	18.630411	1982-1999 –> 2000-2009	6.712109	3.1168786	60490.986	95.202297	11	20
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	7026	3.6179380	38020.451	35.872818	19.156826	1982-1999 –> 2000-2009	6.755111	3.1371734	60636.715	71.676553	12	22
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	8034	3.4154573	42550.012	541.206525	16.848373	2000-2009 –> 2010-2019	6.813446	3.3979886	79691.113	1322.840455	1	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	8034	3.6809676	43752.931	14.135532	22.891931	2000-2009 –> 2010-2019	7.070602	3.3896339	80859.439	29.820831	3	4
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	8034	3.7207088	43923.477	10.380447	22.675964	2000-2009 –> 2010-2019	7.198140	3.4774317	81387.325	22.529936	4	7
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	8034	3.6489642	43610.620	522.908285	19.261921	2000-2009 –> 2010-2019	7.214232	3.5652674	81424.995	1227.509321	2	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	8034	3.8355460	44411.906	11.108629	23.071089	2000-2009 –> 2010-2019	7.339417	3.5038710	81982.189	24.853664	5	9
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	8034	3.8379716	44424.064	45.658822	23.880216	2000-2009 –> 2010-2019	7.370866	3.5328943	82112.263	100.918890	6	11
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	8034	3.8384245	44423.960	25.065984	23.954531	2000-2009 –> 2010-2019	7.386738	3.5483139	82171.357	55.484764	7	13
Indo-Pacific	(27.5,27.75]	3	cstar_tref ~ aou + nitrate + phosphate_star	8034	3.8607914	44515.319	3.481624	22.887674	2000-2009 –> 2010-2019	7.450894	3.5901028	82425.240	8.044383	8	18
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ sal + aou + nitrate + phosphate	8034	3.9167144	44748.392	38.598427	23.663756	2000-2009 –> 2010-2019	7.511945	3.5952307	82680.370	89.988799	10	21
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	8034	3.9480286	44878.345	30.463249	24.266178	2000-2009 –> 2010-2019	7.523232	3.5752033	82733.827	67.657558	12	20
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3017	2.1329937	13146.790	791.681926	9.680236	1982-1999 –> 2000-2009	4.106473	1.9734792	21887.337	1401.930970	1	2
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3017	2.3048964	13612.481	784.702126	11.663968	1982-1999 –> 2000-2009	4.352995	2.0480991	22505.347	1377.505886	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3017	2.7157814	14604.322	28.326644	12.781546	1982-1999 –> 2000-2009	5.063157	2.3473752	24066.281	57.323199	3	6
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3017	2.7406415	14657.306	14.506667	13.769481	1982-1999 –> 2000-2009	5.090128	2.3494862	24121.002	28.067448	4	8
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3017	2.7484443	14676.461	152.225145	11.898300	1982-1999 –> 2000-2009	5.113524	2.3650793	24169.661	286.397599	5	10
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	3017	2.7551824	14689.235	13.960237	12.261053	1982-1999 –> 2000-2009	5.130395	2.3752128	24198.214	26.446626	6	12
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3017	2.8813702	14959.452	145.174768	12.390198	1982-1999 –> 2000-2009	5.321318	2.4399474	24580.236	272.529214	7	14
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3017	2.8958544	14989.708	27.069710	13.194817	1982-1999 –> 2000-2009	5.355016	2.4591611	24643.107	54.456756	8	16
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ sal + aou + nitrate	3017	2.9073540	15011.622	1.388235	13.015190	1982-1999 –> 2000-2009	5.374265	2.4669108	24676.104	2.469343	9	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate_star	3017	2.9311951	15060.900	5.194993	14.353657	1982-1999 –> 2000-2009	5.405051	2.4738561	24737.072	9.067293	10	20
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3666	1.9923888	15471.856	743.736475	14.869411	2000-2009 –> 2010-2019	4.125382	2.1329937	28618.646	1535.418401	1	2
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3666	2.1217687	15931.154	721.102642	14.453583	2000-2009 –> 2010-2019	4.426665	2.3048964	29543.635	1505.804768	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3666	2.6464490	17553.297	129.310584	20.301184	2000-2009 –> 2010-2019	5.394893	2.7484443	32229.758	281.535729	3	8
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3666	2.7176335	17747.908	25.366796	21.275430	2000-2009 –> 2010-2019	5.433415	2.7157814	32352.230	53.693440	4	7
