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: 686ba90

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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	43bc7b4	Donghe-Zhu	2021-07-30	Build site.
html	f8c34a8	Donghe-Zhu	2021-07-30	Build site.
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html	400c457	Donghe-Zhu	2021-07-29	Build site.
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html	422d5fd	Donghe-Zhu	2021-07-29	Build site.
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html	ec68363	Donghe-Zhu	2021-07-28	Build site.
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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.
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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	57d0420	Donghe-Zhu	2021-07-16	Build site.
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html	1920ad9	Donghe-Zhu	2021-07-04	Build site.
html	0b02791	Donghe-Zhu	2021-06-25	change random subset files
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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.
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html	00072e2	Donghe-Zhu	2021-06-23	Build site.
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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.
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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.
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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:

• temp, aou, nitrate, silicate, phosphate, phosphate_star

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

# remove certain predictor combinations
lm_rm_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 ~ temp + aou + nitrate + silicate + phosphate_star	312	4.5706625	1847.684	416.941486	15.029800	1982-1999 –> 2000-2009	8.497871	3.9272082	4297.406	663.558595	1	3
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	3	4
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	312	4.6837639	1860.937	334.321328	14.988833	1982-1999 –> 2000-2009	8.984781	4.3010169	4388.126	461.453212	2	8
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	4	9
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	312	5.1257878	1919.211	424.203845	14.674527	1982-1999 –> 2000-2009	9.144064	4.0182759	4388.969	692.273643	7	10
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	13
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	312	5.2904422	1936.940	352.901763	13.975311	1982-1999 –> 2000-2009	9.628508	4.3380654	4471.625	488.303205	8	15
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	312	5.5329795	1966.911	472.213847	15.644308	1982-1999 –> 2000-2009	9.762136	4.2291568	4481.374	768.494305	9	13
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	312	5.7799471	1992.160	430.825651	15.937964	1982-1999 –> 2000-2009	10.319694	4.5397471	4566.562	634.674226	10	19
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	6	16
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	485	4.7875178	2909.402	222.738955	23.755534	2000-2009 –> 2010-2019	9.358180	4.5706625	4757.086	639.680441	1	2
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	2	5
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 ~ temp + aou + nitrate + silicate + phosphate	485	5.0739715	2965.771	233.387387	18.278177	2000-2009 –> 2010-2019	10.199759	5.1257878	4884.982	657.591232	4	11
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	485	5.5166658	3044.911	182.800849	39.160167	2000-2009 –> 2010-2019	10.200430	4.6837639	4905.848	517.122177	6	8
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	7	11
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	8	14
Atlantic	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	485	5.3567793	3018.382	302.747221	18.779472	2000-2009 –> 2010-2019	10.889759	5.5329795	4985.293	774.961068	5	14
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate	485	5.7410932	3083.591	190.077537	33.080205	2000-2009 –> 2010-2019	11.031535	5.2904422	5020.531	542.979300	9	17
Atlantic	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	485	6.0318982	3131.520	283.472355	26.488287	2000-2009 –> 2010-2019	11.811845	5.7799471	5123.680	714.298006	10	20
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	1	6
Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	269	6.0420544	1745.113	285.307926	17.119747	1982-1999 –> 2000-2009	12.805664	6.7636094	3970.562	386.429165	3	5
Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	269	6.0013355	1741.475	285.898136	16.996689	1982-1999 –> 2000-2009	12.806154	6.8048185	3970.957	334.238326	2	6
Atlantic	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	269	6.0883115	1749.216	314.458297	16.900443	1982-1999 –> 2000-2009	12.847066	6.7587542	3974.188	388.527674	4	5
Atlantic	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	269	6.6825480	1797.320	255.809133	19.630864	1982-1999 –> 2000-2009	13.464269	6.7817213	4022.544	326.005944	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	7	13
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	269	6.3117999	1766.611	112.928929	19.118689	1982-1999 –> 2000-2009	13.773659	7.4618591	4055.297	137.194300	5	12
Atlantic	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	269	6.6060343	1791.124	567.504650	16.708376	1982-1999 –> 2000-2009	14.244996	7.6389617	4095.385	826.930929	8	20
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	269	6.6806746	1797.169	105.272611	17.006431	1982-1999 –> 2000-2009	14.284752	7.6040777	4098.391	154.988959	9	18
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	269	6.6875483	1797.722	35.373146	17.379185	1982-1999 –> 2000-2009	14.295107	7.6075585	4099.248	47.898955	11	22
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	4	5
Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	400	4.9630197	2430.762	27.377278	12.167085	2000-2009 –> 2010-2019	10.964355	6.0013355	4172.238	313.275413	1	3
Atlantic	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	400	4.9639464	2430.912	70.556686	12.648091	2000-2009 –> 2010-2019	11.006001	6.0420544	4176.025	355.864612	2	5
Atlantic	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	400	4.9646858	2431.031	51.759347	12.738221	2000-2009 –> 2010-2019	11.052997	6.0883115	4180.247	366.217644	3	7
Atlantic	(26,26.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	400	5.0140389	2436.944	48.204460	13.011530	2000-2009 –> 2010-2019	11.696587	6.6825480	4234.264	304.013593	5	15
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	13
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	400	5.8275853	2557.233	18.732590	15.698140	2000-2009 –> 2010-2019	12.139385	6.3117999	4323.844	131.661519	7	12
Atlantic	(26,26.5]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	400	6.0869562	2592.069	221.031291	22.909713	2000-2009 –> 2010-2019	12.692990	6.6060343	4383.193	788.535940	8	16
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate	400	6.1167465	2595.975	47.706856	23.368760	2000-2009 –> 2010-2019	12.797421	6.6806746	4393.144	152.979467	11	20
Atlantic	(26,26.5]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	400	6.1101362	2595.110	15.526116	23.362339	2000-2009 –> 2010-2019	12.797685	6.6875483	4392.832	50.899262	9	20
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	200	5.7361101	1280.288	213.097949	11.756899	1982-1999 –> 2000-2009	10.335434	4.5993234	3544.152	260.216939	1	4
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	200	5.7392963	1280.510	375.706279	11.699869	1982-1999 –> 2000-2009	10.336072	4.5967756	3543.950	760.791955	2	3
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	200	5.7461498	1280.987	221.751342	11.665901	1982-1999 –> 2000-2009	10.343746	4.5975958	3544.564	276.161484	3	5
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	200	5.7947138	1282.354	130.438287	17.085360	1982-1999 –> 2000-2009	10.462104	4.6673899	3555.441	158.545666	4	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	200	6.0541429	1299.873	216.907142	12.499861	1982-1999 –> 2000-2009	10.658180	4.6040375	3562.519	258.033472	5	11
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	200	6.0791147	1301.519	231.959782	18.048458	1982-1999 –> 2000-2009	10.681105	4.6019899	3563.826	614.668561	6	10
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	200	6.0811135	1301.651	26.197195	17.818608	1982-1999 –> 2000-2009	10.683780	4.6026664	3564.069	73.588547	8	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	200	6.0797331	1301.560	28.257644	17.940477	1982-1999 –> 2000-2009	10.684686	4.6049530	3564.358	74.985770	7	14
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + silicate	200	6.1048627	1301.210	6.948283	14.483754	1982-1999 –> 2000-2009	10.774857	4.6699944	3572.723	19.364726	9	19
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + silicate + phosphate	200	6.2859284	1312.901	9.964464	13.614598	1982-1999 –> 2000-2009	10.892026	4.6060973	3573.889	27.013354	11	19
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	297	5.4134845	1860.052	22.759461	15.904998	2000-2009 –> 2010-2019	11.149595	5.7361101	3140.340	235.857410	3	4
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	297	5.4114928	1859.833	84.348315	15.928158	2000-2009 –> 2010-2019	11.150789	5.7392963	3140.343	460.054594	2	4
Atlantic	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	297	5.4101228	1859.683	34.357843	15.941690	2000-2009 –> 2010-2019	11.156273	5.7461498	3140.670	256.109185	1	4
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	297	5.4484522	1861.876	21.431277	16.255454	2000-2009 –> 2010-2019	11.243166	5.7947138	3144.230	151.869563	5	9
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	297	5.4275262	1859.591	29.445822	16.178685	2000-2009 –> 2010-2019	11.481669	6.0541429	3159.463	246.352964	4	9
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate	297	5.4936519	1866.784	82.687499	16.918004	2000-2009 –> 2010-2019	11.572767	6.0791147	3168.303	314.647281	7	13
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	297	5.4945535	1866.881	16.671244	16.892174	2000-2009 –> 2010-2019	11.574287	6.0797331	3168.441	44.928888	9	16
Atlantic	(26.5,26.75]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	297	5.4935613	1866.774	15.674485	16.919478	2000-2009 –> 2010-2019	11.574675	6.0811135	3168.425	41.871680	6	14
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + aou + silicate	297	5.5168805	1867.290	7.926240	17.106927	2000-2009 –> 2010-2019	11.621743	6.1048627	3168.500	14.874523	10	19
Atlantic	(26.5,26.75]	3	cstar_tref ~ temp + silicate + phosphate	297	5.4938716	1864.808	11.692943	16.928170	2000-2009 –> 2010-2019	11.779800	6.2859284	3177.708	21.657407	8	19
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	491	5.5930324	3097.932	119.669233	14.853906	1982-1999 –> 2000-2009	10.313643	4.7206109	7306.810	255.304162	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	491	5.6335012	3105.012	153.503644	14.733369	1982-1999 –> 2000-2009	10.364812	4.7313113	7317.087	325.502300	3	5
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	491	5.6105860	3099.009	106.306287	13.507275	1982-1999 –> 2000-2009	10.474457	4.8638710	7348.101	136.487606	2	6
