Last updated: 2021-08-20

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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Repository version: 82ba98a

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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, 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 ~ sal + aou + nitrate + phosphate + phosphate_star 174 3.2198609 914.72029 232.924572 11.1389467 1982-1999 –> 2000-2009 8.3565461 5.1366852 2383.06522 519.888650 2 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 174 3.2084126 913.48076 50.859699 10.3578883 1982-1999 –> 2000-2009 8.5261319 5.3177193 2398.31269 113.350201 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 174 3.3616221 929.71403 55.178541 11.8822942 1982-1999 –> 2000-2009 8.7347213 5.3730992 2419.47749 129.547745 4 7
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 174 3.2198748 912.72179 49.089958 11.1195461 1982-1999 –> 2000-2009 8.9704536 5.7505788 2432.80357 105.436980 3 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 174 3.5331930 947.03690 92.462056 12.7542165 1982-1999 –> 2000-2009 9.1159657 5.5827727 2455.02196 262.639022 5 9
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 174 3.9853183 986.94139 51.920428 12.3756035 1982-1999 –> 2000-2009 9.9788910 5.9935728 2526.72347 126.126609 6 19
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + nitrate + phosphate 174 4.2287184 1007.57145 39.837177 16.6921763 1982-1999 –> 2000-2009 10.4663924 6.2376740 2566.35529 61.102474 7 23
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 174 4.7653862 1049.15036 191.128494 10.6003216 1982-1999 –> 2000-2009 10.5458593 5.7804731 2571.70021 298.795149 11 17
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 174 4.7756070 1049.89595 54.908994 10.8456467 1982-1999 –> 2000-2009 10.5770937 5.8014867 2574.17306 128.709972 12 20
Atlantic (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 174 4.6921624 1043.76156 88.865247 11.8948116 1982-1999 –> 2000-2009 10.6101106 5.9179482 2577.49945 258.546932 10 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 267 4.5103839 1576.12131 196.284030 15.2194906 2000-2009 –> 2010-2019 7.7302448 3.2198609 2490.84160 429.208602 1 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 267 4.6221396 1589.19120 39.464908 14.8561287 2000-2009 –> 2010-2019 7.8305522 3.2084126 2502.67195 90.324607 2 3
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 267 4.6557422 1593.05929 40.859214 15.1309870 2000-2009 –> 2010-2019 8.0173643 3.3616221 2522.77333 96.037756 3 7
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 267 4.8494638 1612.82877 38.738337 11.6217723 2000-2009 –> 2010-2019 8.0693386 3.2198748 2525.55056 87.828295 4 7
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 267 4.8585854 1615.83225 93.136389 15.4029812 2000-2009 –> 2010-2019 8.3917784 3.5331930 2562.86915 185.598444 5 10
Atlantic (-Inf,26] 4 cstar_tref ~ sal + aou + nitrate + phosphate 267 5.1867994 1648.73956 37.225536 11.8715907 2000-2009 –> 2010-2019 9.1721176 3.9853183 2635.68094 89.145964 12 18
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 267 4.9204978 1620.59396 37.517669 17.8785181 2000-2009 –> 2010-2019 9.7338034 4.8133055 2673.22623 79.294969 6 20
Atlantic (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 267 5.1406759 1643.96974 87.787109 14.6309609 2000-2009 –> 2010-2019 9.8328384 4.6921624 2687.73131 176.652355 7 17
Atlantic (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 267 5.1467123 1644.59642 87.073730 13.6622866 2000-2009 –> 2010-2019 9.9120985 4.7653862 2693.74678 278.202224 9 20
Atlantic (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 267 5.1426631 1644.17612 37.712766 13.7822013 2000-2009 –> 2010-2019 9.9182701 4.7756070 2694.07207 92.621760 8 20
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 578 3.2306824 3009.92650 554.753702 13.2415059 1982-1999 –> 2000-2009 7.1477761 3.9170937 6877.38179 880.834772 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 578 3.3384299 3047.85164 581.579274 13.9125726 1982-1999 –> 2000-2009 7.3104609 3.9720310 6934.58271 974.872824 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 578 3.4964574 3101.31628 604.747840 14.1914347 1982-1999 –> 2000-2009 7.5647336 4.0682762 7021.18282 1004.653101 4 7
Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 578 3.2924053 3029.80380 540.520891 11.9333588 1982-1999 –> 2000-2009 7.7448375 4.4524322 7072.55025 865.866140 2 6
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 578 3.8503632 3210.77457 135.559345 18.2281348 1982-1999 –> 2000-2009 8.3358697 4.4855065 7263.76385 257.913367 9 14
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 578 3.5234821 3108.21683 281.599349 12.3056294 1982-1999 –> 2000-2009 8.3579509 4.8344688 7264.89518 439.352873 5 12
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 578 3.5568972 3119.12816 501.021640 13.1458190 1982-1999 –> 2000-2009 8.3894319 4.8325347 7275.25270 771.215168 7 13
Atlantic (26,26.5] 3 cstar_tref ~ aou + nitrate + phosphate_star 578 3.5243471 3106.50061 88.973001 12.5741322 1982-1999 –> 2000-2009 8.4333043 4.9089572 7282.34070 208.355031 6 16
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 578 3.6313684 3143.08159 307.650223 14.0197160 1982-1999 –> 2000-2009 8.4680863 4.8367179 7300.40364 542.091394 8 16
Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + nitrate 578 3.8898886 3220.58083 63.419891 17.5947097 1982-1999 –> 2000-2009 8.7667878 4.8768992 7387.35305 153.701512 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 800 5.3323707 4962.37512 158.755560 46.1147557 2000-2009 –> 2010-2019 8.5630531 3.2306824 7972.30162 713.509262 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 800 5.3391813 4964.41736 372.783023 45.0138330 2000-2009 –> 2010-2019 8.6776112 3.3384299 8012.26901 954.362297 2 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 800 5.4349031 4992.84837 194.422358 44.0451187 2000-2009 –> 2010-2019 8.9313606 3.4964574 8094.16465 799.170198 4 8
Atlantic (26,26.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 800 5.7837930 5090.39716 149.980655 51.2439628 2000-2009 –> 2010-2019 9.0761983 3.2924053 8120.20096 690.501547 9 11
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 800 5.6442466 5051.32041 114.175275 35.5997061 2000-2009 –> 2010-2019 9.1677287 3.5234821 8159.53725 395.774625 6 11
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 800 5.3422421 4963.33435 81.092763 43.7204321 2000-2009 –> 2010-2019 9.1926054 3.8503632 8174.10892 216.652107 3 12
Atlantic (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 800 5.6433316 5051.06102 334.825631 35.4646637 2000-2009 –> 2010-2019 9.2002288 3.5568972 8170.18918 835.847271 5 12
Atlantic (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 800 5.6655357 5057.34399 160.944706 35.7710595 2000-2009 –> 2010-2019 9.2969041 3.6313684 8200.42557 468.594929 8 16
Atlantic (26,26.5] 3 cstar_tref ~ aou + nitrate + phosphate_star 800 5.8927812 5118.26659 81.617200 43.4041066 2000-2009 –> 2010-2019 9.4171284 3.5243471 8224.76719 170.590202 10 16
Atlantic (26,26.5] 3 cstar_tref ~ temp + aou + nitrate 800 5.6592806 5053.57651 68.227714 37.9223442 2000-2009 –> 2010-2019 9.5491692 3.8898886 8274.15734 131.647605 7 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 603 2.9376764 3024.84832 771.077175 23.8323858 1982-1999 –> 2000-2009 6.2108201 3.2731436 6779.18232 1285.769911 1 3
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 603 2.9452631 3027.95885 788.866403 24.5368338 1982-1999 –> 2000-2009 6.2169956 3.2717325 6781.67362 1292.933603 2 3
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 603 2.9469123 3026.63396 754.280683 24.8844636 1982-1999 –> 2000-2009 6.2744033 3.3274910 6802.61556 1248.563752 3 8
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 603 2.9830216 3041.32157 185.866702 20.0743254 1982-1999 –> 2000-2009 6.3586517 3.3756302 6837.92909 313.608992 4 11
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 603 3.0860362 3082.26619 503.491127 29.2715191 1982-1999 –> 2000-2009 6.3629439 3.2769077 6836.25062 875.621213 6 10
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 603 3.1581080 3110.10746 517.054778 28.9846578 1982-1999 –> 2000-2009 6.4317476 3.2736396 6862.65902 896.763035 9 12
Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 603 3.1564227 3107.46369 218.132567 34.0176951 1982-1999 –> 2000-2009 6.4956794 3.3392568 6886.51392 393.215201 8 14
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + nitrate 603 3.0097403 3050.07557 122.990364 19.4477555 1982-1999 –> 2000-2009 6.5725250 3.5627847 6922.17026 202.530818 5 14
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + nitrate 603 3.2433295 3140.21997 143.773797 21.3194048 1982-1999 –> 2000-2009 6.6201573 3.3768278 6935.33689 241.271339 10 18
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 603 3.1529790 3108.14721 726.131014 23.3105832 1982-1999 –> 2000-2009 6.8345891 3.6816101 7029.35381 1192.981503 7 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 669 3.6267839 3636.34706 435.779971 30.8786496 2000-2009 –> 2010-2019 6.5720470 2.9452631 6664.30591 1224.646374 1 3
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 669 3.6269712 3634.41618 409.971260 30.6908511 2000-2009 –> 2010-2019 6.5738835 2.9469123 6661.05014 1164.251943 2 5
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 669 3.6747211 3653.91629 442.556879 30.4749166 2000-2009 –> 2010-2019 6.6123975 2.9376764 6678.76461 1213.634053 4 5
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 669 3.6712814 3650.66331 137.209245 24.4551405 2000-2009 –> 2010-2019 6.6543030 2.9830216 6691.98488 323.075947 3 7
Atlantic (26.5,26.75] 3 cstar_tref ~ sal + aou + nitrate 669 3.6912905 3655.93581 92.665279 23.6399929 2000-2009 –> 2010-2019 6.7010308 3.0097403 6706.01138 215.655643 5 10
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 669 3.7560455 3681.20439 333.749731 35.2814253 2000-2009 –> 2010-2019 6.8420818 3.0860362 6763.47057 837.240858 6 12
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 669 3.7834918 3690.94588 441.249256 31.5295862 2000-2009 –> 2010-2019 6.9364707 3.1529790 6799.09310 1167.380270 7 14