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + silicate	3666	2.7176579	17745.974	13.554301	21.281016	2000-2009 –> 2010-2019	5.472840	2.7551824	32435.209	27.514538	5	11
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3666	2.8065268	17981.898	14.065003	22.278131	2000-2009 –> 2010-2019	5.547168	2.7406415	32639.204	28.571670	7	11
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3666	2.7297488	17778.522	111.907626	19.855571	2000-2009 –> 2010-2019	5.611119	2.8813702	32737.974	257.082395	6	13
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3666	2.8580334	18115.238	21.623719	21.036500	2000-2009 –> 2010-2019	5.753888	2.8958544	33104.946	48.693429	8	16
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ sal + aou + nitrate	3666	2.8832613	18177.674	1.243743	21.193768	2000-2009 –> 2010-2019	5.790615	2.9073540	33189.295	2.631978	9	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ aou + nitrate + phosphate_star	3666	3.0111724	18495.937	4.198402	22.371121	2000-2009 –> 2010-2019	5.942368	2.9311951	33556.838	9.393395	10	20
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4057	1.6658972	15668.359	727.136045	8.367778	1982-1999 –> 2000-2009	3.234828	1.5689310	26524.491	1404.173892	1	2
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4057	1.6809383	15739.291	644.906219	8.075729	1982-1999 –> 2000-2009	3.249922	1.5689837	26593.617	1256.839588	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4057	2.3675678	18520.425	226.037856	8.774200	1982-1999 –> 2000-2009	4.394872	2.0273039	30863.168	436.488317	3	6
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4057	2.3775400	18552.529	191.324144	8.808173	1982-1999 –> 2000-2009	4.405003	2.0274633	30893.728	379.506067	4	8
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4057	2.5168516	19016.560	32.188061	8.610933	1982-1999 –> 2000-2009	4.595243	2.0783910	31503.649	67.020887	5	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	4057	2.5173948	19016.311	13.075998	8.620769	1982-1999 –> 2000-2009	4.600452	2.0830574	31514.408	24.144014	6	12
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4057	2.5712489	19188.062	26.737083	8.688707	1982-1999 –> 2000-2009	4.657521	2.0862727	31695.104	56.289197	7	14
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ sal + aou + nitrate	4057	2.5881076	19239.088	1.243229	8.769259	1982-1999 –> 2000-2009	4.675717	2.0876098	31747.846	2.303000	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	4057	2.6557149	19450.324	13.722601	9.664222	1982-1999 –> 2000-2009	4.782132	2.1264170	32067.910	28.616766	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ aou + nitrate + phosphate_star	4057	2.8296466	19963.059	3.909837	10.390900	1982-1999 –> 2000-2009	5.004122	2.1744752	32708.269	8.210646	10	20
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4308	1.6005348	16292.005	639.842950	10.205567	2000-2009 –> 2010-2019	3.266432	1.6658972	31960.364	1366.978996	1	2
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4308	1.6026582	16301.428	585.567562	10.161879	2000-2009 –> 2010-2019	3.283596	1.6809383	32040.719	1230.473781	2	4
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4308	2.3675072	19665.167	195.582848	12.206386	2000-2009 –> 2010-2019	4.735075	2.3675678	38185.592	421.620703	3	6
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4308	2.3676711	19663.763	167.163593	12.229674	2000-2009 –> 2010-2019	4.745211	2.3775400	38216.293	358.487736	4	8
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4308	2.5677232	20364.631	27.291238	13.461582	2000-2009 –> 2010-2019	5.084575	2.5168516	39381.192	59.479298	5	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + silicate	4308	2.5697423	20369.404	11.140601	13.548747	2000-2009 –> 2010-2019	5.087137	2.5173948	39385.715	24.216598	6	12
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4308	2.5855280	20422.169	22.303351	13.255217	2000-2009 –> 2010-2019	5.156777	2.5712489	39610.231	49.040434	7	14
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ sal + aou + nitrate	4308	2.5981617	20462.167	1.179885	13.415038	2000-2009 –> 2010-2019	5.186269	2.5881076	39701.255	2.423114	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	4308	2.6869014	20753.531	12.122833	14.794239	2000-2009 –> 2010-2019	5.342616	2.6557149	40203.855	25.845434	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ aou + nitrate + phosphate_star	4308	2.7878086	21069.179	3.596124	14.863781	2000-2009 –> 2010-2019	5.617455	2.8296466	41032.238	7.505961	10	20