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	491	6.0835739	3178.489	428.233983	19.997317	1982-1999 –> 2000-2009	10.933991	4.8504174	7423.670	903.371303	9	12
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	491	6.0028182	3165.367	686.384728	17.675390	1982-1999 –> 2000-2009	10.936864	4.9340461	7434.685	1468.504063	5	12
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	491	5.9590665	3158.183	150.929866	16.013485	1982-1999 –> 2000-2009	10.959083	5.0000162	7446.255	192.169303	4	15
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	491	6.0392523	3171.309	96.022233	16.742226	1982-1999 –> 2000-2009	10.978824	4.9395722	7442.208	194.048783	7	15
Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	491	6.0528370	3173.515	97.907645	16.657992	1982-1999 –> 2000-2009	10.997245	4.9444076	7445.796	197.059080	8	17
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	491	6.1507511	3189.274	116.912628	19.110220	1982-1999 –> 2000-2009	11.043471	4.8927198	7446.715	177.964403	10	15
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	491	6.1831507	3194.433	132.951719	19.007565	1982-1999 –> 2000-2009	11.090111	4.9069601	7455.978	231.154643	12	18
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	542	5.1137611	3321.147	433.313474	16.053676	2000-2009 –> 2010-2019	10.692374	5.5786133	6416.544	1209.893871	1	2
Atlantic	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	542	5.1251243	3323.553	57.296429	16.254590	2000-2009 –> 2010-2019	10.718157	5.5930324	6421.485	176.965662	2	4
Atlantic	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	542	5.1298572	3324.554	74.274446	16.340616	2000-2009 –> 2010-2019	10.763358	5.6335012	6429.565	227.778090	3	7
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	542	5.2658504	3350.916	21.427168	17.548856	2000-2009 –> 2010-2019	10.876436	5.6105860	6449.925	127.733456	8	11
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate	542	5.2606652	3349.848	368.298598	17.427630	2000-2009 –> 2010-2019	11.263483	6.0028182	6515.215	1054.683325	7	13
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + phosphate	542	5.2133982	3340.065	282.705375	16.362630	2000-2009 –> 2010-2019	11.296972	6.0835739	6518.554	710.939358	4	14
Atlantic	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	542	5.3386609	3365.802	27.577073	18.466533	2000-2009 –> 2010-2019	11.297727	5.9590665	6523.985	178.506939	12	17
Atlantic	(26.75,27]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	542	5.2667473	3351.101	48.856825	17.523058	2000-2009 –> 2010-2019	11.306000	6.0392523	6522.410	144.879057	9	17
Atlantic	(26.75,27]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	542	5.2681876	3351.397	50.828139	17.548553	2000-2009 –> 2010-2019	11.321025	6.0528370	6524.913	148.735785	10	19
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	13	20
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	813	4.9142523	4910.013	576.616267	17.348681	1982-1999 –> 2000-2009	8.416362	3.5021092	12294.227	1307.986861	1	2
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	813	5.0272490	4944.977	342.394980	17.919124	1982-1999 –> 2000-2009	8.547068	3.5198193	12341.104	767.142779	2	4
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	813	5.0620594	4958.198	133.107537	16.154467	1982-1999 –> 2000-2009	8.661570	3.5995101	12418.070	262.852833	3	6
Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	813	5.1587161	4988.952	163.468109	15.852121	1982-1999 –> 2000-2009	8.790570	3.6318542	12473.497	322.660506	4	8
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	813	5.2560318	5017.340	90.094119	16.723722	1982-1999 –> 2000-2009	8.894184	3.6381524	12504.663	168.494955	5	10
Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	813	5.3541842	5047.424	129.708018	16.380572	1982-1999 –> 2000-2009	9.026057	3.6718726	12560.192	248.869689	6	12
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + silicate	813	5.3865327	5057.219	62.760471	13.200432	1982-1999 –> 2000-2009	9.619464	4.2329318	12962.155	89.805187	7	14
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate	813	5.6531798	5135.781	568.406461	13.580713	1982-1999 –> 2000-2009	9.946787	4.2936071	13079.970	1050.280052	8	16
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	9	21
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	10	19
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1113	4.6607159	6598.748	795.888272	14.383792	2000-2009 –> 2010-2019	9.574968	4.9142523	11508.761	1372.504539	1	2
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1113	4.7085196	6619.463	593.841397	14.686830	2000-2009 –> 2010-2019	9.735769	5.0272490	11564.440	936.236377	2	4
Atlantic	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1113	4.7228769	6628.240	128.176223	14.730146	2000-2009 –> 2010-2019	9.784936	5.0620594	11586.438	261.283760	3	6
Atlantic	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1113	4.7388584	6635.760	172.143681	14.836754	2000-2009 –> 2010-2019	9.897574	5.1587161	11624.712	335.611790	4	8
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1113	4.7981373	6661.432	99.817733	15.225264	2000-2009 –> 2010-2019	10.054169	5.2560318	11678.772	189.911852	6	11
Atlantic	(27,27.25]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1113	4.8151536	6669.313	147.347845	15.335524	2000-2009 –> 2010-2019	10.169338	5.3541842	11716.737	277.055862	7	13
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + silicate	1113	4.8697236	6694.398	12.810226	15.354013	2000-2009 –> 2010-2019	10.256256	5.3865327	11751.616	75.570697	10	17
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	8	17
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	5	15
Atlantic	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate	1113	4.9533119	6732.283	377.524042	15.522131	2000-2009 –> 2010-2019	10.606492	5.6531798	11868.064	945.930503	14	22
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1634	4.2422601	9373.665	107.382624	12.156606	1982-1999 –> 2000-2009	7.247382	3.0051216	23505.579	197.000114	1	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1634	4.2867323	9407.746	186.206932	12.053814	1982-1999 –> 2000-2009	7.264628	2.9778958	23488.657	439.600799	2	3
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1634	4.4300463	9515.215	123.735876	12.891639	1982-1999 –> 2000-2009	7.458210	3.0281635	23689.934	237.901635	5	8
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	1634	4.3195151	9430.643	58.098402	11.997899	1982-1999 –> 2000-2009	7.485241	3.1657263	23852.326	76.035643	3	9
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	4	9
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	6	10
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	18
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1634	4.8410419	9803.152	146.096144	13.386859	1982-1999 –> 2000-2009	8.163721	3.3226794	24496.007	397.733956	7	16
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	13	20
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1634	4.8652837	9819.476	90.086095	14.709092	1982-1999 –> 2000-2009	8.221676	3.3563925	24568.904	175.815882	8	18
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2410	4.3831746	13976.151	83.178228	15.476522	2000-2009 –> 2010-2019	8.625435	4.2422601	23349.816	190.560852	1	2
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2410	4.4085071	14003.928	246.596135	14.161172	2000-2009 –> 2010-2019	8.695239	4.2867323	23411.674	432.803067	2	4
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	2410	4.4162155	14010.348	10.049320	13.353739	2000-2009 –> 2010-2019	8.735731	4.3195151	23440.991	68.147722	7	10
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	9
Atlantic	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2410	4.4087749	14004.221	99.206293	16.125596	2000-2009 –> 2010-2019	8.838821	4.4300463	23519.436	222.942169	3	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	12
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]	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	21
Atlantic	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2410	4.4116682	14005.383	9.007536	15.249244	2000-2009 –> 2010-2019	9.482338	5.0706695	23959.983	127.463820	4	18
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	12	29
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3091	5.4314477	19247.094	48.048860	32.311854	1982-1999 –> 2000-2009	9.056340	3.6248920	38322.119	95.317913	1	3
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3091	5.4477012	19265.566	74.579089	32.019426	1982-1999 –> 2000-2009	9.062874	3.6151724	38321.683	202.655937	2	3
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	3091	5.4728786	19292.071	15.772002	31.136764	1982-1999 –> 2000-2009	9.117848	3.6449693	38403.992	30.753108	3	8
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3091	5.5421807	19371.861	49.960942	32.112325	1982-1999 –> 2000-2009	9.191927	3.6497465	38495.006	107.397102	4	11
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	8	12
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3091	5.6638145	19504.069	72.209075	37.996699	1982-1999 –> 2000-2009	9.616689	3.9528744	39187.062	200.285881	6	16
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3091	5.6591904	19499.020	48.040438	38.277993	1982-1999 –> 2000-2009	9.617358	3.9581674	39191.436	90.542549	5	16
Atlantic	(27.5,27.75]	3	cstar_tref ~ temp + aou + nitrate	3091	5.6694246	19508.190	14.453241	37.389131	1982-1999 –> 2000-2009	9.649677	3.9802522	39237.788	17.573677	7	23
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3091	5.7231574	19568.505	45.191334	37.558269	1982-1999 –> 2000-2009	9.690532	3.9673750	39277.283	101.398442	9	22
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	10	22
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	1	2
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3609	5.6248349	22722.767	34.066797	33.150022	2000-2009 –> 2010-2019	11.056283	5.4314477	41969.861	82.115657	2	4
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3609	5.6464917	22750.505	126.127395	31.886137	2000-2009 –> 2010-2019	11.094193	5.4477012	42016.070	200.706483	4	7
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	3609	5.6663807	22773.885	9.051959	29.464934	2000-2009 –> 2010-2019	11.139259	5.4728786	42065.955	24.823962	10	14
Atlantic	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3609	5.6550386	22761.422	44.552514	33.156363	2000-2009 –> 2010-2019	11.197219	5.5421807	42133.283	94.513455	6	11
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	3	13
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	5	18
Atlantic	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3609	6.5356127	23804.005	785.264218	27.765072	2000-2009 –> 2010-2019	12.168916	5.6333031	43274.681	1020.880617	26	32
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3609	6.5108265	23776.579	117.456996	29.876400	2000-2009 –> 2010-2019	12.174641	5.6638145	43280.648	189.666071	21	29
Atlantic	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3609	6.5206122	23787.419	33.099061	31.034789	2000-2009 –> 2010-2019	12.179803	5.6591904	43286.439	81.139499	23	30