Atlantic (26.5,26.75] 3 cstar_tref ~ aou + nitrate + phosphate_star 669 3.8039480 3696.16059 170.680244 40.7501025 2000-2009 –> 2010-2019 6.9603707 3.1564227 6803.62428 388.812811 8 16
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 669 3.8379880 3710.08054 347.551103 35.1902233 2000-2009 –> 2010-2019 6.9960960 3.1581080 6820.18799 864.605881 9 18
Atlantic (26.5,26.75] 3 cstar_tref ~ temp + aou + nitrate 669 3.8664891 3717.97991 112.258231 25.7511812 2000-2009 –> 2010-2019 7.1098186 3.2433295 6858.19987 256.032028 10 20
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 897 2.8617125 4443.82364 709.344414 16.4734948 1982-1999 –> 2000-2009 5.7577970 2.8960845 9802.69392 1259.298700 1 2
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 897 2.8757718 4452.61577 74.809277 15.9158906 1982-1999 –> 2000-2009 5.7908237 2.9150519 9825.54729 168.259873 2 4
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 897 2.8778790 4451.92981 63.665789 16.0706558 1982-1999 –> 2000-2009 5.8652813 2.9874023 9875.67008 146.104208 3 6
Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate_star 897 3.1976155 4640.93100 218.486284 17.9147531 1982-1999 –> 2000-2009 6.2623215 3.0647060 10119.70043 500.979550 4 8
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 897 3.2348422 4663.69613 132.124906 15.3493916 1982-1999 –> 2000-2009 6.6512565 3.4164143 10378.47591 293.262034 5 13
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 897 3.2712018 4683.74815 29.305272 15.4032533 1982-1999 –> 2000-2009 6.6843263 3.4131246 10396.45284 53.706476 9 15
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 897 3.2731437 4684.81286 32.418732 15.4040696 1982-1999 –> 2000-2009 6.6863922 3.4132485 10397.59573 66.368800 10 17
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate 897 3.2355193 4662.07157 107.498548 15.2578817 1982-1999 –> 2000-2009 6.7049846 3.4694654 10408.04226 247.626253 6 15
Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate 897 3.2357379 4662.19278 498.124599 17.0878884 1982-1999 –> 2000-2009 6.7929042 3.5571663 10461.93539 1020.830178 7 18
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 897 3.3021664 4700.64999 36.430160 15.3399320 1982-1999 –> 2000-2009 6.8206543 3.5184879 10478.84307 73.135766 12 22
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 988 3.1072218 5056.07109 571.672206 18.6143578 2000-2009 –> 2010-2019 5.9689344 2.8617125 9499.89473 1281.016620 1 2
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 988 3.1161404 5061.73460 82.539381 18.2909254 2000-2009 –> 2010-2019 5.9919122 2.8757718 9514.35037 157.348658 2 4
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 988 3.1265342 5066.31455 62.175306 18.4464495 2000-2009 –> 2010-2019 6.0044132 2.8778790 9518.24436 125.841095 3 6
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate 988 3.3842912 5224.85208 746.985778 17.5848943 2000-2009 –> 2010-2019 6.6466592 3.2623680 9903.74903 1666.905899 4 12
Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate_star 988 3.5815416 5334.79015 228.210342 18.8482400 2000-2009 –> 2010-2019 6.7791572 3.1976155 9975.72115 446.696626 5 9
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate 988 3.6235139 5359.81240 144.592183 17.5648959 2000-2009 –> 2010-2019 6.8583562 3.2348422 10023.50853 276.717089 6 11
Atlantic (26.75,27] 3 cstar_tref ~ sal + aou + phosphate 988 3.6313304 5362.07031 103.155195 17.7102385 2000-2009 –> 2010-2019 6.8668496 3.2355193 10024.14188 210.653743 8 14
Atlantic (26.75,27] 3 cstar_tref ~ aou + nitrate + phosphate 988 3.6485905 5371.44023 450.152061 18.2924686 2000-2009 –> 2010-2019 6.8843284 3.2357379 10033.63301 948.276660 12 19
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 988 3.6393519 5368.43042 35.519874 17.6931704 2000-2009 –> 2010-2019 6.9105536 3.2712018 10052.17857 64.825146 10 19
Atlantic (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 988 3.6390988 5368.29301 37.797501 17.6898795 2000-2009 –> 2010-2019 6.9122425 3.2731437 10053.10587 70.216233 9 19
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1047 2.5653052 4957.96752 389.002955 17.2479175 1982-1999 –> 2000-2009 4.7849974 2.2196922 13012.72951 957.010974 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1047 2.5613963 4954.77432 692.032439 16.7146865 1982-1999 –> 2000-2009 4.7905190 2.2291227 13024.91752 1567.909310 3 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1047 2.5522605 4947.29220 419.728496 15.9712936 1982-1999 –> 2000-2009 4.8131485 2.2608881 13068.77011 989.670890 1 7
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 1047 2.5725017 4961.83357 30.346384 18.0711615 1982-1999 –> 2000-2009 4.8278135 2.2553118 13072.35234 106.996779 5 9
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1047 2.5964463 4981.23422 150.992547 19.2513760 1982-1999 –> 2000-2009 4.8537026 2.2572562 13094.87951 456.621144 6 11
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1047 2.6106318 4992.64350 537.153867 19.2178574 1982-1999 –> 2000-2009 4.8552143 2.2445824 13085.86129 1297.277996 7 10
Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1047 2.5533838 4946.21364 323.543874 15.4475138 1982-1999 –> 2000-2009 4.8790349 2.3256511 13168.15485 846.652345 2 9
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1047 2.7855831 5128.47074 29.629848 18.2266928 1982-1999 –> 2000-2009 5.6352500 2.8496669 14087.62901 78.423582 8 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 1047 2.9289889 5233.58960 49.339942 20.1339417 1982-1999 –> 2000-2009 5.8692534 2.9402645 14306.29496 167.331295 10 19
Atlantic (27,27.25] 3 cstar_tref ~ sal + aou + phosphate 1047 2.9303394 5232.55493 44.551267 19.7464812 1982-1999 –> 2000-2009 5.8756780 2.9453386 14309.51578 140.591254 11 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1273 2.9676944 6396.11905 379.251162 12.3120583 2000-2009 –> 2010-2019 5.5329997 2.5653052 11354.08657 768.254117 1 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1273 3.0127305 6434.46547 615.006434 11.7281652 2000-2009 –> 2010-2019 5.5741268 2.5613963 11389.23980 1307.038873 2 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1273 3.0341251 6452.48174 409.342586 11.4881887 2000-2009 –> 2010-2019 5.5863855 2.5522605 11399.77394 829.071082 3 4
Atlantic (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1273 3.0416693 6456.80442 402.870354 11.4383689 2000-2009 –> 2010-2019 5.5950531 2.5533838 11403.01806 726.414228 4 6
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1273 3.1273428 6527.52521 595.363929 11.6268978 2000-2009 –> 2010-2019 5.7379746 2.6106318 11520.16871 1132.517796 5 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1273 3.4041664 6743.46776 234.304211 15.0299162 2000-2009 –> 2010-2019 6.0006127 2.5964463 11724.70198 385.296758 6 12
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + aou + nitrate 1273 3.4458602 6774.46138 43.948329 19.4724818 2000-2009 –> 2010-2019 6.0183618 2.5725017 11736.29495 74.294714 7 12
Atlantic (27,27.25] 3 cstar_tref ~ sal + aou + nitrate 1273 3.4892905 6804.34967 38.575169 19.3388653 2000-2009 –> 2010-2019 6.0999223 2.6106318 11794.99317 67.877119 8 16
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1273 3.5063379 6818.75821 367.197528 18.8870166 2000-2009 –> 2010-2019 6.6469911 3.1406533 12198.45364 677.321019 9 26
Atlantic (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1273 4.1846570 7269.02488 30.855894 25.9587930 2000-2009 –> 2010-2019 6.9702401 2.7855831 12397.49562 60.485742 19 28
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1573 2.6783994 7577.48073 187.257384 10.4045081 1982-1999 –> 2000-2009 4.9069063 2.2285070 16370.42980 527.184335 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1573 2.7023788 7605.52127 219.397551 10.4503943 1982-1999 –> 2000-2009 4.9156155 2.2132367 16371.28325 594.617852 2 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1573 2.7284830 7635.76479 215.518561 10.3365313 1982-1999 –> 2000-2009 4.9696863 2.2412033 16451.17688 582.306806 4 7
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1573 2.7313468 7637.06518 206.768425 10.4796072 1982-1999 –> 2000-2009 4.9766435 2.2452966 16457.69214 571.641277 5 9
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1573 2.7901155 7704.03774 126.629932 11.3319194 1982-1999 –> 2000-2009 5.0641752 2.2740597 16574.99527 421.133552 12 17
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1573 2.7768948 7689.09527 25.544616 11.2936893 1982-1999 –> 2000-2009 5.1455659 2.3686711 16721.22739 86.817567 11 19
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1573 2.7509646 7659.58043 217.842317 10.8556460 1982-1999 –> 2000-2009 5.1731527 2.4221881 16780.05375 573.165861 7 16
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1573 2.7106153 7613.09529 24.089689 10.8047477 1982-1999 –> 2000-2009 5.3172617 2.6066463 17023.76511 95.160594 3 18
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + nitrate + phosphate_star 1573 2.8151602 7730.15091 16.640861 11.5566166 1982-1999 –> 2000-2009 5.3211390 2.5059788 16983.09221 62.130381 14 24
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1573 2.7355808 7641.93815 25.297497 10.7393417 1982-1999 –> 2000-2009 5.3368839 2.6013031 17044.49454 84.236550 6 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1698 3.9451404 9493.67274 167.880289 52.4959765 2000-2009 –> 2010-2019 6.6475192 2.7023788 17099.19401 387.277841 1 3
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1698 3.9923982 9534.11080 184.492420 52.7615185 2000-2009 –> 2010-2019 6.6707975 2.6783994 17111.59153 371.749803 4 5
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1698 3.9512623 9496.93843 167.703230 54.4378109 2000-2009 –> 2010-2019 6.7022269 2.7509646 17156.51886 385.545547 2 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1698 3.9741236 9518.53048 168.253977 52.4740242 2000-2009 –> 2010-2019 6.7026066 2.7284830 17154.29527 383.772538 3 7
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1698 4.0480474 9579.12011 162.011629 56.6517950 2000-2009 –> 2010-2019 6.7793942 2.7313468 17216.18528 368.780054 6 11