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	5953	1.6936194	23180.771	859.012554	6.680530	1982-1999 –> 2000-2009	3.467114	1.7734944	42559.930	1511.166714	1	2
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	5953	1.7296693	23429.540	729.582304	6.629123	1982-1999 –> 2000-2009	3.527333	1.7976637	42938.295	1301.802781	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	5953	2.1419567	25976.918	30.718346	8.462038	1982-1999 –> 2000-2009	3.974190	1.8322330	45672.854	57.038171	5	8
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	5953	2.1419577	25974.923	24.302414	8.461362	1982-1999 –> 2000-2009	3.976947	1.8349896	45683.475	46.981501	6	10
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	5953	2.0546169	25481.267	312.509687	7.921436	1982-1999 –> 2000-2009	3.995865	1.9412481	45739.092	578.165492	3	11
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate	5953	2.0739808	25590.950	262.573223	8.020362	1982-1999 –> 2000-2009	4.019613	1.9456323	45868.707	504.652781	4	14
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	5953	2.1593316	26071.106	11.303064	8.992695	1982-1999 –> 2000-2009	4.025996	1.8666642	45946.041	17.657920	9	14
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate_star	5953	2.1670738	26111.718	3.995502	9.154813	1982-1999 –> 2000-2009	4.036204	1.8691299	45997.487	7.548277	11	17
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + silicate	5953	2.1436759	25984.470	12.843463	8.405964	1982-1999 –> 2000-2009	4.085331	1.9416551	46242.334	20.271411	7	16
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ sal + aou + nitrate	5953	2.1440835	25984.733	3.508557	8.407474	1982-1999 –> 2000-2009	4.091459	1.9473758	46269.199	6.901097	8	19
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	6823	1.7298955	26855.676	663.762336	10.553418	2000-2009 –> 2010-2019	3.423515	1.6936194	50036.447	1522.774890	1	2
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	6823	1.7904121	27322.891	574.488840	10.870848	2000-2009 –> 2010-2019	3.520081	1.7296693	50752.430	1304.071144	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	6823	1.9919105	28780.215	243.344848	10.067615	2000-2009 –> 2010-2019	4.046527	2.0546169	54261.482	555.854535	3	6
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate	6823	2.0577462	29221.943	217.258916	10.842817	2000-2009 –> 2010-2019	4.131727	2.0739808	54812.893	479.832139	4	8
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6823	2.0887902	29428.275	21.912435	10.669101	2000-2009 –> 2010-2019	4.230747	2.1419567	55405.193	52.630781	5	10
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + silicate	6823	2.0947595	29465.216	10.966554	10.930654	2000-2009 –> 2010-2019	4.238435	2.1436759	55449.686	23.810016	6	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	6823	2.1192976	29624.137	18.253119	11.277179	2000-2009 –> 2010-2019	4.261255	2.1419577	55599.060	42.555533	7	13
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ sal + aou + nitrate	6823	2.1193358	29622.383	2.502664	11.293545	2000-2009 –> 2010-2019	4.263419	2.1440835	55607.116	6.011220	8	16
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	6823	2.2041547	30159.870	9.051200	12.819983	2000-2009 –> 2010-2019	4.363486	2.1593316	56230.976	20.354263	9	18
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ aou + nitrate + phosphate_star	6823	2.2045610	30160.386	3.637552	12.816381	2000-2009 –> 2010-2019	4.371635	2.1670738	56272.104	7.633055	10	21
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3235	1.2774251	10778.689	35.522854	8.392137	1982-1999 –> 2000-2009	2.835040	1.5576148	21339.590	74.393536	11	12
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3235	1.2377349	10574.473	597.031662	7.280304	1982-1999 –> 2000-2009	2.835796	1.5980607	21280.573	1069.068109	1	8
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3235	1.2412512	10590.828	489.613990	7.499772	1982-1999 –> 2000-2009	2.839312	1.5980609	21294.928	875.233816	2	10
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3235	1.2779837	10779.517	19.830938	8.449010	1982-1999 –> 2000-2009	2.845603	1.5676194	21374.682	42.934301	12	15
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	3235	1.2891103	10835.603	12.632568	8.697460	1982-1999 –> 2000-2009	2.846755	1.5576450	21394.615	21.086931	15	17