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 ~ temp + aou + nitrate + silicate + phosphate_star	1443	3.7348574	7911.967	66.516278	34.814391	1982-1999 –> 2000-2009	7.134022	3.3991649	14289.030	117.764302	2	5
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	9
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1443	3.8679677	8013.033	65.527259	34.920931	1982-1999 –> 2000-2009	7.259919	3.3919517	14384.982	210.569336	4	6
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1443	3.9436515	8068.958	61.535299	35.714160	1982-1999 –> 2000-2009	7.372759	3.4291079	14467.140	125.816709	8	13
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	14
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1443	3.8922244	8029.075	66.222268	39.287410	1982-1999 –> 2000-2009	7.477948	3.5857234	14532.799	114.449606	6	16
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1443	3.9751985	8089.952	64.759714	38.744790	1982-1999 –> 2000-2009	7.558009	3.5828106	14591.719	204.724180	9	17
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]	4	cstar_tref ~ temp + aou + nitrate + silicate	1443	4.1924564	8243.522	15.143191	33.587151	1982-1999 –> 2000-2009	7.600019	3.4075623	14624.527	26.270211	11	15
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	1	2
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1517	5.4569154	9467.405	44.750705	23.227611	2000-2009 –> 2010-2019	9.191773	3.7348574	17379.371	111.266983	2	4
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	3	6
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1517	5.4821741	9481.416	119.464333	23.115065	2000-2009 –> 2010-2019	9.350142	3.8679677	17494.449	184.991591	4	8
Atlantic	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1517	5.4970999	9489.665	53.623498	22.960537	2000-2009 –> 2010-2019	9.440751	3.9436515	17558.623	115.158798	5	13
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	1517	5.5115171	9495.612	15.236693	22.796461	2000-2009 –> 2010-2019	9.703974	4.1924564	17739.134	30.379883	7	18
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	1517	5.5019325	9490.331	17.114782	22.812556	2000-2009 –> 2010-2019	9.709835	4.2079029	17744.467	77.186946	6	18
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	10	15
Atlantic	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	1517	6.2053195	9855.344	32.908492	34.842133	2000-2009 –> 2010-2019	10.097544	3.8922244	17884.419	99.130760	13	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	8	23
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	1	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2938	3.8846210	16325.564	92.236128	14.921619	1982-1999 –> 2000-2009	7.759290	3.8746689	30406.243	217.647982	4	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2938	3.8841673	16324.878	123.654933	15.112212	1982-1999 –> 2000-2009	7.761335	3.8771679	30408.827	168.473244	3	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2938	3.9533760	16428.656	94.875619	14.988944	1982-1999 –> 2000-2009	7.841071	3.8876946	30526.356	138.309499	9	12
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	2938	3.9210368	16378.391	122.758252	15.233060	1982-1999 –> 2000-2009	7.948691	4.0276540	30653.477	163.301111	6	11
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	2938	3.9229922	16381.321	90.271958	15.041576	1982-1999 –> 2000-2009	7.962589	4.0395971	30671.424	205.555041	7	14
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	2	10
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2938	3.9914401	16482.960	66.182420	15.107338	1982-1999 –> 2000-2009	8.021741	4.0303011	30761.379	96.060852	10	16
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	2938	3.8849451	16324.054	44.269590	14.992983	1982-1999 –> 2000-2009	8.097042	4.2120965	30826.246	81.350633	5	14
Atlantic	(27.85,27.95]	3	cstar_tref ~ temp + aou + nitrate	2938	3.9229928	16379.322	21.253307	15.044767	1982-1999 –> 2000-2009	8.458232	4.5352390	31254.422	36.024756	8	22
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	4	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3510	5.8937883	22427.719	62.057881	35.693842	2000-2009 –> 2010-2019	9.777956	3.8841673	38752.597	185.712814	2	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3510	5.8937152	22427.632	134.558910	35.374980	2000-2009 –> 2010-2019	9.778336	3.8846210	38753.196	226.795038	1	5
Atlantic	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3510	5.9023167	22437.870	56.522058	35.681871	2000-2009 –> 2010-2019	9.855693	3.9533760	38866.526	151.397676	3	12
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	3510	6.2173655	22800.919	37.522219	29.607531	2000-2009 –> 2010-2019	10.102311	3.8849451	39124.974	81.791808	7	12
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	12	14
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3510	6.4641377	23074.161	111.931925	60.370393	2000-2009 –> 2010-2019	10.387130	3.9229922	39455.482	202.203884	10	17
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3510	6.4816318	23093.134	52.199167	60.944093	2000-2009 –> 2010-2019	10.402669	3.9210368	39471.525	174.957418	11	17
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3510	6.5038705	23117.179	41.984233	61.224408	2000-2009 –> 2010-2019	10.495311	3.9914401	39600.139	108.166653	13	23
Atlantic	(27.85,27.95]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	3510	6.2015488	22783.038	56.521381	27.683956	2000-2009 –> 2010-2019	10.804891	4.6033420	40104.095	118.316950	5	18
Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3866	3.9130664	21534.165	869.156597	24.399757	1982-1999 –> 2000-2009	7.784858	3.8717920	46574.158	1375.483839	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3866	3.9894197	21681.582	458.013912	26.083775	1982-1999 –> 2000-2009	7.861706	3.8722864	46720.727	747.295089	7	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3866	3.9772047	21657.871	534.320193	24.309859	1982-1999 –> 2000-2009	7.896950	3.9197453	46806.967	822.405941	5	12
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	3866	3.9878313	21678.503	62.032260	22.039635	1982-1999 –> 2000-2009	7.901021	3.9131893	46812.490	82.924829	6	9
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	3866	4.0132105	21727.554	19.383682	21.864713	1982-1999 –> 2000-2009	7.926787	3.9135770	46862.436	35.767682	9	13
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	3866	4.0311610	21762.062	61.345591	21.741055	1982-1999 –> 2000-2009	7.945924	3.9147625	46899.677	82.986395	11	16
Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3866	3.9406615	21588.500	858.345414	23.775427	1982-1999 –> 2000-2009	7.972015	4.0313537	46993.006	1379.104722	2	14
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3866	3.9740772	21651.789	458.625950	25.102982	1982-1999 –> 2000-2009	8.012643	4.0385655	47070.427	748.287267	4	17
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + silicate + phosphate_star	3866	4.1286241	21944.777	18.674146	23.429936	1982-1999 –> 2000-2009	8.043976	3.9153521	47081.751	34.970994	13	19
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	3866	3.9451332	21595.269	20.490392	23.349436	1982-1999 –> 2000-2009	8.058212	4.1130786	47178.923	47.746917	3	18
Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4563	4.8839927	27436.732	601.708007	18.271392	2000-2009 –> 2010-2019	8.797059	3.9130664	48970.897	1470.864603	1	2
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	4563	4.8896819	27445.356	31.323501	18.193501	2000-2009 –> 2010-2019	8.877513	3.9878313	49123.859	93.355761	4	10
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	4563	4.8892857	27444.617	24.976121	18.210009	2000-2009 –> 2010-2019	8.902496	4.0132105	49172.171	44.359803	3	12
Atlantic	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4563	4.9653993	27587.591	619.642005	18.354969	2000-2009 –> 2010-2019	8.906061	3.9406615	49176.091	1477.987419	8	10
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	4563	4.8881921	27442.575	32.428755	18.218689	2000-2009 –> 2010-2019	8.919353	4.0311610	49204.637	93.774346	2	13
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4563	4.9573382	27570.763	355.677266	19.103123	2000-2009 –> 2010-2019	8.934543	3.9772047	49228.634	889.997459	6	11
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4563	4.9633554	27581.833	366.036270	19.188007	2000-2009 –> 2010-2019	8.952775	3.9894197	49263.415	824.050182	7	14
Atlantic	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4563	4.9799741	27612.339	366.279956	18.821403	2000-2009 –> 2010-2019	8.954051	3.9740772	49264.128	824.905906	9	13
Atlantic	(27.95,28.05]	3	cstar_tref ~ temp + silicate + phosphate_star	4563	4.8999103	27462.427	24.585587	17.979389	2000-2009 –> 2010-2019	9.028534	4.1286241	49407.204	43.259732	5	18
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	16	24
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	2	8
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	855	4.3155818	4938.802	32.027929	17.237047	1982-1999 –> 2000-2009	7.316751	3.0011692	10465.092	66.482089	5	10
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	855	4.4098477	4975.752	39.764811	18.099898	1982-1999 –> 2000-2009	7.382665	2.9728176	10481.254	77.823023	10	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	855	4.4164223	4978.299	149.155291	17.849042	1982-1999 –> 2000-2009	7.386869	2.9704468	10482.055	331.132446	12	13
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	855	4.4038102	4973.409	142.302222	18.249161	1982-1999 –> 2000-2009	7.395723	2.9919125	10492.933	320.596557	8	11
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	855	4.3673069	4959.175	699.150243	17.995907	1982-1999 –> 2000-2009	7.440999	3.0736924	10537.757	1276.765611	7	14
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	1	12
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	855	4.2894800	4928.428	697.243439	17.129534	1982-1999 –> 2000-2009	7.444108	3.1546276	10563.930	1196.874703	4	14
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + nitrate + phosphate_star	855	4.4040866	4971.516	140.823247	18.316833	1982-1999 –> 2000-2009	7.491506	3.0874194	10557.856	280.782473	9	17
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	855	4.5288246	5021.276	43.018499	17.856476	1982-1999 –> 2000-2009	7.525120	2.9962958	10544.006	88.621162	17	21
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	1	2
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	3	5
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1299	4.0996840	7363.946	602.888868	15.731992	2000-2009 –> 2010-2019	8.389164	4.2894800	12292.374	1300.132306	2	6
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate	1299	4.1724572	7409.659	40.129235	14.871389	2000-2009 –> 2010-2019	8.488039	4.3155818	12348.460	72.157163	5	10
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1299	4.1319235	7384.297	592.118870	16.357104	2000-2009 –> 2010-2019	8.499230	4.3673069	12343.472	1291.269113	4	11
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1299	4.2460472	7455.080	176.245231	15.830956	2000-2009 –> 2010-2019	8.649857	4.4038102	12428.489	318.547453	6	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1299	4.2702283	7469.834	49.741124	15.159717	2000-2009 –> 2010-2019	8.680076	4.4098477	12445.585	89.505935	7	17