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1698 4.0535097 9583.69946 106.428886 54.0379785 2000-2009 –> 2010-2019 6.8436252 2.7901155 17287.73720 233.058817 7 19
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1698 4.1083068 9629.30052 38.162388 41.7384870 2000-2009 –> 2010-2019 6.8852016 2.7768948 17318.39580 63.707003 9 20
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + nitrate + phosphate_star 1698 4.1163517 9633.94411 25.480205 43.9330740 2000-2009 –> 2010-2019 6.9315119 2.8151602 17364.09503 42.121066 10 24
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 1698 4.0041571 9542.09849 31.440482 51.6585045 2000-2009 –> 2010-2019 7.0747376 3.0705804 17547.47145 56.475361 5 28
Atlantic (27.25,27.5] 3 cstar_tref ~ sal + aou + nitrate 1698 4.0609700 9587.94391 28.489271 55.6903495 2000-2009 –> 2010-2019 7.1422801 3.0813101 17602.29093 50.251559 8 33
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2071 3.1899189 10695.94480 267.607746 30.5740787 1982-1999 –> 2000-2009 5.5061569 2.3162380 22234.76505 605.606715 1 2
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2071 3.1965021 10704.48395 242.438499 29.8858978 1982-1999 –> 2000-2009 5.5504790 2.3539769 22325.76224 536.497189 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2071 3.1965609 10704.56023 542.148429 28.9457908 1982-1999 –> 2000-2009 5.5572776 2.3607167 22340.42529 1046.811833 3 7
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2071 3.1988791 10705.56292 238.789909 29.4812652 1982-1999 –> 2000-2009 5.5596003 2.3607212 22339.43778 511.388297 5 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2071 3.2155161 10729.04923 219.684143 29.0928801 1982-1999 –> 2000-2009 5.5758226 2.3603065 22364.02776 487.302985 8 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2071 3.2160523 10727.73978 189.779275 29.0328047 1982-1999 –> 2000-2009 5.5787176 2.3626653 22365.81449 437.404883 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2071 3.1974428 10703.70281 232.600646 29.4389956 1982-1999 –> 2000-2009 5.5846050 2.3871622 22394.40436 478.465296 4 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2071 3.2310324 10746.98808 35.285766 26.8053827 1982-1999 –> 2000-2009 5.5925207 2.3614883 22382.52057 70.232262 12 18
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + aou + nitrate 2071 3.2337486 10748.46862 30.483762 26.3535124 1982-1999 –> 2000-2009 5.6001391 2.3663905 22392.58135 60.209792 14 22
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2071 3.2291362 10744.55652 23.685735 26.2660255 1982-1999 –> 2000-2009 5.6573381 2.4282020 22522.22560 52.680353 10 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2544 4.0424532 14340.74087 438.728329 33.3018206 2000-2009 –> 2010-2019 7.2390141 3.1965609 25045.30109 980.876758 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2544 4.1227813 14440.85375 155.276298 35.2335302 2000-2009 –> 2010-2019 7.3192834 3.1965021 25145.33770 397.714797 2 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2544 4.1615527 14488.47868 201.051648 37.0745306 2000-2009 –> 2010-2019 7.3514717 3.1899189 25184.42347 468.659394 3 4
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2544 4.1858820 14516.13756 150.896534 36.6077053 2000-2009 –> 2010-2019 7.3847611 3.1988791 25221.70048 389.686442 5 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2544 4.1833494 14515.05819 131.701304 34.5475953 2000-2009 –> 2010-2019 7.3988655 3.2155161 25244.10742 351.385447 4 12
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2544 4.1861838 14516.50438 21.433432 33.0363325 2000-2009 –> 2010-2019 7.4153199 3.2291362 25261.06090 45.119168 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2544 4.2501603 14593.67497 167.721013 40.6607330 2000-2009 –> 2010-2019 7.4476032 3.1974428 25297.37778 400.321659 7 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2544 4.2987689 14651.53554 114.940845 47.0223428 2000-2009 –> 2010-2019 7.4993051 3.2005362 25359.24363 270.590163 12 18
Atlantic (27.5,27.75] 3 cstar_tref ~ sal + nitrate + phosphate 2544 4.3018596 14653.19246 114.133521 46.5174120 2000-2009 –> 2010-2019 7.5032044 3.2013447 25359.94675 267.776918 13 20
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2544 4.2975412 14650.08228 19.013841 28.0738573 2000-2009 –> 2010-2019 7.5285736 3.2310324 25397.07037 54.299607 11 23
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1299 3.5419643 6986.04476 723.803362 25.7606878 1982-1999 –> 2000-2009 5.7631500 2.2211857 13012.49365 1636.662663 1 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1299 3.5934835 7023.56147 93.330759 25.8491914 1982-1999 –> 2000-2009 5.8088896 2.2154060 13042.94440 215.268757 2 4
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1299 3.6166415 7038.25041 87.036521 27.2742444 1982-1999 –> 2000-2009 5.8384109 2.2217694 13063.41191 193.948030 3 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1299 3.6275693 7048.08851 132.849567 25.7032671 1982-1999 –> 2000-2009 5.8408864 2.2133171 13064.91300 351.992066 4 5
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1299 3.6754972 7080.18879 104.157125 26.9035651 1982-1999 –> 2000-2009 5.8979758 2.2224787 13106.21589 240.628465 6 12
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1299 3.6689999 7077.59215 90.894607 26.9816746 1982-1999 –> 2000-2009 5.9302503 2.2612505 13152.52298 210.845722 5 16
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1299 3.6768459 7081.14196 93.006918 31.9792351 1982-1999 –> 2000-2009 5.9378499 2.2610040 13153.77715 212.192258 7 16
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1299 3.7147719 7107.80260 132.476835 32.5247718 1982-1999 –> 2000-2009 5.9751757 2.2604038 13179.71779 348.508094 10 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1299 3.7754167 7149.87325 56.724147 25.4003562 1982-1999 –> 2000-2009 5.9908313 2.2154146 13167.26671 103.685332 14 17
Atlantic (27.75,27.85] 3 cstar_tref ~ sal + nitrate + phosphate 1299 3.7766501 7148.72185 56.658100 25.2754751 1982-1999 –> 2000-2009 6.0004707 2.2238207 13174.38606 103.056285 15 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1658 3.0725007 8441.38292 967.241371 15.5502004 2000-2009 –> 2010-2019 6.6144650 3.5419643 15427.42767 1691.044733 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1658 3.0933045 8463.75976 106.559129 16.4005833 2000-2009 –> 2010-2019 6.6867880 3.5934835 15487.32123 199.889888 2 4
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1658 3.1076054 8477.05494 105.030988 16.7266612 2000-2009 –> 2010-2019 6.7242469 3.6166415 15515.30536 192.067509 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1658 3.1173010 8489.38461 149.577263 17.1186033 2000-2009 –> 2010-2019 6.7448703 3.6275693 15537.47312 282.426829 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1658 3.1729457 8548.05409 104.105069 18.0537930 2000-2009 –> 2010-2019 6.8419456 3.6689999 15625.64624 194.999676 6 11
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1658 3.1672832 8540.13098 133.381051 17.8292753 2000-2009 –> 2010-2019 6.8427804 3.6754972 15620.31977 237.538176 5 11
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1658 3.2616528 8637.48832 104.870507 15.4452943 2000-2009 –> 2010-2019 6.9384987 3.6768459 15718.63028 197.877424 7 14
Atlantic (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1658 3.2944605 8670.67604 149.221403 16.1365132 2000-2009 –> 2010-2019 7.0092324 3.7147719 15778.47864 281.698238 8 18
Atlantic (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1658 3.3318800 8708.12787 239.194490 20.0356522 2000-2009 –> 2010-2019 7.0291295 3.6972495 15803.64684 503.802938 9 17
Atlantic (27.75,27.85] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 1658 3.3513779 8725.47630 79.878495 23.2148969 2000-2009 –> 2010-2019 7.0662811 3.7149032 15831.37070 144.340585 10 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4180 4.7359095 24877.57906 50.752212 24.1642667 1982-1999 –> 2000-2009 8.5676041 3.8316945 43768.76601 136.704859 1 3
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4180 4.7450887 24893.76670 410.418213 24.2431326 1982-1999 –> 2000-2009 8.5696175 3.8245289 43772.16141 1176.135657 5 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4180 4.7360518 24877.83013 50.693770 24.0906678 1982-1999 –> 2000-2009 8.5696440 3.8335922 43772.40081 136.221633 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4180 4.7410131 24886.58330 77.696765 24.0833469 1982-1999 –> 2000-2009 8.5864770 3.8454639 43802.28451 229.921071 4 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4180 4.7361241 24875.95788 40.082411 23.9875116 1982-1999 –> 2000-2009 8.6344804 3.8983562 43883.01659 113.513267 3 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4180 4.7669993 24930.28057 42.426262 24.3946333 1982-1999 –> 2000-2009 8.6426329 3.8756336 43897.38882 99.940259 7 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4180 4.7670609 24930.38848 37.250089 24.8039810 1982-1999 –> 2000-2009 8.6676253 3.9005644 43941.31719 86.566637 8 15
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + aou + nitrate 4180 4.7673081 24928.82206 27.582163 24.6151606 1982-1999 –> 2000-2009 8.7218379 3.9545297 44031.65281 67.916693 9 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4180 4.7465655 24894.36817 38.502777 24.3864438 1982-1999 –> 2000-2009 8.7384136 3.9918481 44063.38805 91.079879 6 15
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4180 4.7872452 24965.71096 20.022559 23.4989553 1982-1999 –> 2000-2009 8.9979366 4.2106914 44499.47893 48.055761 11 25
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4522 5.0281398 27453.39316 72.752776 49.0301938 2000-2009 –> 2010-2019 9.7640493 4.7359095 52330.97222 123.504988 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4522 5.0484192 27489.79584 116.076100 51.9400535 2000-2009 –> 2010-2019 9.7894323 4.7410131 52376.37914 193.772865 2 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4522 5.0546260 27500.90822 72.887570 53.4794765 2000-2009 –> 2010-2019 9.7906777 4.7360518 52378.73834 123.581339 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4522 5.0696108 27527.68019 588.823465 53.2992636 2000-2009 –> 2010-2019 9.8146995 4.7450887 52421.44689 999.241679 4 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4522 5.0862853 27555.37801 63.624091 49.5528575 2000-2009 –> 2010-2019 9.8328507 4.7465655 52449.74618 102.126868 7 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4522 5.0831723 27549.84115 54.858140 47.8633455 2000-2009 –> 2010-2019 9.8502332 4.7670609 52480.22963 92.108229 6 14