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	3235	1.2517020	10645.075	580.309981	7.655836	1982-1999 –> 2000-2009	2.851640	1.5999385	21355.825	1046.651197	3	14
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ aou + phosphate + phosphate_star	3235	1.2521844	10645.568	478.264630	7.607942	1982-1999 –> 2000-2009	2.853329	1.6011448	21358.587	845.385681	4	20
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3235	1.2606406	10693.114	160.525937	8.149865	1982-1999 –> 2000-2009	2.855071	1.5944307	21386.332	335.469206	5	10
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3235	1.2613272	10694.637	158.221427	8.220271	1982-1999 –> 2000-2009	2.861293	1.5999658	21405.484	329.751362	6	18
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	3235	1.2687288	10732.493	151.889108	8.366245	1982-1999 –> 2000-2009	2.863213	1.5944843	21423.902	321.203822	7	13
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4651	1.5765584	17447.648	444.790165	12.189275	2000-2009 –> 2010-2019	2.814293	1.2377349	28022.122	1041.821827	1	2
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4651	1.5918625	17535.510	381.818668	12.610206	2000-2009 –> 2010-2019	2.833114	1.2412512	28126.338	871.432658	3	5
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	4651	1.6008578	17587.926	444.696144	12.614025	2000-2009 –> 2010-2019	2.852560	1.2517020	28233.000	1025.006125	7	10
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4651	1.5919702	17538.139	126.555030	12.420636	2000-2009 –> 2010-2019	2.852611	1.2606406	28231.253	287.080967	4	9
Indo-Pacific	(28.05,28.1]	3	cstar_tref ~ aou + phosphate + phosphate_star	4651	1.6023207	17594.422	342.804039	12.699403	2000-2009 –> 2010-2019	2.854505	1.2521844	28239.990	821.068669	9	13
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4651	1.6032908	17602.052	125.108130	12.843998	2000-2009 –> 2010-2019	2.864618	1.2613272	28296.689	283.329557	10	16
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	4651	1.5901796	17527.671	28.297185	12.466905	2000-2009 –> 2010-2019	2.867605	1.2774251	28306.359	63.820040	2	13
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	4651	1.6018944	17593.947	17.874776	12.904203	2000-2009 –> 2010-2019	2.879878	1.2779837	28373.464	37.705714	8	20
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + silicate + phosphate	4651	1.6131909	17659.314	89.426717	12.888958	2000-2009 –> 2010-2019	2.881920	1.2687288	28391.807	241.315825	13	20
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ sal + aou + nitrate + silicate	4651	1.5921526	17537.205	20.850795	12.402954	2000-2009 –> 2010-2019	2.883397	1.2912448	28383.513	55.043021	5	21
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	6079	1.2465206	19944.544	250.983966	4.445091	1982-1999 –> 2000-2009	2.782073	1.5355520	37505.523	416.611758	1	2
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	6079	1.2578757	20052.795	5.283454	4.526079	1982-1999 –> 2000-2009	2.900464	1.6425886	38251.648	10.512421	2	5
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	6079	1.2965554	20421.022	162.957232	6.112201	1982-1999 –> 2000-2009	2.908297	1.6117416	38439.849	269.371809	13	15
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	6079	1.2675855	20148.285	256.699092	4.522369	1982-1999 –> 2000-2009	2.915945	1.6483591	38382.439	441.243131	3	7
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ sal + aou + phosphate_star	6079	1.2976337	20429.129	3.021739	6.169700	1982-1999 –> 2000-2009	2.949608	1.6519742	38680.087	5.792973	15	20
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	6079	1.2707212	20176.325	6.298652	4.551226	1982-1999 –> 2000-2009	2.951458	1.6807367	38593.194	12.208299	4	10
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	6079	1.2806789	20273.227	381.578596	4.502876	1982-1999 –> 2000-2009	3.003480	1.7228010	38926.830	622.478937	5	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	6079	1.3101580	20547.910	136.589895	6.116724	1982-1999 –> 2000-2009	3.008690	1.6985315	39064.790	232.926462	16	23
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	6079	1.2846131	20308.518	256.046696	4.450469	1982-1999 –> 2000-2009	3.017303	1.7326897	39014.471	440.441737	9	20
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ sal + phosphate + phosphate_star	6079	1.3236258	20670.252	4.634905	6.544991	1982-1999 –> 2000-2009	3.023299	1.6996733	39191.513	8.891805	21	29