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	11	14
Atlantic	(28.05,28.1]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1299	4.2864801	7479.703	174.468025	14.906495	2000-2009 –> 2010-2019	8.702902	4.4164223	12458.002	323.623316	8	20
Atlantic	(28.05,28.1]	3	cstar_tref ~ temp + silicate + phosphate_star	1299	4.3482400	7514.868	40.896575	13.275181	2000-2009 –> 2010-2019	8.769135	4.4208951	12492.898	77.173859	9	23
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	1	2
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	820	5.5025149	5135.596	49.353544	18.257486	1982-1999 –> 2000-2009	9.149213	3.6466976	10139.075	93.350568	3	5
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	2	5
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	820	5.5588742	5150.308	22.959957	18.078270	1982-1999 –> 2000-2009	9.257524	3.6986499	10177.816	64.411787	5	9
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	4	12
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	820	5.6440464	5177.245	223.398445	18.339194	1982-1999 –> 2000-2009	9.381700	3.7376537	10226.055	561.765093	6	11
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	820	5.6610420	5182.176	56.155652	18.546161	1982-1999 –> 2000-2009	9.399217	3.7381750	10231.243	103.730062	7	13
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + silicate	820	5.7027144	5194.205	57.975605	18.832519	1982-1999 –> 2000-2009	9.491836	3.7891212	10268.178	106.654535	8	19
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate_star	820	5.7464128	5204.723	26.402650	18.426801	1982-1999 –> 2000-2009	9.526065	3.7796521	10272.093	71.439199	12	22
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + nitrate + phosphate_star	820	5.8006409	5220.127	221.121326	17.413485	1982-1999 –> 2000-2009	9.538974	3.7383334	10267.272	508.406781	15	22
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	1	2
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	3	5
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate	1282	5.2659128	7909.615	39.953687	18.878612	2000-2009 –> 2010-2019	10.768428	5.5025149	13045.211	89.307230	2	5
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate	1282	5.3438047	7945.263	31.882119	19.606417	2000-2009 –> 2010-2019	10.902679	5.5588742	13095.571	54.842076	4	9
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1282	5.4433756	7994.598	286.943477	19.320705	2000-2009 –> 2010-2019	11.087422	5.6440464	13171.844	510.341922	5	11
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1282	5.4876263	8015.358	46.256727	19.139311	2000-2009 –> 2010-2019	11.148668	5.6610420	13197.534	102.412380	7	14
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + nitrate + phosphate_star	1282	5.4458572	7993.767	272.645051	19.557163	2000-2009 –> 2010-2019	11.246498	5.8006409	13213.894	493.766378	6	21
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + aou + nitrate + silicate	1282	5.5859248	8060.879	42.164715	18.969403	2000-2009 –> 2010-2019	11.288639	5.7027144	13255.084	100.140319	9	17
Atlantic	(28.1,28.15]	3	cstar_tref ~ temp + aou + phosphate_star	1282	5.5459066	8040.445	37.008443	19.743831	2000-2009 –> 2010-2019	11.292319	5.7464128	13245.168	63.411093	8	20
Atlantic	(28.1,28.15]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1282	5.6251042	8078.800	250.223026	18.803007	2000-2009 –> 2010-2019	11.393206	5.7681017	13291.702	471.998211	10	24
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 ~ temp + aou + nitrate + silicate	602	5.1272636	3688.427	52.586834	17.486998	1982-1999 –> 2000-2009	8.635671	3.5084076	7123.276	116.042371	2	4
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	602	5.1573118	3695.462	189.198228	17.608736	1982-1999 –> 2000-2009	8.702272	3.5449602	7143.578	538.472834	3	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	602	5.1611151	3696.350	47.739920	17.669055	1982-1999 –> 2000-2009	8.735940	3.5748249	7155.204	95.447305	4	9
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	602	5.1715515	3698.782	200.721502	17.733405	1982-1999 –> 2000-2009	8.789817	3.6182660	7173.097	555.604801	5	11
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	602	5.1807732	3700.927	50.626037	17.930014	1982-1999 –> 2000-2009	8.804311	3.6235373	7177.105	110.839399	6	13
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	7	15
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + silicate + phosphate_star	602	5.2420999	3713.095	36.852163	18.145817	1982-1999 –> 2000-2009	9.025361	3.7832612	7242.487	55.224650	8	18
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	17	26
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	19	23
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1005	4.1260148	5712.864	215.416632	20.599654	2000-2009 –> 2010-2019	9.283326	5.1573118	9408.326	404.614860	4	7
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1005	4.1257578	5712.738	47.287042	20.565496	2000-2009 –> 2010-2019	9.286873	5.1611151	9409.088	95.026962	2	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1005	4.1197052	5709.787	225.901690	20.485189	2000-2009 –> 2010-2019	9.291257	5.1715515	9408.569	426.623192	1	6
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + nitrate + silicate	1005	4.1733300	5735.782	56.132699	20.732836	2000-2009 –> 2010-2019	9.300594	5.1272636	9424.209	108.719533	7	9
Atlantic	(28.15,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	1005	4.1258428	5712.780	52.715177	20.399551	2000-2009 –> 2010-2019	9.306616	5.1807732	9413.707	103.341214	3	9
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	5	12
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	8	9
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + silicate + phosphate_star	1005	4.1695013	5731.937	32.586616	22.447878	2000-2009 –> 2010-2019	9.411601	5.2420999	9445.033	69.438780	6	14
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + nitrate + phosphate_star	1005	5.1465951	6155.120	225.891315	22.914299	2000-2009 –> 2010-2019	10.831215	5.6846196	9965.791	415.810585	12	21
Atlantic	(28.15,28.2]	3	cstar_tref ~ temp + phosphate + phosphate_star	1005	5.2833390	6207.829	210.717165	23.242980	2000-2009 –> 2010-2019	10.989280	5.7059411	10023.006	380.988625	16	26
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1131	3.6814065	6169.692	7.839653	13.913278	1982-1999 –> 2000-2009	7.987952	4.3065451	12435.042	11.938451	1	4
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1131	3.7070631	6185.402	123.708980	13.924817	1982-1999 –> 2000-2009	8.007732	4.3006691	12447.786	155.412906	2	3
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1131	3.7135580	6189.361	113.919205	13.832989	1982-1999 –> 2000-2009	8.016996	4.3034385	12453.144	149.132037	3	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1131	3.7163006	6191.031	76.229703	13.819530	1982-1999 –> 2000-2009	8.044145	4.3278440	12467.097	128.514298	5	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate	1131	3.7139366	6189.592	9.547430	13.897542	1982-1999 –> 2000-2009	8.059459	4.3455223	12474.511	15.536756	4	12
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1131	3.7345900	6202.136	98.675228	13.603726	1982-1999 –> 2000-2009	8.059985	4.3253949	12476.972	164.740626	9	13
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + silicate	1131	3.7255734	6196.668	10.113772	13.759636	1982-1999 –> 2000-2009	8.066890	4.3413163	12479.485	15.950112	8	15
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + nitrate + silicate	1131	3.7491790	6208.955	10.113220	13.158325	1982-1999 –> 2000-2009	8.163505	4.4143263	12525.995	15.479656	12	21
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + silicate + phosphate	1131	3.7188823	6190.602	9.528754	13.621239	1982-1999 –> 2000-2009	8.216390	4.4975075	12548.189	15.184983	6	19
Atlantic	(28.2, Inf]	3	cstar_tref ~ silicate + phosphate + phosphate_star	1131	3.7369345	6201.556	49.558200	13.333369	1982-1999 –> 2000-2009	8.219008	4.4820735	12551.677	63.662748	10	20
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	1656	3.5568233	8914.015	10.682213	24.898490	2000-2009 –> 2010-2019	7.238230	3.6814065	15083.707	18.521867	4	5
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	1656	3.5601288	8917.091	48.045371	24.869244	2000-2009 –> 2010-2019	7.267192	3.7070631	15102.493	171.754350	5	7
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	1656	3.5545161	8911.866	49.895797	24.951669	2000-2009 –> 2010-2019	7.268074	3.7135580	15101.227	163.815002	3	6
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + nitrate + silicate	1656	3.5514999	8909.054	13.304704	25.125606	2000-2009 –> 2010-2019	7.277073	3.7255734	15105.722	23.418475	2	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	1656	3.5678227	8924.241	92.606691	25.005910	2000-2009 –> 2010-2019	7.284123	3.7163006	15115.272	168.836394	6	11
Atlantic	(28.2, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	1656	3.5511102	8908.691	122.510126	25.007400	2000-2009 –> 2010-2019	7.285700	3.7345900	15110.827	221.185355	1	10
Atlantic	(28.2, Inf]	4	cstar_tref ~ temp + aou + silicate + phosphate	1656	3.5794394	8935.007	12.879778	24.985921	2000-2009 –> 2010-2019	7.293376	3.7139366	15124.599	22.427208	7	11
Atlantic	(28.2, Inf]	3	cstar_tref ~ silicate + phosphate + phosphate_star	1656	3.5895038	8942.307	19.879267	25.801155	2000-2009 –> 2010-2019	7.326438	3.7369345	15143.863	69.437467	10	20
Atlantic	(28.2, Inf]	3	cstar_tref ~ aou + nitrate + silicate	1656	3.6140176	8964.848	8.717899	24.542634	2000-2009 –> 2010-2019	7.363197	3.7491790	15173.804	18.831118	11	24
Atlantic	(28.2, Inf]	3	cstar_tref ~ nitrate + silicate + phosphate_star	1656	3.5849426	8938.096	23.094512	25.912246	2000-2009 –> 2010-2019	7.365392	3.7804494	15165.839	77.849931	9	23
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4045	11.9536353	31564.789	56.360083	41.598826	1982-1999 –> 2000-2009	23.922456	11.9688204	49298.237	96.284075	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4045	12.1081901	31668.719	60.002567	41.550138	1982-1999 –> 2000-2009	24.214890	12.1067004	49454.191	96.447497	3	5
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4045	12.0881171	31655.296	64.949029	41.919521	1982-1999 –> 2000-2009	24.236006	12.1478886	49456.195	105.207172	2	5
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	4045	12.1107230	31668.411	22.114319	41.340415	1982-1999 –> 2000-2009	24.360249	12.2495258	49505.153	45.607060	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	4045	12.2521890	31762.363	13.552155	40.604912	1982-1999 –> 2000-2009	24.771180	12.5189912	49697.937	25.117456	5	10
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	4045	12.3352619	31817.030	13.078242	41.650822	1982-1999 –> 2000-2009	24.945712	12.6104496	49785.665	21.524351	6	12
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + silicate + phosphate	4045	12.4080047	31864.598	25.345994	41.826829	1982-1999 –> 2000-2009	25.137149	12.7291443	49875.784	52.123409	7	15
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	9	16
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4045	12.8831631	32168.616	56.354064	37.411523	1982-1999 –> 2000-2009	25.615702	12.7325390	50181.013	95.518689	11	20