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4522 5.0800117 27544.21606 24.609503 59.2815233 2000-2009 –> 2010-2019 9.8672569 4.7872452 52509.92702 44.632063 5 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4522 5.2117416 27775.74711 63.425495 42.0535019 2000-2009 –> 2010-2019 9.9787410 4.7669993 52706.02768 105.851756 9 16
Atlantic (27.85,27.95] 3 cstar_tref ~ sal + nitrate + phosphate 4522 5.0879884 27556.40575 24.486399 52.9167635 2000-2009 –> 2010-2019 10.0165899 4.9286016 52763.39410 44.136642 8 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4522 5.2472791 27837.20647 9.900289 53.3749282 2000-2009 –> 2010-2019 10.0295994 4.7823203 52794.31270 18.650055 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2959 1.9064353 12229.78005 321.532736 10.5890649 1982-1999 –> 2000-2009 3.7404530 1.8340177 25806.17673 736.809986 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2959 1.9345030 12316.27306 220.518960 11.4370420 1982-1999 –> 2000-2009 3.8136289 1.8791259 26055.36731 538.649002 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2959 1.9792876 12449.71576 167.201905 13.8646623 1982-1999 –> 2000-2009 3.8744329 1.8951453 26243.65095 545.479771 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2959 1.9865117 12473.27604 235.281958 13.0085375 1982-1999 –> 2000-2009 3.9139785 1.9274669 26382.44811 570.246017 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2959 2.0167248 12560.60624 115.285702 15.1007777 1982-1999 –> 2000-2009 3.9766114 1.9598865 26579.46725 405.370898 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2959 2.0678178 12708.66871 115.861815 16.4443060 1982-1999 –> 2000-2009 4.0762053 2.0083876 26891.21753 413.004098 6 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2959 2.2058595 13091.11010 149.228537 10.5750810 1982-1999 –> 2000-2009 4.5041379 2.2982784 28176.46798 302.370737 7 15
Atlantic (27.95,28.05] 3 cstar_tref ~ aou + nitrate + phosphate_star 2959 2.2106935 13102.06479 93.293597 11.7560519 1982-1999 –> 2000-2009 4.5212346 2.3105411 28221.05495 239.496252 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2959 2.3064241 13354.94079 135.590533 20.1478017 1982-1999 –> 2000-2009 4.5221469 2.2157228 28195.34809 234.421672 9 16
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate 2959 2.3354085 13426.84782 20.130195 22.1163289 1982-1999 –> 2000-2009 4.6516782 2.3162697 28562.41915 39.734239 10 20
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3384 2.7330636 16422.08011 370.214794 9.0086502 2000-2009 –> 2010-2019 4.6394990 1.9064353 28651.86016 691.747530 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3384 2.7730505 16520.38390 260.141666 9.0957228 2000-2009 –> 2010-2019 4.7075535 1.9345030 28836.65697 480.660626 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3384 2.7890545 16557.33149 222.925330 8.8759202 2000-2009 –> 2010-2019 4.7683421 1.9792876 29007.04726 390.127235 3 6
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3384 2.7974671 16577.71503 171.554864 8.7686319 2000-2009 –> 2010-2019 4.8141919 2.0167248 29138.32127 286.840565 4 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3384 2.8330914 16665.35778 262.871369 10.0044196 2000-2009 –> 2010-2019 4.8196030 1.9865117 29138.63382 498.153327 5 9
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3384 2.8352947 16668.61933 186.610974 9.6296870 2000-2009 –> 2010-2019 4.9031125 2.0678178 29377.28804 302.472789 6 13
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3384 2.8810968 16779.07762 920.750679 10.6648654 2000-2009 –> 2010-2019 4.9189302 2.0378334 29403.30428 1560.396652 7 13
Atlantic (27.95,28.05] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3384 2.9027942 16827.85612 355.286330 12.7193317 2000-2009 –> 2010-2019 5.0178249 2.1150307 29670.12675 742.719021 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3384 2.9220959 16872.70996 115.823228 9.3960488 2000-2009 –> 2010-2019 5.1279554 2.2058595 29963.82006 265.051765 9 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3384 3.0728284 17213.12223 20.966580 16.2207705 2000-2009 –> 2010-2019 5.3792525 2.3064241 30568.06302 156.557113 10 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1429 1.9790391 6020.22980 202.997585 10.7891085 1982-1999 –> 2000-2009 3.5105442 1.5315051 12466.56032 383.683798 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1429 1.9821927 6024.78039 190.434416 10.8760866 1982-1999 –> 2000-2009 3.5107598 1.5285671 12464.41709 362.970390 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1429 1.9776475 6018.21939 209.227475 10.7578009 1982-1999 –> 2000-2009 3.5142056 1.5365581 12476.03278 511.303598 1 4
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1429 2.0143511 6068.77541 171.748133 10.2956893 1982-1999 –> 2000-2009 3.6478237 1.6334727 12737.80400 341.708415 4 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1429 2.1247430 6221.26048 202.779790 11.3072941 1982-1999 –> 2000-2009 3.8091755 1.6844325 12997.38075 377.200369 5 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 1429 2.2630978 6401.55374 67.564900 15.7430290 1982-1999 –> 2000-2009 3.8381051 1.5750073 12943.52350 99.752603 16 20
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1429 2.1392202 6240.66770 145.094944 11.5206317 1982-1999 –> 2000-2009 3.8569540 1.7177339 13085.03399 344.512717 6 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1429 2.1439100 6246.92652 180.810124 11.1578365 1982-1999 –> 2000-2009 3.9009306 1.7570206 13170.12394 360.112403 7 22
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + nitrate + phosphate 1429 2.1536857 6257.92867 136.088852 11.5756144 1982-1999 –> 2000-2009 3.9179859 1.7643002 13193.53919 310.009930 8 28
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1429 2.1701038 6281.63326 88.003723 11.2425875 1982-1999 –> 2000-2009 3.9188793 1.7487755 13188.43356 255.828224 9 19
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2006 1.9370029 8359.28252 313.562110 16.1698509 2000-2009 –> 2010-2019 3.9160420 1.9790391 14379.51232 516.559695 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2006 1.9387622 8362.92491 345.265071 16.1726662 2000-2009 –> 2010-2019 3.9164097 1.9776475 14381.14429 554.492546 3 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2006 1.9358596 8356.91390 252.419802 16.1413910 2000-2009 –> 2010-2019 3.9180523 1.9821927 14381.69429 442.854218 1 4
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2006 2.0322344 8549.83457 228.381035 17.4794536 2000-2009 –> 2010-2019 4.0465855 2.0143511 14618.60998 400.129168 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2006 2.0350249 8555.33964 170.507688 18.5032420 2000-2009 –> 2010-2019 4.2051287 2.1701038 14836.97290 258.511411 6 15
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2006 2.0390408 8563.24915 209.572038 18.6395643 2000-2009 –> 2010-2019 4.2149237 2.1758829 14852.48328 356.318054 8 18
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2006 2.0961299 8674.03342 311.121406 20.4318901 2000-2009 –> 2010-2019 4.2208729 2.1247430 14895.29390 513.901196 11 16
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2006 2.0389985 8563.16586 161.132990 18.7318034 2000-2009 –> 2010-2019 4.2245844 2.1855859 14865.11652 294.118424 7 20
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 2006 1.9717371 8428.58804 59.872798 18.8472876 2000-2009 –> 2010-2019 4.2348348 2.2630978 14830.14178 127.437698 4 20
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2006 2.1147149 8709.44853 249.265076 21.0433689 2000-2009 –> 2010-2019 4.2539351 2.1392202 14950.11623 394.360020 14 20
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1215 1.3484656 4188.51126 623.433367 5.2601433 1982-1999 –> 2000-2009 2.5415405 1.1930749 8890.00945 930.355726 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1215 1.3488732 4189.24562 609.576884 5.1339742 1982-1999 –> 2000-2009 2.5430848 1.1942116 8893.54163 836.116596 2 4
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 1215 1.3489136 4187.31854 50.015190 5.0798743 1982-1999 –> 2000-2009 2.5436321 1.1947185 8890.86116 81.374724 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1215 1.3594051 4206.14536 249.613788 5.9721066 1982-1999 –> 2000-2009 2.5544105 1.1950054 8910.39349 371.974593 6 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1215 1.3532245 4197.07197 280.948642 5.2203968 1982-1999 –> 2000-2009 2.5547579 1.2015334 8919.32597 538.164867 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1215 1.3536556 4195.84602 256.250713 5.3420053 1982-1999 –> 2000-2009 2.5627716 1.2091160 8934.58273 513.185270 5 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1215 1.3719118 4228.39937 564.988946 6.0308767 1982-1999 –> 2000-2009 2.5672593 1.1953475 8933.48839 854.262077 7 12
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 1215 1.3769553 4235.31637 9.829138 5.5050808 1982-1999 –> 2000-2009 2.5751619 1.1982066 8945.42434 28.041492 8 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1215 1.3971529 4272.70136 71.993523 7.0935138 1982-1999 –> 2000-2009 2.6429276 1.2457747 9099.19066 134.432153 9 26
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + nitrate + phosphate_star 1215 1.3987517 4273.48055 32.879505 6.9515986 1982-1999 –> 2000-2009 2.6530722 1.2543205 9118.05511 74.299188 10 28
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2366 1.3766044 8240.85844 539.897054 10.4564505 2000-2009 –> 2010-2019 2.7250700 1.3484656 12429.36970 1163.330420 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2366 1.3872538 8277.32414 388.937543 10.5860919 2000-2009 –> 2010-2019 2.7404783 1.3532245 12474.39611 669.886185 6 10