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	7616	1.4856405	27656.798	290.562986	12.448378	2000-2009 –> 2010-2019	2.732161	1.2465206	47601.343	541.546951	5	6
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	7616	1.4813442	27612.685	284.448945	11.859635	2000-2009 –> 2010-2019	2.748930	1.2675855	47760.971	541.148037	1	4
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	7616	1.4956293	27756.868	4.793744	12.313917	2000-2009 –> 2010-2019	2.753505	1.2578757	47809.664	10.077198	9	11
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	7616	1.4835807	27635.664	335.784672	11.451570	2000-2009 –> 2010-2019	2.764260	1.2806789	47908.891	717.363268	3	8
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + silicate + phosphate + phosphate_star	7616	1.4935624	27735.804	6.611616	12.053145	2000-2009 –> 2010-2019	2.764284	1.2707212	47912.129	12.910268	7	11
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	7616	1.4826701	27626.312	316.172867	11.455877	2000-2009 –> 2010-2019	2.766982	1.2843120	47933.980	625.836311	2	9
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	7616	1.4851176	27649.436	291.649998	11.302598	2000-2009 –> 2010-2019	2.769532	1.2844147	47956.075	596.419968	4	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	7616	1.4936094	27736.283	191.605591	11.586733	2000-2009 –> 2010-2019	2.777696	1.2840865	48039.815	413.240275	8	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ sal + aou + silicate + phosphate	7616	1.4925888	27725.871	34.595155	11.550815	2000-2009 –> 2010-2019	2.778713	1.2861246	48048.686	85.821522	6	16
Indo-Pacific	(28.1,28.2]	3	cstar_tref ~ aou + silicate + phosphate	7616	1.5011932	27811.428	32.696458	11.275408	2000-2009 –> 2010-2019	2.787325	1.2861320	48132.313	76.512561	10	21
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	3155	0.9099218	8371.859	280.110243	6.284666	1982-1999 –> 2000-2009	2.670521	1.7605995	17860.306	521.082103	1	3
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	3155	0.9329683	8529.689	201.186309	6.955814	1982-1999 –> 2000-2009	2.989047	2.0560788	18758.804	419.271633	4	18
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	3155	0.9363262	8550.359	194.047283	7.112102	1982-1999 –> 2000-2009	3.023452	2.0871263	18849.024	411.499363	6	21
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star	3155	1.3448725	10837.150	185.731502	8.261513	1982-1999 –> 2000-2009	3.065990	1.7211180	20217.321	382.567622	8	9
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + phosphate + phosphate_star	3155	1.3803153	10999.291	179.447120	8.692983	1982-1999 –> 2000-2009	3.140978	1.7606629	20485.909	364.042077	13	16
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	3155	1.3780452	10990.904	39.915956	7.759053	1982-1999 –> 2000-2009	3.218109	1.8400635	20690.103	75.540537	9	16
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	3155	1.4749237	11419.608	27.688875	8.895233	1982-1999 –> 2000-2009	3.279301	1.8043774	21025.309	58.443605	17	21
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate_star	3155	1.4754105	11419.690	27.062874	8.926408	1982-1999 –> 2000-2009	3.312740	1.8373294	21109.789	43.979869	18	24
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	3155	1.4787396	11433.912	9.497202	9.080173	1982-1999 –> 2000-2009	3.325198	1.8464584	21147.672	17.390367	19	28
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + nitrate + silicate + phosphate_star	3155	1.5251642	11628.966	9.220371	9.213265	1982-1999 –> 2000-2009	3.353613	1.8284490	21295.935	23.408529	25	30
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	4117	1.0974556	12463.256	351.335929	17.628081	2000-2009 –> 2010-2019	2.007377	0.9099218	20835.115	631.446172	1	2
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	4117	1.1406449	12781.084	316.181596	18.428526	2000-2009 –> 2010-2019	2.066682	0.9260371	21263.719	546.240467	2	4
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	4117	1.1407946	12780.164	307.302107	18.473916	2000-2009 –> 2010-2019	2.069049	0.9282548	21275.893	533.711761	3	6
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	4117	1.1465361	12823.501	263.589876	18.173421	2000-2009 –> 2010-2019	2.079504	0.9329683	21353.189	464.776185	4	8
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + nitrate + phosphate	4117	1.1473029	12827.006	246.802248	18.275396	2000-2009 –> 2010-2019	2.083629	0.9363262	21377.364	440.849531	5	11