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4045	13.0379515	32265.236	59.714390	37.253160	1982-1999 –> 2000-2009	25.927987	12.8900359	50333.472	95.118648	13	23
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5087	11.6989740	39473.245	68.753855	48.346932	2000-2009 –> 2010-2019	23.652609	11.9536353	71038.035	125.113939	1	2
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5087	11.7665982	39531.885	73.598843	48.549604	2000-2009 –> 2010-2019	23.854715	12.0881171	71187.181	138.547872	3	5
Indo-Pacific	(-Inf,26]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5087	11.7628120	39528.611	60.423123	48.414862	2000-2009 –> 2010-2019	23.871002	12.1081901	71197.330	120.425691	2	5
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + nitrate + silicate	5087	11.7671777	39530.386	31.177204	48.620100	2000-2009 –> 2010-2019	23.877901	12.1107230	71198.797	53.291523	4	8
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	5087	12.1863020	39886.460	17.760305	48.877003	2000-2009 –> 2010-2019	24.438491	12.2521890	71648.823	31.312460	6	11
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	5087	12.2178352	39912.753	13.964749	50.104873	2000-2009 –> 2010-2019	24.553097	12.3352619	71729.783	27.042990	7	13
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + aou + silicate + phosphate	5087	12.2739338	39959.360	38.977032	51.120905	2000-2009 –> 2010-2019	24.681939	12.4080047	71823.958	64.323026	8	15
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	5	14
Indo-Pacific	(-Inf,26]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	5087	12.3286428	40004.608	62.945858	45.726850	2000-2009 –> 2010-2019	25.211806	12.8831631	72173.224	119.299922	9	20
Indo-Pacific	(-Inf,26]	3	cstar_tref ~ temp + aou + silicate	5087	12.7501160	40344.608	6.182582	48.955155	2000-2009 –> 2010-2019	25.372257	12.6221408	72345.632	10.910789	15	23
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2756	6.5104212	18161.393	84.626930	28.177969	1982-1999 –> 2000-2009	11.839952	5.3295304	32894.273	143.194357	1	2
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2756	6.5110156	18161.896	27.510109	28.177313	1982-1999 –> 2000-2009	11.841608	5.3305921	32895.724	42.747351	2	4
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2756	6.5301109	18178.038	48.879596	27.697636	1982-1999 –> 2000-2009	11.870162	5.3400506	32920.305	77.087905	4	7
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	2756	6.5127239	18161.342	10.010579	28.276090	1982-1999 –> 2000-2009	11.962465	5.4497410	32998.394	15.682593	3	7
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	5	10
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	6	12
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	15
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 ~ temp + nitrate + silicate + phosphate	2756	7.2582592	18758.745	15.565975	25.237108	1982-1999 –> 2000-2009	13.951720	6.6934605	34574.276	21.818897	9	18
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2756	7.8406926	19184.201	43.862010	22.445070	1982-1999 –> 2000-2009	15.239354	7.3986616	35476.532	66.522923	11	21
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2613	7.5468325	17991.787	23.076753	21.895605	2000-2009 –> 2010-2019	14.057848	6.5110156	36153.683	50.586862	1	3
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2613	7.5511590	17994.783	75.971187	21.788005	2000-2009 –> 2010-2019	14.061580	6.5104212	36156.175	160.598117	2	3
Indo-Pacific	(26,26.5]	4	cstar_tref ~ temp + aou + nitrate + silicate	2613	7.5566770	17996.600	9.415301	21.491671	2000-2009 –> 2010-2019	14.069401	6.5127239	36157.942	19.425880	3	6
Indo-Pacific	(26,26.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2613	7.5988508	18027.685	47.711680	21.606785	2000-2009 –> 2010-2019	14.128962	6.5301109	36205.723	96.591276	4	8
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	5	10
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	6	12
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]	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]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	2613	7.9676612	18273.366	11.879882	22.519116	2000-2009 –> 2010-2019	15.225921	7.2582592	37032.111	27.445857	8	17
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	9	19
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2487	5.1809986	15254.019	39.741915	20.274259	1982-1999 –> 2000-2009	9.486202	4.3052034	27232.158	79.779180	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2487	5.1999059	15272.138	22.287277	20.427225	1982-1999 –> 2000-2009	9.540123	4.3402171	27283.941	43.793409	2	4
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2487	5.2051933	15277.193	68.394128	20.474535	1982-1999 –> 2000-2009	9.553042	4.3478490	27296.297	146.615269	4	7
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	5	9
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	8
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	2487	5.2427658	15310.968	9.332242	20.366423	1982-1999 –> 2000-2009	9.625254	4.3824884	27361.052	14.035629	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 ~ temp + nitrate + silicate + phosphate	2487	5.7301744	15753.141	11.849851	23.728162	1982-1999 –> 2000-2009	10.751329	5.0211545	28368.620	17.819063	9	18
Indo-Pacific	(26.5,26.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	2487	6.1104733	16072.761	38.099167	19.085536	1982-1999 –> 2000-2009	12.581755	6.4712817	29742.677	71.977018	10	20
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	2625	5.8552823	16741.984	28.007094	18.348068	2000-2009 –> 2010-2019	11.036281	5.1809986	31996.004	67.749009	1	2
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	2625	5.8712744	16756.304	13.569003	18.385845	2000-2009 –> 2010-2019	11.071180	5.1999059	32028.442	35.856280	4	6
Indo-Pacific	(26.5,26.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	2625	5.8691037	16754.362	48.267717	18.396706	2000-2009 –> 2010-2019	11.074297	5.2051933	32031.556	116.661845	2	6
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	8
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	5	8
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 ~ temp + aou + nitrate + silicate	2625	5.8809820	16762.977	7.036736	18.264299	2000-2009 –> 2010-2019	11.123748	5.2427658	32073.945	16.368978	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 ~ temp + nitrate + silicate + phosphate	2625	6.1004551	16955.335	8.274671	24.328380	2000-2009 –> 2010-2019	11.830630	5.7301744	32708.476	20.124523	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	30
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3350	4.6016807	19747.913	74.910421	18.533015	1982-1999 –> 2000-2009	9.241787	4.6401060	34636.624	123.633225	1	2
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3350	4.6149041	19767.138	41.943390	18.751897	1982-1999 –> 2000-2009	9.293801	4.6788968	34697.775	64.704299	2	6
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3350	4.6229288	19778.779	105.848185	18.794276	1982-1999 –> 2000-2009	9.294424	4.6714957	34701.443	179.288326	3	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]	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	4	11
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	5	11
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	3350	4.7342407	19936.191	9.887171	18.574185	1982-1999 –> 2000-2009	9.428491	4.6942504	34881.326	15.063685	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 ~ temp + nitrate + silicate + phosphate	3350	5.0467406	20364.464	9.793454	22.769138	1982-1999 –> 2000-2009	9.875094	4.8283534	35451.448	15.747190	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 ~ temp + nitrate + silicate + phosphate + phosphate_star	3741	4.7544564	22295.552	57.145727	20.091533	2000-2009 –> 2010-2019	9.356137	4.6016807	42043.465	132.056148	1	2
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3741	4.7642651	22310.972	26.738853	20.333345	2000-2009 –> 2010-2019	9.379169	4.6149041	42078.111	68.682243	4	6
Indo-Pacific	(26.75,27]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3741	4.7637104	22310.101	83.030037	20.239308	2000-2009 –> 2010-2019	9.386639	4.6229288	42088.880	188.878221	3	6
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3741	4.7673774	22313.858	23.005971	20.320212	2000-2009 –> 2010-2019	9.398484	4.6311065	42102.479	48.382708	7	11
Indo-Pacific	(26.75,27]	4	cstar_tref ~ aou + nitrate + silicate + phosphate_star	3741	4.7663773	22312.289	7.432826	20.432323	2000-2009 –> 2010-2019	9.403000	4.6366225	42108.884	16.883916	6	11
Indo-Pacific	(26.75,27]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	3741	4.7568738	22297.356	7.243520	20.001301	2000-2009 –> 2010-2019	9.420809	4.6639352	42133.303	16.508472	2	8
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + aou + nitrate + silicate	3741	4.7646436	22309.567	8.053583	20.469942	2000-2009 –> 2010-2019	9.498884	4.7342407	42245.758	17.940754	5	12
Indo-Pacific	(26.75,27]	3	cstar_tref ~ aou + nitrate + silicate	3741	4.7689597	22314.341	2.901862	19.835314	2000-2009 –> 2010-2019	9.666861	4.8979017	42476.235	5.850406	8	16
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	3741	4.8392010	22425.739	7.780207	20.341159	2000-2009 –> 2010-2019	9.885942	5.0467406	42790.202	17.573661	9	18
Indo-Pacific	(26.75,27]	4	cstar_tref ~ temp + nitrate + silicate + phosphate_star	3741	5.2519401	23038.125	8.964083	25.948492	2000-2009 –> 2010-2019	11.008404	5.7564642	44284.180	21.854994	10	28
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5484	3.5984414	29621.451	47.263782	13.906802	1982-1999 –> 2000-2009	7.628832	4.0303911	50731.465	79.732432	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5484	3.6001170	29626.557	51.841893	14.126619	1982-1999 –> 2000-2009	7.641196	4.0410789	50756.433	95.572583	2	4
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5484	3.6103633	29657.728	20.740452	14.091241	1982-1999 –> 2000-2009	7.672833	4.0624694	50827.200	34.029193	4	7
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	5484	3.6016812	29629.321	12.148012	14.593080	1982-1999 –> 2000-2009	7.682842	4.0811610	50831.221	19.775221	3	7
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 ~ temp + nitrate + silicate + phosphate_star	5484	3.8414531	30336.208	7.806564	13.349130	1982-1999 –> 2000-2009	8.379202	4.5377485	52333.480	16.996130	8	15
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	18
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	20
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + silicate + phosphate	5484	4.2729386	31503.764	14.348469	16.347640	1982-1999 –> 2000-2009	8.833402	4.5604635	53538.485	21.953442	19	27
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6142	3.5516607	33013.171	26.071835	16.049182	2000-2009 –> 2010-2019	7.150102	3.5984414	62634.621	73.335616	1	2
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6142	3.5519942	33008.951	36.803081	16.126634	2000-2009 –> 2010-2019	7.152111	3.6001170	62635.508	88.644975	3	5
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	6142	3.5519773	33012.265	7.625932	16.252500	2000-2009 –> 2010-2019	7.153658	3.6016812	62641.587	19.773944	2	5