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2366 1.3946749 8302.57061 524.703451 10.1012913 2000-2009 –> 2010-2019 2.7435481 1.3488732 12491.81623 1134.280335 8 10
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2366 1.3795978 8249.13696 538.416034 10.5136068 2000-2009 –> 2010-2019 2.7515096 1.3719118 12477.53633 1103.404980 4 11
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2366 1.4023544 8326.55490 388.930559 10.6618720 2000-2009 –> 2010-2019 2.7560100 1.3536556 12522.40093 645.181271 10 15
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2366 1.4318589 8425.07975 261.864396 7.3964582 2000-2009 –> 2010-2019 2.7912640 1.3594051 12631.22510 511.478185 13 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2366 1.4209574 8388.91469 75.813625 5.9670299 2000-2009 –> 2010-2019 2.8181102 1.3971529 12661.61605 147.807148 12 21
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + nitrate + phosphate_star 2366 1.4358908 8436.38565 49.510079 6.0301510 2000-2009 –> 2010-2019 2.8346425 1.3987517 12709.86620 82.389584 14 24
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + nitrate 2366 1.5110300 8679.74654 46.797200 3.8199071 2000-2009 –> 2010-2019 2.8599436 1.3489136 12867.06507 96.812389 16 19
Atlantic (28.1,28.15] 3 cstar_tref ~ sal + aou + nitrate 2366 1.5160794 8693.53317 25.017868 3.7821522 2000-2009 –> 2010-2019 2.8930347 1.3769553 12928.84953 34.847006 17 25
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 699 0.4648215 924.66578 52.523659 2.4282261 1982-1999 –> 2000-2009 0.8117550 0.3469335 1472.09575 66.546011 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 699 0.5083939 1049.93092 263.605769 3.1875636 1982-1999 –> 2000-2009 0.8636523 0.3552584 1632.59739 307.714111 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 699 0.5103330 1055.25297 72.503992 3.1378360 1982-1999 –> 2000-2009 0.9169267 0.4065937 1838.48340 107.084441 3 10
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 699 0.5110933 1055.33412 64.052242 3.1949084 1982-1999 –> 2000-2009 0.9396643 0.4285710 1914.79051 89.926303 4 13
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 699 0.6140996 1312.01386 40.346708 2.9704759 1982-1999 –> 2000-2009 0.9763338 0.3622342 1921.57649 50.162759 10 13
Atlantic (28.15,28.2] 3 cstar_tref ~ aou + nitrate + phosphate_star 699 0.7131663 1521.09530 190.315051 4.2360285 1982-1999 –> 2000-2009 1.0804478 0.3672815 2151.22063 218.509313 12 16
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 699 0.7149786 1524.64336 14.446721 4.2181651 1982-1999 –> 2000-2009 1.0823370 0.3673584 2155.07968 19.594763 13 18
Atlantic (28.15,28.2] 2 cstar_tref ~ aou + nitrate 699 0.7207652 1533.91240 3.447664 4.3662781 1982-1999 –> 2000-2009 1.0882816 0.3675164 2162.98769 5.588260 14 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 699 0.5944516 1268.55401 37.357422 4.1642627 1982-1999 –> 2000-2009 1.1361988 0.5417472 2478.24428 53.193850 5 18
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 699 0.5985731 1278.21326 68.861659 4.1967186 1982-1999 –> 2000-2009 1.1429898 0.5444166 2495.20783 101.335731 6 20
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1084 0.5070906 1616.04457 15.393769 1.6921650 2000-2009 –> 2010-2019 0.9719121 0.4648215 2540.71035 67.917428 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1084 0.5288266 1707.03746 35.536156 1.6504304 2000-2009 –> 2010-2019 1.0391596 0.5103330 2762.29043 108.040148 2 5
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 1084 0.5309531 1715.73803 54.784856 2.0064245 2000-2009 –> 2010-2019 1.0393471 0.5083939 2765.66895 318.390625 3 5
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + nitrate + phosphate_star 1084 0.5315272 1716.08069 26.876972 1.9041131 2000-2009 –> 2010-2019 1.0426205 0.5110933 2771.41481 90.929214 4 8
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + aou + nitrate 1084 0.5728606 1878.43799 11.184319 2.5461708 2000-2009 –> 2010-2019 1.1869602 0.6140996 3190.45185 51.531027 5 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1084 0.6215917 2057.43573 15.737278 2.4876397 2000-2009 –> 2010-2019 1.2160433 0.5944516 3325.98974 53.094700 7 12
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1084 0.6242805 2066.79368 33.830393 2.5027145 2000-2009 –> 2010-2019 1.2228536 0.5985731 3345.00694 102.692051 8 14
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1084 0.6250568 2069.48805 116.596887 2.5176435 2000-2009 –> 2010-2019 1.2254030 0.6003461 3351.83614 688.367716 9 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 1084 0.6258428 2072.21230 15.685784 2.5123768 2000-2009 –> 2010-2019 1.2286610 0.6028183 3360.30535 72.360825 11 19
Atlantic (28.15,28.2] 3 cstar_tref ~ sal + phosphate + phosphate_star 1084 0.6313932 2089.35512 27.735247 2.7126481 2000-2009 –> 2010-2019 1.2445552 0.6131619 3399.23272 91.398746 12 21
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 935 0.4614792 1221.30983 304.789984 2.3417601 1982-1999 –> 2000-2009 0.7726624 0.3111832 1621.71384 719.555836 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 935 0.4607656 1218.41591 499.744610 2.3514902 1982-1999 –> 2000-2009 0.7731361 0.3123705 1624.66916 1139.335567 1 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 935 0.4610274 1219.47813 517.391593 2.3475406 1982-1999 –> 2000-2009 0.7733606 0.3123332 1625.54793 1236.689202 2 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 935 0.4630062 1227.48749 571.045869 2.3313729 1982-1999 –> 2000-2009 0.7736864 0.3106801 1625.40632 1245.969687 4 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 935 0.4723044 1262.66895 290.377497 2.7620814 1982-1999 –> 2000-2009 0.7847729 0.3124686 1667.40434 726.970139 5 14
Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 935 0.5260741 1464.28924 549.764978 4.2786452 1982-1999 –> 2000-2009 0.8369254 0.3108513 1861.05399 1224.661293 7 9
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 935 0.5286493 1473.42098 289.432053 4.4596935 1982-1999 –> 2000-2009 0.8399421 0.3112927 1872.36554 704.197710 8 12
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 935 0.5293560 1475.91905 297.305983 4.5101042 1982-1999 –> 2000-2009 0.8417581 0.3124021 1880.32779 704.881299 9 17
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 935 0.5300688 1478.43528 297.601271 4.5503066 1982-1999 –> 2000-2009 0.8424202 0.3123514 1882.59479 865.012655 10 16
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 935 0.5145814 1422.98421 239.522947 2.6373399 1982-1999 –> 2000-2009 0.9616819 0.4471005 2378.03685 520.157598 6 31
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1295 0.2233787 -193.06541 443.377937 2.4937265 2000-2009 –> 2010-2019 0.6844061 0.4610274 1026.41272 960.769529 1 3
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1295 0.2239152 -186.85253 350.071602 2.4946826 2000-2009 –> 2010-2019 0.6846808 0.4607656 1031.56338 849.816212 3 4
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1295 0.2273716 -147.17892 349.377268 2.4920473 2000-2009 –> 2010-2019 0.6888508 0.4614792 1074.13091 654.167252 6 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1295 0.2353929 -59.38223 330.348932 2.5035699 2000-2009 –> 2010-2019 0.7076973 0.4723044 1203.28672 620.726429 12 16
Atlantic (28.2, Inf] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1295 0.2257250 -168.00326 875.932567 2.5307332 2000-2009 –> 2010-2019 0.7517991 0.5260741 1296.28598 1425.697545 5 11
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1295 0.2242137 -185.40253 325.467836 2.5227950 2000-2009 –> 2010-2019 0.7535697 0.5293560 1290.51652 622.773819 4 12
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1295 0.2236154 -192.32307 243.802523 2.5186908 2000-2009 –> 2010-2019 0.7536841 0.5300688 1286.11221 541.403794 2 11
Atlantic (28.2, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1295 0.2276328 -146.20463 242.522315 2.5186728 2000-2009 –> 2010-2019 0.7562821 0.5286493 1327.21635 531.954368 7 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1295 0.4091018 1372.13115 66.153999 1.5885582 2000-2009 –> 2010-2019 0.9236832 0.5145814 2795.11536 305.676946 30 35
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1295 0.2331397 -84.29293 69.639359 2.3666583 2000-2009 –> 2010-2019 0.9673981 0.7342583 2003.48962 464.844930 10 23
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3586 7.9551950 25064.10133 120.282100 114.8026614 1982-1999 –> 2000-2009 16.8396936 8.8844985 41011.65760 339.675079 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3586 8.5265722 25561.56743 62.052122 114.2080119 1982-1999 –> 2000-2009 17.8151297 9.2885575 41705.79323 133.465071 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3586 8.4699515 25513.78289 62.235017 119.6939535 1982-1999 –> 2000-2009 17.8772090 9.4072575 41714.16011 131.974714 2 5
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3586 8.5690494 25595.20773 32.598598 103.4948456 1982-1999 –> 2000-2009 18.5126077 9.9435583 42038.75599 77.217967 4 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3586 9.1708323 26083.98029 82.813120 110.8009115 1982-1999 –> 2000-2009 19.0370623 9.8662300 42495.00547 185.695765 5 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3586 10.8447035 27284.35718 61.870041 120.0574108 1982-1999 –> 2000-2009 21.0687813 10.2240778 43850.92802 132.226659 7 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3586 10.8440455 27283.92202 62.233507 118.5174750 1982-1999 –> 2000-2009 21.1000180 10.2559725 43864.26608 131.960353 6 14
Indo-Pacific (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3586 10.9964837 27384.03910 102.891207 119.5064688 1982-1999 –> 2000-2009 21.2177237 10.2212400 43949.38238 256.319571 10 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3586 10.8592859 27293.99459 79.701095 118.5081127 1982-1999 –> 2000-2009 21.3136610 10.4543751 43959.06570 177.888862 9 18
Indo-Pacific (-Inf,26] 3 cstar_tref ~ temp + aou + nitrate 3586 10.8447036 27282.35727 31.333849 120.0360958 1982-1999 –> 2000-2009 21.9848571 11.1401535 44226.38214 74.055141 8 18
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 5162 8.8976098 37229.14174 154.132548 88.5946386 2000-2009 –> 2010-2019 16.8528048 7.9551950 62293.24307 274.414648 1 2