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	4117	1.1577271	12901.481	261.581286	18.476744	2000-2009 –> 2010-2019	2.091080	0.9333527	21431.769	462.346627	6	11
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate	4117	1.1587905	12907.040	244.197435	18.602027	2000-2009 –> 2010-2019	2.095804	0.9370135	21460.029	437.334526	7	14
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	4117	1.4622824	14826.448	29.971595	21.594979	2000-2009 –> 2010-2019	2.840328	1.3780452	25817.352	69.887551	8	17
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + silicate + phosphate	4117	1.4627924	14827.319	11.854125	21.603962	2000-2009 –> 2010-2019	2.841435	1.3786429	25818.960	22.931584	10	21
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	4117	1.4626821	14826.698	26.352259	21.524901	2000-2009 –> 2010-2019	2.843745	1.3810624	25829.403	65.602985	9	23
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	616	0.7027218	1327.490	186.560091	4.438888	1982-1999 –> 2000-2009	1.426624	0.7239020	2763.889	280.377302	3	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	616	0.6861848	1298.151	362.248519	2.749033	1982-1999 –> 2000-2009	1.435344	0.7491593	2779.066	713.748196	2	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	616	0.6490480	1229.602	772.010643	1.697769	1982-1999 –> 2000-2009	1.490084	0.8410364	2860.674	1190.383258	1	8
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	616	0.7284486	1369.788	6.124084	4.488596	1982-1999 –> 2000-2009	1.496469	0.7680202	2880.977	10.417033	5	8
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	616	0.7423513	1395.079	96.165988	4.638443	1982-1999 –> 2000-2009	1.512164	0.7698132	2911.295	174.524397	6	10
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	616	0.7425758	1393.452	6.457122	4.698699	1982-1999 –> 2000-2009	1.523560	0.7809844	2926.368	10.858081	7	12
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	616	0.7444685	1396.588	6.106293	4.425017	1982-1999 –> 2000-2009	1.549705	0.8052361	2969.198	9.644454	8	14
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	616	0.7059804	1331.190	321.956170	2.900049	1982-1999 –> 2000-2009	1.575999	0.8700191	3004.238	661.405669	4	12
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	616	0.7641362	1428.713	173.116997	2.903620	1982-1999 –> 2000-2009	1.641609	0.8774724	3112.834	264.070890	9	18
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ sal + aou + phosphate	616	0.7765972	1446.642	4.751062	3.390693	1982-1999 –> 2000-2009	1.683883	0.9072854	3172.131	8.735331	10	20
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star	1121	0.5323718	1781.874	859.027041	4.834411	2000-2009 –> 2010-2019	1.181420	0.6490480	3011.476	1631.037684	2	3
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate	1121	0.5077774	1675.830	944.143876	5.932434	2000-2009 –> 2010-2019	1.193962	0.6861848	2973.980	1306.392395	1	3
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + phosphate	1121	0.5502622	1853.978	857.560062	5.979781	2000-2009 –> 2010-2019	1.256243	0.7059804	3185.168	1179.516232	3	7
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star	1121	0.6154765	2107.086	95.213097	3.996841	2000-2009 –> 2010-2019	1.318198	0.7027218	3434.576	281.773189	4	7
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate	1121	0.6434728	2204.817	8.369750	4.258671	2000-2009 –> 2010-2019	1.371921	0.7284486	3574.605	14.493834	5	10
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star	1121	0.6664907	2285.616	90.988681	4.293970	2000-2009 –> 2010-2019	1.408842	0.7423513	3680.695	187.154669	6	12
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + nitrate + silicate	1121	0.6698204	2294.789	8.389808	4.346788	2000-2009 –> 2010-2019	1.412396	0.7425758	3688.240	14.846930	7	14
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + silicate + phosphate_star	1121	0.6921039	2368.161	4.264442	4.437002	2000-2009 –> 2010-2019	1.436573	0.7444685	3764.749	10.370734	9	17
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ sal + aou + phosphate + phosphate_star	1121	0.6764861	2316.989	91.071710	3.362074	2000-2009 –> 2010-2019	1.440622	0.7641362	3745.702	264.188707	8	17
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ sal + aou + phosphate	1121	0.7436965	2527.354	6.207234	3.555337	2000-2009 –> 2010-2019	1.520294	0.7765972	3973.996	10.958296	10	20