Indo-Pacific	(27,27.25]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6142	3.5568010	33025.560	15.657184	16.137605	2000-2009 –> 2010-2019	7.167164	3.6103633	62683.289	36.397636	4	8
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 ~ temp + nitrate + silicate + phosphate_star	6142	3.8512449	34000.408	6.332952	15.941916	2000-2009 –> 2010-2019	7.692698	3.8414531	64336.616	14.139516	8	16
Indo-Pacific	(27,27.25]	4	cstar_tref ~ temp + aou + nitrate + silicate	6142	4.0122976	34509.189	10.170663	31.032918	2000-2009 –> 2010-2019	8.012602	4.0003042	65289.817	25.460516	10	20
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	22
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	7249	3.4052521	38350.445	58.974711	20.738686	1982-1999 –> 2000-2009	6.944013	3.5387609	66978.285	122.218712	2	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7249	3.4065203	38355.844	25.084022	20.707205	1982-1999 –> 2000-2009	6.944789	3.5382684	66982.199	50.923737	3	4
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	7249	3.4035636	38343.255	15.356796	20.764200	1982-1999 –> 2000-2009	6.946742	3.5431787	66984.402	28.122508	1	4
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	7249	3.4449628	38516.537	11.521513	20.457604	1982-1999 –> 2000-2009	6.990269	3.5453059	67162.086	25.726771	4	8
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	8	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7249	3.4496840	38536.392	23.861693	21.129449	1982-1999 –> 2000-2009	7.177856	3.7281720	67718.372	46.697323	7	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	7249	3.4485223	38531.509	32.019221	21.171652	1982-1999 –> 2000-2009	7.180761	3.7322392	67725.119	76.521141	6	13
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7249	3.4479755	38529.210	9.087551	21.189876	1982-1999 –> 2000-2009	7.186432	3.7384569	67740.574	20.327657	5	13
Indo-Pacific	(27.25,27.5]	3	cstar_tref ~ temp + nitrate + phosphate	7249	3.5665265	39017.314	2.064185	20.536453	1982-1999 –> 2000-2009	7.377703	3.8111766	68432.158	4.158447	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 ~ temp + aou + nitrate + silicate + phosphate_star	7464	3.5648322	40171.149	11.163849	20.871711	2000-2009 –> 2010-2019	6.968396	3.4035636	78514.404	26.520644	1	2
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	7464	3.5780508	40226.400	54.149646	20.897346	2000-2009 –> 2010-2019	6.983303	3.4052521	78576.846	113.124357	3	5
Indo-Pacific	(27.25,27.5]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7464	3.5773489	40223.471	15.963142	20.857066	2000-2009 –> 2010-2019	6.983869	3.4065203	78579.315	41.047164	2	5
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	7464	3.5783366	40225.592	10.914496	20.944692	2000-2009 –> 2010-2019	7.023299	3.4449628	78742.130	22.436009	4	8
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7464	3.6622930	40571.794	6.501672	21.667876	2000-2009 –> 2010-2019	7.110268	3.4479755	79101.004	15.589223	7	12
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	7464	3.6697159	40602.020	26.245165	21.691968	2000-2009 –> 2010-2019	7.118238	3.4485223	79133.529	58.264387	8	14
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ temp + aou + nitrate + phosphate	7464	3.6738865	40618.976	13.905516	21.656300	2000-2009 –> 2010-2019	7.123570	3.4496840	79155.368	37.767209	9	16
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	5	14
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	21
Indo-Pacific	(27.25,27.5]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	7464	3.6194376	40396.079	14.283879	21.344687	2000-2009 –> 2010-2019	7.193542	3.5741040	79446.163	33.462247	6	18
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	1	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	7026	3.4078251	37181.720	16.454254	16.047913	1982-1999 –> 2000-2009	6.490217	3.0823922	59644.574	31.314098	2	3
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7026	3.4100270	37190.797	40.484451	16.040651	1982-1999 –> 2000-2009	6.493615	3.0835883	59657.073	76.027338	3	6
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	7026	3.4198220	37231.102	60.492887	16.095318	1982-1999 –> 2000-2009	6.506598	3.0867764	59706.495	115.278189	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	6	12
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	7	11
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	7026	3.6332874	38079.941	22.045747	18.358877	1982-1999 –> 2000-2009	6.770898	3.1376105	60697.435	42.090588	15	22
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	7026	3.4743185	37451.262	13.298236	19.831742	1982-1999 –> 2000-2009	6.828863	3.3545442	60658.544	25.309289	5	20
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	7026	3.5652674	37814.375	704.601036	17.785322	1982-1999 –> 2000-2009	6.858162	3.2928946	60858.019	1314.473338	8	18
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	7026	3.5724806	37842.777	11.263555	17.753812	1982-1999 –> 2000-2009	6.861276	3.2887951	60875.431	22.151411	9	17
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	2
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	8034	3.4409726	42669.602	13.747145	17.530351	2000-2009 –> 2010-2019	6.848798	3.4078251	79851.323	30.201399	2	4
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	8034	3.4416274	42672.660	32.675725	17.514222	2000-2009 –> 2010-2019	6.851655	3.4100270	79863.457	73.160176	3	6
Indo-Pacific	(27.5,27.75]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	8034	3.4609407	42762.576	51.263549	17.900278	2000-2009 –> 2010-2019	6.880763	3.4198220	79993.678	111.756437	5	9
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + silicate	8034	3.4442657	42682.973	12.157173	17.485732	2000-2009 –> 2010-2019	6.918584	3.4743185	80134.234	25.455409	4	9
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	11	17
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	6	14
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	8034	3.6838159	43763.359	9.013396	19.267048	2000-2009 –> 2010-2019	7.256297	3.5724806	81606.136	20.276951	8	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + aou + nitrate + phosphate	8034	3.6818351	43754.717	29.396449	19.238692	2000-2009 –> 2010-2019	7.256513	3.5746782	81606.135	68.632721	7	17
Indo-Pacific	(27.5,27.75]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	8034	3.7061248	43860.372	30.106649	19.310730	2000-2009 –> 2010-2019	7.290166	3.5840416	81748.550	64.350372	10	21
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]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3017	2.1696168	13249.513	109.975553	9.735779	1982-1999 –> 2000-2009	4.174177	2.0045606	22055.036	195.576736	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3017	2.1737339	13260.953	21.833264	9.623177	1982-1999 –> 2000-2009	4.183350	2.0096161	22076.949	40.616297	3	6
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3017	2.1954785	13321.013	57.739366	9.633330	1982-1999 –> 2000-2009	4.234568	2.0390897	22197.549	106.338908	4	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	3017	2.2170581	13378.032	13.780392	8.507125	1982-1999 –> 2000-2009	4.275029	2.0579707	22290.892	26.302043	5	11
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	6	11
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3017	2.3396633	13702.818	103.481348	11.615646	1982-1999 –> 2000-2009	4.418035	2.0783716	22656.693	186.051780	7	14
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3017	2.3454411	13717.700	18.101346	11.539498	1982-1999 –> 2000-2009	4.429595	2.0841536	22683.127	33.453246	8	16
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3017	2.3626974	13761.932	45.562384	11.511370	1982-1999 –> 2000-2009	4.471459	2.1087613	22776.165	82.912995	9	18
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + nitrate	3017	2.4391896	13952.187	1.176893	9.133872	1982-1999 –> 2000-2009	4.596827	2.1576375	23059.693	2.314061	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]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3666	2.0278424	15601.179	88.298752	15.466668	2000-2009 –> 2010-2019	4.197459	2.1696168	28850.692	198.274305	2	4
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3666	2.0342168	15624.190	18.820673	15.578559	2000-2009 –> 2010-2019	4.207951	2.1737339	28885.143	40.653936	3	6
Indo-Pacific	(27.75,27.85]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3666	2.0541653	15695.741	50.839071	15.840856	2000-2009 –> 2010-2019	4.249644	2.1954785	29016.754	108.578437	4	8
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + silicate	3666	2.1939550	16176.453	13.932245	17.109077	2000-2009 –> 2010-2019	4.411013	2.2170581	29554.485	27.712637	9	14
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	5	11
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3666	2.1569157	16051.614	77.261579	15.062498	2000-2009 –> 2010-2019	4.496579	2.3396633	29754.431	180.742926	6	13
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3666	2.1650558	16079.232	13.825159	15.197740	2000-2009 –> 2010-2019	4.510497	2.3454411	29796.933	31.926505	7	15
Indo-Pacific	(27.75,27.85]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3666	2.1818913	16136.026	36.951996	15.430802	2000-2009 –> 2010-2019	4.544589	2.3626974	29897.958	82.514380	8	17
Indo-Pacific	(27.75,27.85]	3	cstar_tref ~ temp + aou + nitrate	3666	2.4552574	16999.492	1.278027	17.278121	2000-2009 –> 2010-2019	4.894447	2.4391896	30951.679	2.454920	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	3	5
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4057	1.6805135	15739.240	145.993773	8.407465	1982-1999 –> 2000-2009	3.260998	1.5804840	26637.924	281.180671	2	5
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4057	1.6837912	15755.050	18.566437	8.358687	1982-1999 –> 2000-2009	3.266211	1.5824202	26660.835	37.706541	4	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4057	1.6963875	15813.524	134.368832	8.105426	1982-1999 –> 2000-2009	3.276962	1.5805740	26710.539	265.550178	6	10
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4057	1.7000902	15831.215	14.887619	8.049985	1982-1999 –> 2000-2009	3.282598	1.5825076	26735.321	31.198988	7	13
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4057	1.6916239	15792.707	38.240058	8.353361	1982-1999 –> 2000-2009	3.282771	1.5911471	26730.391	78.908447	5	12
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4057	1.7078566	15868.197	31.291993	8.043393	1982-1999 –> 2000-2009	3.299178	1.5913217	26804.518	65.368104	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	4057	1.8463510	16500.863	13.116696	6.068109	1982-1999 –> 2000-2009	3.481753	1.6354023	27595.662	23.859676	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + nitrate	4057	1.9120722	16782.661	1.098388	6.153322	1982-1999 –> 2000-2009	3.548444	1.6363715	27878.896	2.117313	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	5
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4308	1.6156670	16373.082	119.541787	10.397810	2000-2009 –> 2010-2019	3.296181	1.6805135	32112.322	265.535560	3	5
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4308	1.6198031	16395.111	17.402995	10.443713	2000-2009 –> 2010-2019	3.303594	1.6837912	32150.161	35.969432	5	9