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5162 9.2434704 37622.84466 66.478641 111.8645180 2000-2009 –> 2010-2019 17.7134219 8.4699515 63136.62755 128.713658 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5162 9.2070419 37582.07739 74.937478 103.9281030 2000-2009 –> 2010-2019 17.7336141 8.5265722 63143.64482 136.989600 2 5
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 5162 9.2536156 37632.16957 35.256181 117.5808966 2000-2009 –> 2010-2019 17.8226650 8.5690494 63227.37730 67.854779 4 8
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5162 10.0714653 38508.52831 106.518255 111.0047981 2000-2009 –> 2010-2019 19.2422976 9.1708323 64592.50861 189.331375 5 10
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5162 10.6859454 39117.94822 66.477811 117.2227574 2000-2009 –> 2010-2019 21.5299909 10.8440455 66401.87024 128.711318 7 13
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5162 10.6853612 39117.38377 74.654835 115.8141522 2000-2009 –> 2010-2019 21.5300647 10.8447035 66401.74095 136.524877 6 13
Indo-Pacific (-Inf,26] 3 cstar_tref ~ temp + aou + nitrate 5162 10.7279334 39156.43453 34.938508 129.8832433 2000-2009 –> 2010-2019 21.5726370 10.8447036 66438.79180 66.272357 8 16
Indo-Pacific (-Inf,26] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5162 10.8513735 39276.54850 122.721911 105.6250748 2000-2009 –> 2010-2019 21.8478572 10.9964837 66660.58759 225.613119 10 20
Indo-Pacific (-Inf,26] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 5162 11.0298094 39444.93189 102.199857 124.7411357 2000-2009 –> 2010-2019 21.8890953 10.8592859 66738.92648 181.900953 11 20
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2950 8.3844379 20931.36374 105.853970 42.0958072 1982-1999 –> 2000-2009 16.3025570 7.9181191 37583.56367 191.979185 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2950 8.5311944 21033.74066 24.827116 50.3421880 1982-1999 –> 2000-2009 16.5868800 8.0556856 37768.10114 45.521424 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2950 8.6585553 21121.16990 50.531102 55.5936611 1982-1999 –> 2000-2009 16.8175403 8.1589850 37916.30801 88.998388 3 6
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2950 10.2716179 22127.10620 579.775116 46.6966236 1982-1999 –> 2000-2009 18.6749596 8.4033417 39061.00544 1039.265130 9 13
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2950 10.2359531 22106.58473 105.725330 55.8471760 1982-1999 –> 2000-2009 18.7010466 8.4650934 39075.40807 191.517449 7 12
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2950 10.2622299 22121.71126 24.753919 64.3725771 1982-1999 –> 2000-2009 18.8439506 8.5817207 39155.80433 45.411796 8 14
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2950 10.3111730 22149.78293 50.253554 69.7810897 1982-1999 –> 2000-2009 18.9824963 8.6713233 39233.42187 88.659750 10 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 2950 9.9185100 21920.71330 105.234444 44.5834218 1982-1999 –> 2000-2009 19.0500517 9.1315418 39251.02390 184.386798 4 12
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2950 10.0754327 22013.32765 24.702219 53.1441405 1982-1999 –> 2000-2009 19.2924953 9.2170626 39388.10348 41.799655 5 14
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2950 10.1304171 22045.43807 44.236202 55.3041565 1982-1999 –> 2000-2009 19.3848817 9.2544645 39439.53090 64.997370 6 16
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3020 9.2891525 22046.62659 583.239097 39.2029973 2000-2009 –> 2010-2019 17.5817043 8.2925517 42912.97454 1559.707441 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3020 9.8031454 22371.91665 65.640346 46.1711498 2000-2009 –> 2010-2019 18.1875833 8.3844379 43303.28039 171.494316 2 4
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3020 10.1754430 22597.05143 21.373594 55.6545370 2000-2009 –> 2010-2019 18.7066374 8.5311944 43630.79209 46.200710 3 6
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3020 10.5031359 22788.49891 40.748692 62.6555275 2000-2009 –> 2010-2019 19.1616912 8.6585553 43909.66880 91.279794 4 8
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3020 11.1343242 23138.98570 568.479913 55.1799868 2000-2009 –> 2010-2019 20.9137422 9.7794180 44976.37487 1520.244418 5 10
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate 3020 11.6967743 23436.63988 57.716250 53.7394256 2000-2009 –> 2010-2019 21.6152842 9.9185100 45357.35318 162.950694 8 14
Indo-Pacific (26,26.5] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3020 11.4043982 23283.74325 347.150650 53.4375327 2000-2009 –> 2010-2019 21.6760162 10.2716179 45410.84945 926.925766 6 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3020 11.6954728 23435.96779 65.606823 66.5089869 2000-2009 –> 2010-2019 21.9314259 10.2359531 45542.55253 171.332153 7 16
Indo-Pacific (26,26.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3020 12.1115682 23647.12147 16.949024 62.7415101 2000-2009 –> 2010-2019 22.1870009 10.0754327 45660.44912 41.651243 10 17
Indo-Pacific (26,26.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3020 12.0364533 23609.54525 21.369175 76.1209511 2000-2009 –> 2010-2019 22.2986832 10.2622299 45731.25652 46.123095 9 19
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2722 8.2571880 19231.44320 65.777252 37.1755956 1982-1999 –> 2000-2009 16.1665735 7.9093855 34016.32701 125.910490 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2722 8.2531934 19228.80888 54.764300 37.2097482 1982-1999 –> 2000-2009 16.2088545 7.9556611 34038.40411 106.831719 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2722 8.2456227 19223.81279 183.225396 37.2780317 1982-1999 –> 2000-2009 16.3219765 8.0763538 34097.18843 380.940835 1 4
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2722 8.3694608 19302.96643 38.743926 38.4463256 1982-1999 –> 2000-2009 17.0421127 8.6726519 34476.08971 69.973588 4 17
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2722 8.7290479 19531.97831 144.424768 33.9323491 1982-1999 –> 2000-2009 17.0780485 8.3490005 34543.99474 278.334609 14 21
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2722 8.7271239 19530.77824 20.988169 35.9814933 1982-1999 –> 2000-2009 17.1961193 8.4689954 34603.24266 36.619305 12 21
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2722 8.7156911 19523.64172 30.026818 36.4245279 1982-1999 –> 2000-2009 17.2240217 8.5083306 34615.73517 54.041152 11 22
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2722 9.2270249 19834.01337 64.115685 33.7428094 1982-1999 –> 2000-2009 17.4197271 8.1927022 34765.97768 111.330033 28 32
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2722 8.6998346 19513.72842 60.924577 37.4843978 1982-1999 –> 2000-2009 17.4327254 8.7328908 34716.17260 111.497575 9 24
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2722 8.7043835 19516.57417 52.756897 37.4111122 1982-1999 –> 2000-2009 17.4467406 8.7423572 34723.60765 98.699756 10 26
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2476 11.2756629 19037.52997 193.052509 35.7010570 2000-2009 –> 2010-2019 19.5212856 8.2456227 38261.34275 376.277905 3 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2476 11.2747178 19037.11488 55.456807 35.6833478 2000-2009 –> 2010-2019 19.5279112 8.2531934 38265.92376 110.221107 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2476 11.2743941 19036.97269 67.423710 35.6815928 2000-2009 –> 2010-2019 19.5315821 8.2571880 38268.41589 133.200962 1 4
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2476 11.2878074 19040.86068 29.019079 36.0401563 2000-2009 –> 2010-2019 19.6572683 8.3694608 38343.82711 67.763005 4 8
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + aou + nitrate 2476 11.2929068 19043.09729 23.288742 36.4228197 2000-2009 –> 2010-2019 19.6948567 8.4019499 38367.15565 54.497999 5 10
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2476 11.2931254 19043.19316 21.731599 36.3578681 2000-2009 –> 2010-2019 19.7187753 8.4256499 38382.58619 51.093445 6 12
Indo-Pacific (26.5,26.75] 3 cstar_tref ~ sal + temp + nitrate 2476 11.2932810 19041.26136 21.552865 36.3929214 2000-2009 –> 2010-2019 19.7195248 8.4262438 38379.03810 50.678235 7 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2476 11.3122017 19051.55096 18.812808 35.4374742 2000-2009 –> 2010-2019 20.0278927 8.7156911 38575.19268 48.839626 8 19
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2476 11.3135328 19052.13364 13.275005 35.3271987 2000-2009 –> 2010-2019 20.0406567 8.7271239 38582.91187 34.263174 9 21
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2476 11.3137544 19052.23065 115.779068 34.8973376 2000-2009 –> 2010-2019 20.0428024 8.7290479 38584.20896 260.203835 10 24
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3372 6.3390237 22037.63327 46.944738 23.7040926 1982-1999 –> 2000-2009 11.8631399 5.5241162 38968.19151 106.128407 1 2
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3372 6.3411137 22037.85642 16.023672 23.9173989 1982-1999 –> 2000-2009 11.8698505 5.5287368 38970.93629 29.694433 2 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3372 6.3595586 22059.44473 83.816771 23.7016552 1982-1999 –> 2000-2009 11.8844640 5.5249055 38990.77558 179.345876 3 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3372 6.3604563 22060.39667 40.671338 23.7661112 1982-1999 –> 2000-2009 11.8901081 5.5296519 38996.37149 91.505600 4 11
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3372 6.3618150 22059.83718 62.436654 23.4291938 1982-1999 –> 2000-2009 11.8906582 5.5288432 38993.02107 132.681895 7 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3372 6.3608530 22058.81726 16.203014 23.6738027 1982-1999 –> 2000-2009 11.8909855 5.5301325 38993.26212 27.216364 6 14
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate 3372 6.3812517 22080.41010 19.771628 23.7572831 1982-1999 –> 2000-2009 11.9063605 5.5251088 39009.93999 49.370754 9 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + nitrate 3372 6.3606374 22058.58867 24.547723 23.7465126 1982-1999 –> 2000-2009 11.9224558 5.5618185 39023.93130 57.635205 5 18
Indo-Pacific (26.75,27] 3 cstar_tref ~ sal + nitrate + phosphate 3372 6.4101853 22108.91930 14.842220 22.5807495 1982-1999 –> 2000-2009 11.9394701 5.5292849 39040.53521 22.691283 10 16