5.4.2 per fitting unit

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

basin	gamma_slab	eras	rmse_sum_mean	ais_sum_mean
Atlantic	(-Inf,26]	1982-1999 –> 2000-2009	11.045275	4657.915
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	11.387110	5035.712
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	13.495035	4030.014
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	11.738947	4269.006
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	10.404595	3538.205
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	11.362075	3153.949
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	11.093345	7479.734
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	11.314502	6526.032
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	10.046487	13106.547
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	10.594909	11846.822
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	7.852877	24083.569
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	9.187483	23766.387
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	9.432003	38763.919
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	11.405012	42336.971
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	7.509729	14554.114
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	9.763381	17744.864
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	8.222843	30950.277
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	10.369966	39443.498
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	7.733094	46479.726
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	8.255907	47850.124
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	7.575267	10620.977
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	8.773847	12490.203
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	9.248069	10179.594
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	10.994628	13141.299
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	9.273427	7290.937
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	10.160047	9717.086
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	5.590436	10833.628
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	5.306642	13194.068
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	24.348981	49253.463
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	23.766922	70934.653
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	12.959370	33790.111
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	14.835170	36742.783
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	10.057977	27716.504
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	11.461517	32354.887
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	9.636815	35114.778
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	9.687695	42498.497
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	8.205117	51873.838
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	7.398585	63377.356
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	7.009876	67224.256
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	6.972452	78520.106
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	6.550418	59940.673
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	7.287951	81746.812
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	5.031232	23958.436
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	5.349835	32040.774
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	4.359981	30611.219
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	4.750514	37971.745
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	3.920005	45291.741
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	4.085083	54442.739
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	2.848705	21361.452
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	2.858450	28260.454
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	2.946062	38605.035
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.764339	47910.387
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	3.137895	20144.017
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	2.301863	22646.279
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	1.533544	2938.067
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	1.354047	3503.319