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4308	1.6179256	16383.118	115.475973	10.354061	2000-2009 –> 2010-2019	3.314313	1.6963875	32196.643	249.844805	4	10
Indo-Pacific	(27.85,27.95]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4308	1.6276699	16436.854	36.783824	10.516301	2000-2009 –> 2010-2019	3.319294	1.6916239	32229.561	75.023882	7	12
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4308	1.6221652	16405.666	12.861334	10.399887	2000-2009 –> 2010-2019	3.322255	1.7000902	32236.881	27.748953	6	13
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4308	1.6299278	16446.798	28.112372	10.472309	2000-2009 –> 2010-2019	3.337784	1.7078566	32314.996	59.404365	8	16
Indo-Pacific	(27.85,27.95]	4	cstar_tref ~ temp + aou + nitrate + silicate	4308	1.8767598	17661.749	11.042770	11.145202	2000-2009 –> 2010-2019	3.723111	1.8463510	34162.613	24.159466	9	18
Indo-Pacific	(27.85,27.95]	3	cstar_tref ~ temp + aou + nitrate	4308	1.9077255	17800.749	1.105604	11.035106	2000-2009 –> 2010-2019	3.819798	1.9120722	34583.411	2.203992	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]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	5953	1.6942837	23185.440	213.463480	6.960975	1982-1999 –> 2000-2009	3.471976	1.7776926	42587.585	415.429483	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	5953	1.6948616	23189.501	16.515876	7.058560	1982-1999 –> 2000-2009	3.473079	1.7782174	42594.515	32.347028	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	5953	1.6960352	23197.742	24.364191	7.202401	1982-1999 –> 2000-2009	3.478928	1.7828923	42628.282	48.753477	4	9
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	8	14
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	5953	1.7287726	23423.365	200.140448	6.880545	1982-1999 –> 2000-2009	3.529474	1.8007015	42948.536	397.024361	6	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	5953	1.7287454	23423.178	15.518417	6.967223	1982-1999 –> 2000-2009	3.529708	1.8009625	42949.758	30.971748	5	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	5953	1.7290287	23425.130	24.057443	7.117418	1982-1999 –> 2000-2009	3.534066	1.8050374	42973.681	48.304555	7	17
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	5953	1.8316893	24111.854	12.424231	6.866934	1982-1999 –> 2000-2009	3.612949	1.7812594	43531.485	19.458826	9	13
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + nitrate	5953	1.8400548	24164.105	3.087146	6.801914	1982-1999 –> 2000-2009	3.642040	1.8019854	43694.205	6.237123	10	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]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6823	1.7373460	26914.321	179.598198	10.710692	2000-2009 –> 2010-2019	3.431630	1.6942837	50099.762	393.061679	2	4
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6823	1.7392981	26929.646	12.619630	10.744379	2000-2009 –> 2010-2019	3.434160	1.6948616	50119.147	29.135506	3	6
Indo-Pacific	(27.95,28.05]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6823	1.7432957	26960.974	19.555157	10.807554	2000-2009 –> 2010-2019	3.439331	1.6960352	50158.716	43.919349	4	8
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	5	13
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate	6823	1.7962423	27367.254	175.033816	11.006824	2000-2009 –> 2010-2019	3.525015	1.7287726	50790.620	375.174264	6	12
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	6823	1.7977154	27378.441	12.303992	11.034638	2000-2009 –> 2010-2019	3.526461	1.7287454	50801.619	27.822409	7	12
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	6823	1.8014958	27407.107	19.548491	11.101652	2000-2009 –> 2010-2019	3.530525	1.7290287	50832.237	43.605934	8	15
Indo-Pacific	(27.95,28.05]	4	cstar_tref ~ temp + aou + nitrate + silicate	6823	1.8073320	27451.244	10.179815	10.782525	2000-2009 –> 2010-2019	3.639021	1.8316893	51563.097	22.604046	9	18
Indo-Pacific	(27.95,28.05]	3	cstar_tref ~ temp + aou + nitrate	6823	1.8471938	27746.944	2.159442	11.024604	2000-2009 –> 2010-2019	3.687249	1.8400548	51911.049	5.246588	10	20
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	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3235	1.2386704	10579.362	34.181281	7.411962	1982-1999 –> 2000-2009	2.836554	1.5978839	21284.834	72.145024	3	4
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	3235	1.2383118	10577.488	143.580234	7.366885	1982-1999 –> 2000-2009	2.837052	1.5987402	21285.996	303.354241	2	9
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	5	9
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3235	1.2420713	10595.101	20.028018	7.615232	1982-1999 –> 2000-2009	2.839983	1.5979113	21298.671	43.395157	7	9
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3235	1.2417218	10593.281	143.574634	7.570480	1982-1999 –> 2000-2009	2.840486	1.5987644	21299.873	303.151724	6	14
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3235	1.2398020	10585.270	34.181390	7.548709	1982-1999 –> 2000-2009	2.843495	1.6036933	21311.297	72.170136	4	27
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3235	1.2431858	10600.905	22.089330	7.752574	1982-1999 –> 2000-2009	2.846906	1.6037205	21325.028	49.813550	8	32
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	9	19
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	3235	1.2525546	10649.480	12.192488	7.776578	1982-1999 –> 2000-2009	2.852209	1.5996542	21359.224	19.230924	12	21
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]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4651	1.5782012	17457.336	122.616618	12.259221	2000-2009 –> 2010-2019	2.816513	1.2383118	28034.824	266.196852	3	5
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4651	1.5779596	17455.912	28.157615	12.252488	2000-2009 –> 2010-2019	2.816630	1.2386704	28035.273	62.338896	2	5
Indo-Pacific	(28.05,28.1]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4651	1.5800378	17468.155	28.165987	12.306928	2000-2009 –> 2010-2019	2.819840	1.2398020	28053.424	62.347377	4	8
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	6	11
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4651	1.5929632	17541.939	115.233893	12.658729	2000-2009 –> 2010-2019	2.834685	1.2417218	28135.220	258.808527	8	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4651	1.5928657	17541.370	18.207961	12.657816	2000-2009 –> 2010-2019	2.834937	1.2420713	28136.471	38.235979	7	14
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4651	1.5950343	17554.026	18.209884	12.714375	2000-2009 –> 2010-2019	2.838220	1.2431858	28154.930	40.299214	10	18
Indo-Pacific	(28.05,28.1]	4	cstar_tref ~ temp + aou + nitrate + silicate	4651	1.5804918	17468.827	16.265650	12.265007	2000-2009 –> 2010-2019	2.851895	1.2714035	28214.945	46.092406	5	22
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	12	21
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	6079	1.2805862	20272.346	256.292610	4.507732	1982-1999 –> 2000-2009	3.002604	1.7220173	38921.629	440.570636	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	6079	1.2806485	20272.938	257.071230	4.504459	1982-1999 –> 2000-2009	3.003238	1.7225894	38925.374	441.628536	2	4
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	3	6
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	6079	1.2807037	20273.461	317.897201	4.502119	1982-1999 –> 2000-2009	3.003739	1.7230355	38928.357	551.207106	4	8
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	10	15
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	6079	1.2844147	20306.640	304.769970	4.585438	1982-1999 –> 2000-2009	3.027606	1.7431913	39069.973	522.386165	9	15
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	6079	1.2839780	20302.506	4.715202	4.538333	1982-1999 –> 2000-2009	3.039150	1.7551720	39130.881	9.049211	5	12
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	6079	1.2840417	20303.108	7.203209	4.536141	1982-1999 –> 2000-2009	3.039465	1.7554237	39132.845	13.583622	6	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ aou + silicate + phosphate + phosphate_star	6079	1.2840865	20303.533	221.634683	4.534469	1982-1999 –> 2000-2009	3.039752	1.7556658	39134.579	342.892189	7	16
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	6079	1.2841100	20303.756	46.299175	4.534099	1982-1999 –> 2000-2009	3.039927	1.7558171	39135.620	91.848837	8	18
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	7616	1.4831534	27631.276	286.636486	11.438327	2000-2009 –> 2010-2019	2.763740	1.2805862	47903.623	542.929096	1	2
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	7616	1.4833242	27633.031	288.207523	11.445006	2000-2009 –> 2010-2019	2.763973	1.2806485	47905.968	545.278753	2	4
Indo-Pacific	(28.1,28.2]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	7616	1.4835410	27635.257	346.156313	11.452190	2000-2009 –> 2010-2019	2.764245	1.2807037	47908.718	664.053514	3	7
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	4	7
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	5	14
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate_star	7616	1.4930777	27730.860	4.299846	11.576444	2000-2009 –> 2010-2019	2.777056	1.2839780	48033.366	9.015048	6	11
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + silicate + phosphate + phosphate_star	7616	1.4931932	27732.039	7.220067	11.579443	2000-2009 –> 2010-2019	2.777235	1.2840417	48035.147	14.423276	7	13
Indo-Pacific	(28.1,28.2]	4	cstar_tref ~ temp + aou + silicate + phosphate	7616	1.4934880	27735.046	32.725294	11.586314	2000-2009 –> 2010-2019	2.777598	1.2841100	48038.801	79.024469	8	16
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	9	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 ~ temp + aou + nitrate + silicate + phosphate	3155	0.9259823	8482.262	200.884932	6.555498	1982-1999 –> 2000-2009	3.401996	2.4760133	19598.621	419.289916	3	4
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	3155	0.9260371	8482.635	230.058870	6.560200	1982-1999 –> 2000-2009	3.405521	2.4794835	19605.680	469.622685	4	7
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	3155	0.9281549	8495.050	193.733870	6.640099	1982-1999 –> 2000-2009	3.407305	2.4791504	19615.453	411.605277	7	9
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	3155	0.9256079	8479.711	187.373152	6.524919	1982-1999 –> 2000-2009	3.408582	2.4829739	19609.471	395.718655	1	6
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	3155	0.9282548	8495.729	226.409654	6.646958	1982-1999 –> 2000-2009	3.410825	2.4825699	19622.712	465.083364	8	12
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	3155	0.9274484	8490.245	187.271055	6.603334	1982-1999 –> 2000-2009	3.413308	2.4858595	19623.550	385.567509	6	12
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	3155	0.9256526	8480.015	189.264552	6.457411	1982-1999 –> 2000-2009	3.418178	2.4925252	19628.104	396.738094	2	9
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	3155	0.9268585	8486.230	189.036810	6.520758	1982-1999 –> 2000-2009	3.422053	2.4951944	19637.429	385.795914	5	13
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	3155	0.9333527	8530.288	200.765341	6.922403	1982-1999 –> 2000-2009	3.468703	2.5353507	19757.705	418.740683	9	18