Indo-Pacific (26.75,27] 3 cstar_tref ~ sal + aou + nitrate 3372 6.3619726 22058.00420 13.970076 23.4853796 1982-1999 –> 2000-2009 11.9487799 5.5868073 39045.59013 23.754452 8 28
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3589 7.0719957 24233.58304 38.946099 26.2002300 2000-2009 –> 2010-2019 13.4110194 6.3390237 46271.21631 85.890837 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3589 7.1103181 24272.36407 33.339554 25.8846550 2000-2009 –> 2010-2019 13.4707744 6.3604563 46332.76074 74.010892 3 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3589 7.1597952 24328.90014 59.907036 25.3348274 2000-2009 –> 2010-2019 13.5193538 6.3595586 46388.34488 143.723806 7 10
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3589 7.0951721 24255.06188 25.813198 27.4478898 2000-2009 –> 2010-2019 13.5209101 6.4257380 46382.32397 60.307427 2 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3589 7.1354006 24295.63367 13.602817 26.0183777 2000-2009 –> 2010-2019 13.5639505 6.4285499 46425.84636 35.354512 4 16
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3589 7.2090173 24376.07849 38.837249 24.8048005 2000-2009 –> 2010-2019 13.5708323 6.3618150 46435.91567 101.273902 11 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3589 7.2314239 24391.55932 8.799950 24.3874662 2000-2009 –> 2010-2019 13.5922768 6.3608530 46450.37658 25.002964 12 18
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 3589 7.2615093 24421.35228 9.315573 24.5385903 2000-2009 –> 2010-2019 13.6026230 6.3411137 46459.20870 25.339244 15 17
Indo-Pacific (26.75,27] 3 cstar_tref ~ temp + phosphate + phosphate_star 3589 7.1384854 24296.73539 10.271611 26.5347951 2000-2009 –> 2010-2019 13.6061970 6.4677116 46465.90681 24.462130 5 24
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3589 7.1441497 24304.42721 24.997272 27.3670625 2000-2009 –> 2010-2019 13.6111708 6.4670211 46474.87863 58.182633 6 23
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4489 4.5566783 26369.21035 153.178507 15.3616933 1982-1999 –> 2000-2009 8.0798782 3.5231998 45506.33060 281.595003 1 2
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4489 4.5619938 26377.67731 52.891332 15.8251920 1982-1999 –> 2000-2009 8.1174947 3.5555010 45577.95965 104.198823 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4489 4.5804750 26415.97493 33.760468 15.2136571 1982-1999 –> 2000-2009 8.1278489 3.5473738 45601.91809 90.013118 4 6
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4489 4.5806023 26414.22435 16.965529 15.2825509 1982-1999 –> 2000-2009 8.1367420 3.5561397 45615.78927 24.298798 5 10
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4489 4.5727953 26398.90952 756.655331 16.8562561 1982-1999 –> 2000-2009 8.1384138 3.5656185 45619.48066 1431.566687 3 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4489 4.5868212 26428.40520 33.560906 15.2870515 1982-1999 –> 2000-2009 8.1401550 3.5533338 45626.33418 83.828044 6 9
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4489 4.5872194 26427.18457 20.218320 15.1662365 1982-1999 –> 2000-2009 8.1454694 3.5582500 45632.98533 28.521726 7 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4489 4.6053849 26462.66743 108.832967 16.8204629 1982-1999 –> 2000-2009 8.1804999 3.5751150 45702.22964 207.533940 8 16
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + aou + phosphate 4489 4.6308132 26512.10236 77.403325 14.3121942 1982-1999 –> 2000-2009 8.2167722 3.5859591 45773.28888 121.086766 10 20
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4489 4.6175096 26486.27299 18.142976 15.9939184 1982-1999 –> 2000-2009 8.2266938 3.6091841 45793.55380 45.018861 9 23
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4503 4.9967314 27281.66886 104.756760 15.9792517 2000-2009 –> 2010-2019 9.5534097 4.5566783 53650.87921 257.935267 1 2
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4503 5.0131821 27309.27064 38.013887 16.7472342 2000-2009 –> 2010-2019 9.5751759 4.5619938 53686.94794 90.905219 6 8
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4503 5.0004684 27288.40186 33.245478 15.8011615 2000-2009 –> 2010-2019 9.5809434 4.5804750 53704.37679 67.005946 2 6
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4503 5.0150018 27312.53908 526.940258 16.5823219 2000-2009 –> 2010-2019 9.5877971 4.5727953 53711.44860 1283.595589 8 11
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 4503 5.0164943 27315.21885 9.699342 16.5313343 2000-2009 –> 2010-2019 9.5970966 4.5806023 53729.44320 26.664871 9 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4503 5.0141726 27313.04976 29.010964 15.8900270 2000-2009 –> 2010-2019 9.6009938 4.5868212 53741.45496 62.571871 7 13
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4503 5.0212008 27323.66447 11.736111 16.3679991 2000-2009 –> 2010-2019 9.6084203 4.5872194 53750.84904 31.954432 13 20
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4503 5.0041930 27293.10754 75.492866 16.5162430 2000-2009 –> 2010-2019 9.6095779 4.6053849 53755.77498 184.325833 4 12
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4503 5.0126181 27308.25734 16.792489 16.4893441 2000-2009 –> 2010-2019 9.6511160 4.6384979 53835.24615 43.410064 5 17
Indo-Pacific (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate 4503 5.0008176 27287.03072 9.821048 15.7264220 2000-2009 –> 2010-2019 9.6624469 4.6616294 53858.68016 26.210841 3 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5910 3.3720805 31153.41703 367.965082 15.6675736 1982-1999 –> 2000-2009 6.4906211 3.1185406 53437.93468 580.501740 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5910 3.4049760 31268.16520 66.096713 16.4021330 1982-1999 –> 2000-2009 6.5747894 3.1698135 53694.75465 112.732530 2 5
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5910 3.4127140 31294.99646 66.561360 16.5259768 1982-1999 –> 2000-2009 6.5864214 3.1737074 53732.28151 119.698309 3 8
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5910 3.5280360 31685.81617 63.868286 15.0054697 1982-1999 –> 2000-2009 6.6577990 3.1297630 53999.62848 112.002569 6 8
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5910 3.5110592 31628.80143 12.545437 15.4217746 1982-1999 –> 2000-2009 6.6962677 3.1852085 54095.60052 30.085891 4 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5910 3.5171575 31649.31362 258.452198 13.9312735 1982-1999 –> 2000-2009 6.7103750 3.1932175 54137.99104 403.320661 5 12
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 5910 3.5752689 31843.01099 98.527566 14.9170268 1982-1999 –> 2000-2009 6.7455998 3.1703309 54269.02242 137.391217 8 12
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ sal + aou + phosphate 5910 3.5763009 31844.42210 52.237074 14.8996358 1982-1999 –> 2000-2009 6.7702296 3.1939287 54333.03977 80.313047 10 18
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5910 3.5937722 31904.02571 7.858574 15.3245142 1982-1999 –> 2000-2009 6.7979293 3.2041572 54422.49865 20.117520 11 23
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5910 3.5964458 31912.81618 8.366300 15.3864871 1982-1999 –> 2000-2009 6.8026254 3.2061796 54436.78633 20.848672 12 26
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5781 3.4732834 30815.61780 279.807614 13.8308323 2000-2009 –> 2010-2019 6.8453639 3.3720805 61969.03483 647.772696 1 2
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5781 3.4880538 30864.68197 44.581021 14.0416656 2000-2009 –> 2010-2019 6.8930298 3.4049760 62132.84717 110.677734 8 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5781 3.4817636 30843.81250 44.479077 14.1252827 2000-2009 –> 2010-2019 6.8944776 3.4127140 62138.80896 111.040438 5 8
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5781 3.4771390 30826.44549 45.893893 13.5791405 2000-2009 –> 2010-2019 7.0051751 3.5280360 62512.26166 109.762179 3 9
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5781 3.5157614 30954.16261 13.418222 13.8412771 2000-2009 –> 2010-2019 7.0268206 3.5110592 62582.96404 25.963659 15 19
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate 5781 3.4766361 30824.77319 54.117078 13.4744378 2000-2009 –> 2010-2019 7.0519051 3.5752689 62667.78418 152.644643 2 10
Indo-Pacific (27.25,27.5] 3 cstar_tref ~ sal + aou + phosphate 5781 3.4772047 30824.66393 33.447043 13.5361271 2000-2009 –> 2010-2019 7.0535056 3.5763009 62669.08603 85.684117 4 14
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5781 3.4932005 30879.72921 7.563046 13.4612411 2000-2009 –> 2010-2019 7.0869726 3.5937722 62783.75492 15.421620 10 21
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5781 3.4961042 30889.33625 8.027758 13.4854319 2000-2009 –> 2010-2019 7.0925501 3.5964458 62802.15242 16.394058 11 23
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 5781 3.4862007 30856.53775 9.120154 13.8199483 2000-2009 –> 2010-2019 7.1016982 3.6154975 62831.80356 26.630841 7 20
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6531 1.9407228 27209.07087 969.305799 12.3607003 1982-1999 –> 2000-2009 4.0759696 2.1352468 48149.04565 1612.062737 1 2
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 6531 1.9658050 27374.80502 434.555309 12.2226218 1982-1999 –> 2000-2009 4.1179766 2.1521716 48388.65171 744.548505 2 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6531 1.9828905 27489.84057 210.387182 13.0951294 1982-1999 –> 2000-2009 4.1932162 2.2103257 48761.91425 334.320292 3 8
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 6531 2.0052285 27634.16606 94.141191 12.8869718 1982-1999 –> 2000-2009 4.2254425 2.2202140 48947.13605 143.796398 6 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6531 1.9946538 27567.10073 115.947774 13.3570473 1982-1999 –> 2000-2009 4.2349136 2.2402598 48968.44784 153.925988 4 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 6531 2.1007442 28241.98859 950.859730 10.8221427 1982-1999 –> 2000-2009 4.2365777 2.1358335 49182.60334 1494.341314 10 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6531 2.0004400 27604.93713 108.948803 13.4401661 1982-1999 –> 2000-2009 4.2488850 2.2484450 49041.33190 144.852353 5 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 6531 2.0171983 27711.90540 4.736851 13.1477440 1982-1999 –> 2000-2009 4.2654371 2.2482388 49145.41884 9.832699 7 18