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

rm(max_rmse)

6.3 Predictor counts

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

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

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

	aou	nitrate	phosphate	phosphate_star	sal	silicate
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	10	8	6	9	5	6
(26,26.5]	8	7	5	5	8	10
(26.5,26.75]	6	5	6	4	10	10
(26.75,27]	7	7	5	5	8	10
(27,27.25]	7	10	6	4	6	9
(27.25,27.5]	8	10	5	5	6	8
(27.5,27.75]	8	10	4	6	8	5
(27.75,27.85]	10	10	5	7	6	5
(27.85,27.95]	10	9	6	6	8	5
(27.95,28.05]	8	6	9	6	9	5
(28.05,28.1]	10	5	9	6	5	6
(28.1,28.15]	10	3	7	6	5	6
(28.15,28.2]	7	4	4	6	6	10
(28.2, Inf]	6	5	5	8	10	6
total	115.00	99.00	82.00	83.00	100.00	101.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	10	8	6	9	5	6
(26,26.5]	8	7	6	6	8	10
(26.5,26.75]	6	5	6	4	10	10
(26.75,27]	7	7	5	5	8	10
(27,27.25]	7	9	6	4	6	10
(27.25,27.5]	6	10	6	4	5	10
(27.5,27.75]	9	10	6	6	7	7
(27.75,27.85]	7	10	7	7	6	8
(27.85,27.95]	10	7	8	6	7	7
(27.95,28.05]	8	5	10	6	8	5
(28.05,28.1]	9	5	9	7	5	5
(28.1,28.15]	10	3	7	6	5	6
(28.15,28.2]	7	3	5	7	6	9
(28.2, Inf]	6	5	5	8	10	6
total	110.00	94.00	92.00	85.00	96.00	109.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	8	6	7	10	7	7
(26,26.5]	6	10	6	4	5	10
(26.5,26.75]	7	10	5	5	6	9
(26.75,27]	7	9	6	5	5	10
(27,27.25]	6	9	7	6	6	9
(27.25,27.5]	5	10	8	6	8	5
(27.5,27.75]	7	10	7	6	7	7
(27.75,27.85]	10	10	4	6	6	5
(27.85,27.95]	10	10	4	6	6	5
(27.95,28.05]	10	10	4	6	6	5
(28.05,28.1]	10	6	7	7	6	6
(28.1,28.2]	5	6	6	10	8	6
(28.2,28.3]	7	8	6	8	10	6
(28.3, Inf]	10	5	7	5	10	6
total	108.00	119.00	84.00	90.00	96.00	96.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	7	5	8	10	8	7
(26,26.5]	6	10	6	4	5	10
(26.5,26.75]	6	10	6	4	5	10
(26.75,27]	7	9	6	5	5	10
(27,27.25]	6	10	5	5	6	10
(27.25,27.5]	5	10	8	6	8	5
(27.5,27.75]	9	10	6	7	5	6
(27.75,27.85]	10	10	4	6	6	5
(27.85,27.95]	10	10	4	6	6	5
(27.95,28.05]	10	10	4	6	6	5
(28.05,28.1]	10	7	7	6	6	6
(28.1,28.2]	8	5	8	6	6	10
(28.2,28.3]	10	7	10	5	6	5
(28.3, Inf]	10	5	7	5	10	6
total	114.00	118.00	89.00	81.00	88.00	100.00

6.4 RMSE alternatives

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

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

Past versions of aic_vs_rmse_all_models-1.png

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

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

Past versions of aic_vs_rmse_selected_models-1.png

Version	Author	Date
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