Indo-Pacific	(28.2,28.3]	3	cstar_tref ~ aou + nitrate + phosphate	3155	0.9370135	8552.989	193.137090	7.075035	1982-1999 –> 2000-2009	3.476526	2.5395126	19786.237	410.541349	10	20
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	4117	1.1346320	12737.563	250.739940	18.297955	2000-2009 –> 2010-2019	2.060285	0.9256526	21217.578	440.004493	1	3
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate_star	4117	1.1346909	12735.990	250.509661	18.326256	2000-2009 –> 2010-2019	2.061549	0.9268585	21222.221	439.546471	2	7
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	4117	1.1382025	12763.434	247.860073	18.387766	2000-2009 –> 2010-2019	2.063811	0.9256079	21243.144	435.233225	3	4
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	4117	1.1383063	12762.184	247.550473	18.425450	2000-2009 –> 2010-2019	2.065755	0.9274484	21252.429	434.821528	4	10
Indo-Pacific	(28.2,28.3]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	4117	1.1402400	12778.160	264.970105	18.421498	2000-2009 –> 2010-2019	2.066222	0.9259823	21260.423	465.855037	5	8
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	7	11
Indo-Pacific	(28.2,28.3]	4	cstar_tref ~ temp + aou + nitrate + phosphate	4117	1.1403769	12777.148	250.300102	18.464782	2000-2009 –> 2010-2019	2.068532	0.9281549	21272.198	444.033972	6	13
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	8	16
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	9	18
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	10	20
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	616	1.5220465	2279.641	660.553974	9.477294	1982-1999 –> 2000-2009	3.657904	2.1358570	5120.434	1029.845392	1	2
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	616	1.5416181	2295.382	328.254056	9.553750	1982-1999 –> 2000-2009	3.678330	2.1367116	5136.694	607.876433	2	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	616	1.5462607	2299.087	316.061760	9.527178	1982-1999 –> 2000-2009	3.684650	2.1383894	5141.418	589.331992	3	7
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + nitrate + silicate + phosphate	616	1.5784733	2322.489	252.759653	8.551002	1982-1999 –> 2000-2009	3.723140	2.1446668	5166.624	513.053214	4	10
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	616	1.6088490	2345.972	273.872010	8.529537	1982-1999 –> 2000-2009	3.747720	2.1388711	5186.595	544.901968	6	11
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	616	1.6151278	2350.770	291.155557	8.729900	1982-1999 –> 2000-2009	3.751848	2.1367204	5190.088	570.558578	7	10
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ nitrate + silicate + phosphate	616	1.6162723	2349.643	251.464677	8.888011	1982-1999 –> 2000-2009	3.763939	2.1476668	5193.593	506.385774	8	15
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	616	1.5969077	2338.793	332.619605	9.630526	1982-1999 –> 2000-2009	3.788809	2.1919012	5213.206	621.504192	5	20
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	616	1.7901608	2477.533	642.528971	5.828325	1982-1999 –> 2000-2009	3.964382	2.1742210	5339.433	1010.166080	9	17
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	616	1.8268086	2502.499	327.386493	5.971317	1982-1999 –> 2000-2009	4.002143	2.1753345	5365.064	605.868620	10	19
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star	1121	0.9068027	2975.925	341.695989	10.318923	2000-2009 –> 2010-2019	2.428849	1.5220465	5255.566	1002.249963	1	2
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate	1121	0.9070822	2976.615	377.278632	10.535352	2000-2009 –> 2010-2019	2.448700	1.5416181	5271.997	705.532688	2	4
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star	1121	0.9209269	3010.576	307.930218	10.579542	2000-2009 –> 2010-2019	2.467188	1.5462607	5309.663	623.991977	4	7
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + silicate + phosphate	1121	0.9070930	2974.642	330.299654	10.501245	2000-2009 –> 2010-2019	2.522221	1.6151278	5325.413	621.455212	3	10
Indo-Pacific	(28.3, Inf]	5	cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star	1121	1.0020115	3199.766	361.575593	10.903387	2000-2009 –> 2010-2019	2.598919	1.5969077	5538.559	694.195198	9	14
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ nitrate + silicate + phosphate + phosphate_star	1121	1.0197102	3237.021	304.666927	12.653994	2000-2009 –> 2010-2019	2.628559	1.6088490	5582.992	578.538938	10	16
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ aou + nitrate + phosphate + phosphate_star	1121	0.9312710	3033.619	332.822923	11.612023	2000-2009 –> 2010-2019	2.721432	1.7901608	5511.151	975.351893	6	15
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + aou + nitrate + phosphate	1121	0.9290947	3028.373	332.807903	11.762056	2000-2009 –> 2010-2019	2.755903	1.8268086	5530.872	660.194396	5	15
Indo-Pacific	(28.3, Inf]	4	cstar_tref ~ temp + nitrate + phosphate + phosphate_star	1121	0.9451313	3066.741	286.466253	11.874878	2000-2009 –> 2010-2019	2.778507	1.8333759	5573.661	602.527948	8	19
Indo-Pacific	(28.3, Inf]	3	cstar_tref ~ aou + nitrate + phosphate	1121	0.9329226	3035.591	310.430914	11.268466	2000-2009 –> 2010-2019	2.888141	1.9552186	5619.782	601.483453	7	39

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	9.419054	4443.594
Atlantic	(-Inf,26]	2000-2009 –> 2010-2019	10.399572	4919.506
Atlantic	(26,26.5]	1982-1999 –> 2000-2009	13.493450	4029.597
Atlantic	(26,26.5]	2000-2009 –> 2010-2019	11.805853	4271.364
Atlantic	(26.5,26.75]	1982-1999 –> 2000-2009	10.585199	3558.949
Atlantic	(26.5,26.75]	2000-2009 –> 2010-2019	11.430476	3157.642
Atlantic	(26.75,27]	1982-1999 –> 2000-2009	10.809250	7406.730
Atlantic	(26.75,27]	2000-2009 –> 2010-2019	11.089114	6485.612
Atlantic	(27,27.25]	1982-1999 –> 2000-2009	9.196116	12686.191
Atlantic	(27,27.25]	2000-2009 –> 2010-2019	10.111180	11693.500
Atlantic	(27.25,27.5]	1982-1999 –> 2000-2009	7.769388	24035.843
Atlantic	(27.25,27.5]	2000-2009 –> 2010-2019	9.096594	23700.551
Atlantic	(27.5,27.75]	1982-1999 –> 2000-2009	9.416319	38849.166
Atlantic	(27.5,27.75]	2000-2009 –> 2010-2019	11.530328	42513.061
Atlantic	(27.75,27.85]	1982-1999 –> 2000-2009	7.373737	14459.570
Atlantic	(27.75,27.85]	2000-2009 –> 2010-2019	9.598529	17637.998
Atlantic	(27.85,27.95]	1982-1999 –> 2000-2009	7.955722	30653.677
Atlantic	(27.85,27.95]	2000-2009 –> 2010-2019	10.173093	39224.741
Atlantic	(27.95,28.05]	1982-1999 –> 2000-2009	7.940409	46900.056
Atlantic	(27.95,28.05]	2000-2009 –> 2010-2019	8.937599	49235.099
Atlantic	(28.05,28.1]	1982-1999 –> 2000-2009	7.412337	10516.553
Atlantic	(28.05,28.1]	2000-2009 –> 2010-2019	8.561641	12386.478
Atlantic	(28.1,28.15]	1982-1999 –> 2000-2009	9.332994	10206.073
Atlantic	(28.1,28.15]	2000-2009 –> 2010-2019	11.052322	13153.959
Atlantic	(28.15,28.2]	1982-1999 –> 2000-2009	8.919917	7197.120
Atlantic	(28.15,28.2]	2000-2009 –> 2010-2019	9.639259	9537.422
Atlantic	(28.2, Inf]	1982-1999 –> 2000-2009	8.084206	12485.990
Atlantic	(28.2, Inf]	2000-2009 –> 2010-2019	7.296880	15122.735
Indo-Pacific	(-Inf,26]	1982-1999 –> 2000-2009	24.838628	49757.458
Indo-Pacific	(-Inf,26]	2000-2009 –> 2010-2019	24.430515	71621.970
Indo-Pacific	(26,26.5]	1982-1999 –> 2000-2009	12.715442	33590.198
Indo-Pacific	(26,26.5]	2000-2009 –> 2010-2019	14.603728	36563.117
Indo-Pacific	(26.5,26.75]	1982-1999 –> 2000-2009	9.999857	27668.614
Indo-Pacific	(26.5,26.75]	2000-2009 –> 2010-2019	11.438271	32334.586
Indo-Pacific	(26.75,27]	1982-1999 –> 2000-2009	9.593640	35062.105
Indo-Pacific	(26.75,27]	2000-2009 –> 2010-2019	9.640433	42435.150
Indo-Pacific	(27,27.25]	1982-1999 –> 2000-2009	8.174819	51901.147
Indo-Pacific	(27,27.25]	2000-2009 –> 2010-2019	7.470476	63626.387
Indo-Pacific	(27.25,27.5]	1982-1999 –> 2000-2009	7.129823	67584.421
Indo-Pacific	(27.25,27.5]	2000-2009 –> 2010-2019	7.081538	78982.430
Indo-Pacific	(27.5,27.75]	1982-1999 –> 2000-2009	6.649528	60187.659
Indo-Pacific	(27.5,27.75]	2000-2009 –> 2010-2019	7.052859	80730.695
Indo-Pacific	(27.75,27.85]	1982-1999 –> 2000-2009	4.324251	22418.879
Indo-Pacific	(27.75,27.85]	2000-2009 –> 2010-2019	4.406423	29487.036
Indo-Pacific	(27.85,27.95]	1982-1999 –> 2000-2009	3.318367	26887.219
Indo-Pacific	(27.85,27.95]	2000-2009 –> 2010-2019	3.398636	32598.767
Indo-Pacific	(27.95,28.05]	1982-1999 –> 2000-2009	3.526667	42940.627
Indo-Pacific	(27.95,28.05]	2000-2009 –> 2010-2019	3.515699	50706.513
Indo-Pacific	(28.05,28.1]	1982-1999 –> 2000-2009	2.842343	21309.625
Indo-Pacific	(28.05,28.1]	2000-2009 –> 2010-2019	2.831269	28114.655
Indo-Pacific	(28.1,28.2]	1982-1999 –> 2000-2009	3.021626	39032.056
Indo-Pacific	(28.1,28.2]	2000-2009 –> 2010-2019	2.772266	47986.272
Indo-Pacific	(28.2,28.3]	1982-1999 –> 2000-2009	3.423300	19648.496
Indo-Pacific	(28.2,28.3]	2000-2009 –> 2010-2019	2.070877	21289.940
Indo-Pacific	(28.3, Inf]	1982-1999 –> 2000-2009	3.776286	5205.315
Indo-Pacific	(28.3, Inf]	2000-2009 –> 2010-2019	2.623842	5451.966

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

rm(max_rmse)

6.2.2 Best models

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

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

Past versions of rmse_correlation_across_eras_best_models-1.png

Version	Author	Date
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	silicate	temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26]	8	10	6	8	5	6
(26,26.5]	8	7	6	6	10	7
(26.5,26.75]	6	5	6	4	10	10
(26.75,27]	6	7	6	6	7	10
(27,27.25]	8	9	6	5	7	8
(27.25,27.5]	8	10	5	5	8	6
(27.5,27.75]	8	10	4	6	5	8
(27.75,27.85]	9	10	5	7	6	6
(27.85,27.95]	8	10	6	6	5	8
(27.95,28.05]	5	7	5	7	7	10
(28.05,28.1]	6	6	6	7	6	8
(28.1,28.15]	8	3	5	6	6	7
(28.15,28.2]	7	4	4	6	10	6
(28.2, Inf]	7	4	5	6	10	5
total	102.00	102.00	75.00	85.00	102.00	105.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26]	8	10	6	8	5	6
(26,26.5]	8	7	6	6	10	7
(26.5,26.75]	6	5	6	4	10	10
(26.75,27]	7	7	6	5	9	9
(27,27.25]	8	9	6	5	7	8
(27.25,27.5]	6	10	6	4	10	5
(27.5,27.75]	9	10	6	6	7	6
(27.75,27.85]	7	10	6	7	8	6
(27.85,27.95]	7	9	7	7	6	8
(27.95,28.05]	5	7	6	8	6	9
(28.05,28.1]	6	4	7	8	6	7
(28.1,28.15]	7	3	5	7	6	8
(28.15,28.2]	5	4	4	8	8	8
(28.2, Inf]	6	5	4	7	10	5
total	95.00	100.00	81.00	90.00	108.00	102.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26]	7	7	6	7	8	9
(26,26.5]	6	10	6	5	9	6
(26.5,26.75]	6	10	6	5	9	6
(26.75,27]	7	9	6	5	10	5
(27,27.25]	6	8	7	6	10	6
(27.25,27.5]	5	10	8	6	5	8
(27.5,27.75]	8	10	6	7	8	5
(27.75,27.85]	8	10	6	6	5	8
(27.85,27.95]	8	10	6	6	5	8
(27.95,28.05]	8	10	6	6	5	8
(28.05,28.1]	8	8	7	8	6	7
(28.1,28.2]	7	6	8	7	10	6
(28.2,28.3]	8	10	8	6	5	6
(28.3, Inf]	6	10	9	5	8	5
total	98.00	128.00	95.00	85.00	103.00	93.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26]	7	6	6	6	9	9
(26,26.5]	6	10	6	4	10	5
(26.5,26.75]	6	10	6	4	10	5
(26.75,27]	6	10	5	5	10	6
(27,27.25]	6	10	5	5	10	6
(27.25,27.5]	6	10	8	6	6	7
(27.5,27.75]	8	10	6	7	6	7
(27.75,27.85]	8	10	6	6	5	8
(27.85,27.95]	8	10	6	6	5	8
(27.95,28.05]	8	10	6	6	5	8
(28.05,28.1]	8	9	7	7	6	7
(28.1,28.2]	8	5	8	6	10	6
(28.2,28.3]	8	10	8	6	5	6
(28.3, Inf]	7	10	9	6	6	5
total	100.00	130.00	92.00	80.00	103.00	93.00

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
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
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