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ aou + phosphate + phosphate_star 6531 2.1161074 28335.16664 398.397558 10.7454991 1982-1999 –> 2000-2009 4.2686057 2.1524983 49348.47223 625.200935 11 15
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 6531 2.0197986 27728.73274 3.830519 13.1872497 1982-1999 –> 2000-2009 4.2734631 2.2536645 49185.41016 8.773891 8 23
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 7011 2.1652909 30741.11805 402.685980 14.3238722 2000-2009 –> 2010-2019 4.1310959 1.9658050 58115.92307 837.241289 1 2
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7011 2.2125873 31046.10346 240.271909 13.3135264 2000-2009 –> 2010-2019 4.1954778 1.9828905 58535.94403 450.659091 3 5
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7011 2.2304520 31158.86429 89.658647 13.2792456 2000-2009 –> 2010-2019 4.2251058 1.9946538 58725.96502 205.606421 5 8
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 7011 2.2199955 31090.97354 84.879012 12.6413602 2000-2009 –> 2010-2019 4.2252239 2.0052285 58725.13960 179.020203 4 9
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7011 2.2361576 31194.68761 88.858472 13.3012793 2000-2009 –> 2010-2019 4.2365977 2.0004400 58799.62473 197.807275 6 10
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 7011 2.2372295 31199.40733 6.201410 12.9524374 2000-2009 –> 2010-2019 4.2544278 2.0171983 58911.31273 10.938261 7 13
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 7011 2.2405193 31220.01129 4.941100 12.9999034 2000-2009 –> 2010-2019 4.2603180 2.0197986 58948.74403 8.771619 8 15
Indo-Pacific (27.5,27.75] 3 cstar_tref ~ aou + phosphate + phosphate_star 7011 2.1972094 30944.30784 352.100105 14.6968472 2000-2009 –> 2010-2019 4.3133169 2.1161074 59279.47448 750.497663 2 11
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 7011 2.2620927 31354.37958 6.590319 12.4901392 2000-2009 –> 2010-2019 4.3246366 2.0625439 59356.66066 11.287596 9 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 7011 2.2659668 31378.37351 239.399279 13.5379882 2000-2009 –> 2010-2019 4.4584180 2.1924512 60178.48237 440.451411 10 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3167 1.0447782 9279.01539 805.196890 5.4852430 1982-1999 –> 2000-2009 2.3833543 1.3385761 17199.15411 1347.356375 1 6
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3167 1.0447853 9277.05811 777.983700 5.4880823 1982-1999 –> 2000-2009 2.3835199 1.3387346 17195.74438 1284.628600 2 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3167 1.0480679 9298.92766 734.455678 5.5142420 1982-1999 –> 2000-2009 2.3861807 1.3381128 17217.46649 1244.050992 3 5
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3167 1.0481525 9297.43889 715.129053 5.5046023 1982-1999 –> 2000-2009 2.3865079 1.3383554 17214.81570 1193.239468 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3167 1.0485924 9302.09658 795.067765 5.5054939 1982-1999 –> 2000-2009 2.3865202 1.3379278 17219.99638 1327.219049 5 6
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3167 1.0486954 9300.71854 767.704476 5.4940557 1982-1999 –> 2000-2009 2.3869953 1.3383000 17217.90379 1263.411207 6 9
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3167 1.0629768 9386.39456 803.984306 5.5443734 1982-1999 –> 2000-2009 2.4045042 1.3415275 17314.71306 1291.400515 9 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3167 1.0517457 9319.11569 102.419455 5.3488103 1982-1999 –> 2000-2009 2.4393218 1.3875761 17403.42456 189.841944 7 25
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 3167 1.0517497 9317.13940 100.835398 5.3473618 1982-1999 –> 2000-2009 2.4399294 1.3881798 17401.45862 185.150496 8 27
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3167 1.1271453 9757.66149 861.383711 5.7822454 1982-1999 –> 2000-2009 2.4747317 1.3475864 17706.80802 1637.188362 10 18
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3695 1.2017263 11855.93538 983.075312 12.9230601 2000-2009 –> 2010-2019 2.2465116 1.0447853 21132.99349 1761.059012 1 2
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3695 1.2027670 11862.33273 977.312407 13.4689615 2000-2009 –> 2010-2019 2.2509195 1.0481525 21159.77162 1692.441461 3 5
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3695 1.2025878 11861.23158 969.277188 13.4406245 2000-2009 –> 2010-2019 2.2512832 1.0486954 21161.95012 1736.981664 2 5
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3695 1.2044810 11872.85631 160.266770 12.6222622 2000-2009 –> 2010-2019 2.2562267 1.0517457 21191.97200 262.686225 4 8
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + nitrate 3695 1.2047026 11872.21557 151.035911 12.6657327 2000-2009 –> 2010-2019 2.2564522 1.0517497 21189.35497 251.871309 5 10
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3695 1.2089921 11900.48206 954.378137 14.6582243 2000-2009 –> 2010-2019 2.2719689 1.0629768 21286.87662 1758.362444 6 12
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3695 1.3006914 12440.75674 885.769550 10.2411184 2000-2009 –> 2010-2019 2.4278367 1.1271453 22198.41823 1747.153261 7 14
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ aou + phosphate + phosphate_star 3695 1.3060919 12469.37689 405.999075 9.8033225 2000-2009 –> 2010-2019 2.4411380 1.1350461 22269.28180 836.209042 8 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 3695 1.3086031 12485.57170 148.515044 8.6572070 2000-2009 –> 2010-2019 2.4479844 1.1393814 22311.62329 244.396240 9 18
Indo-Pacific (27.75,27.85] 3 cstar_tref ~ temp + aou + phosphate 3695 1.3107309 12495.57855 143.353885 8.4595599 2000-2009 –> 2010-2019 2.4544139 1.1436829 22343.49806 238.858085 10 20
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4172 1.0014420 11865.64659 567.778492 10.0921787 1982-1999 –> 2000-2009 2.2044363 1.2029943 21393.10497 994.142214 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4172 1.0046468 11892.30620 458.058014 9.8742700 1982-1999 –> 2000-2009 2.2060190 1.2013722 21411.76056 854.899455 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4172 1.0051969 11896.87356 495.452444 9.8309196 1982-1999 –> 2000-2009 2.2066444 1.2014475 21416.69981 928.824825 4 6
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4172 1.0117317 11948.94262 565.903305 10.3753022 1982-1999 –> 2000-2009 2.2172852 1.2055536 21487.00722 909.861027 8 12
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4172 1.0131154 11960.34649 4.558058 9.3841186 1982-1999 –> 2000-2009 2.2195849 1.2064696 21502.91659 11.176038 9 16
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 4172 1.0182223 12002.30094 454.054061 10.1922170 1982-1999 –> 2000-2009 2.2244215 1.2061992 21543.54180 779.726243 12 18
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 4172 1.0191644 12010.01780 489.323682 10.1408824 1982-1999 –> 2000-2009 2.2251320 1.2059677 21550.11968 844.119588 13 18
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + nitrate + phosphate_star 4172 1.0250814 12056.32101 4.174846 9.7295735 1982-1999 –> 2000-2009 2.2430598 1.2179784 21653.20987 7.929224 16 24
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4172 1.0061359 11902.66460 4.553396 9.9934212 1982-1999 –> 2000-2009 2.2490089 1.2428730 21621.57688 11.192505 6 15
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4172 1.0056983 11899.03477 4.316007 10.0564326 1982-1999 –> 2000-2009 2.2508878 1.2451895 21628.99317 10.589494 5 15
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 5181 0.8675764 13243.10164 148.687975 4.2861720 2000-2009 –> 2010-2019 1.8722995 1.0047231 25134.04115 222.429638 3 5
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 5181 0.8636338 13195.90520 790.271736 4.8676166 2000-2009 –> 2010-2019 1.8727345 1.0091007 25123.12091 1627.877678 1 7
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5181 0.8698578 13272.31349 659.134996 4.3641946 2000-2009 –> 2010-2019 1.8745046 1.0046468 25164.61969 1117.193010 5 6
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5181 0.8698932 13270.73568 2.591316 4.3833111 2000-2009 –> 2010-2019 1.8755915 1.0056983 25169.77046 6.907323 6 10
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5181 0.8704505 13279.37118 693.515233 4.3930565 2000-2009 –> 2010-2019 1.8756473 1.0051969 25176.24474 1188.967677 7 10
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5181 0.8704817 13277.74272 2.983618 4.4098990 2000-2009 –> 2010-2019 1.8766176 1.0061359 25180.40732 7.537014 8 13
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ aou + phosphate + phosphate_star 5181 0.8637095 13194.81348 538.093078 4.8550195 2000-2009 –> 2010-2019 1.8796222 1.0159127 25176.16676 1130.723709 2 10
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate 5181 0.8696701 13266.07803 143.347564 4.3615665 2000-2009 –> 2010-2019 1.8861827 1.0165126 25252.35713 215.963634 4 13
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5181 0.8733613 13311.96421 658.376502 4.3443656 2000-2009 –> 2010-2019 1.8915835 1.0182223 25314.26515 1112.430563 9 19
Indo-Pacific (27.85,27.95] 3 cstar_tref ~ temp + aou + phosphate_star 5181 0.8733768 13310.14819 2.463585 4.3538576 2000-2009 –> 2010-2019 1.8934692 1.0200924 25325.76020 5.934724 10 22
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7839 1.0096532 22410.73536 662.043260 7.0191090 1982-1999 –> 2000-2009 2.1246640 1.1150108 40028.07729 994.250669 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7839 1.0166454 22518.93614 469.682294 7.0592081 1982-1999 –> 2000-2009 2.1335875 1.1169422 40156.21859 829.291882 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7839 1.0176664 22534.67344 439.648675 7.0526893 1982-1999 –> 2000-2009 2.1358397 1.1181734 40184.64947 753.477781 3 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 7839 1.0242477 22633.73739 15.834962 6.8631213 1982-1999 –> 2000-2009 2.2250318 1.2007841 41102.98247 26.997324 4 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 7839 1.1283094 24150.77286 567.438674 8.5425699 1982-1999 –> 2000-2009 2.3065587 1.1782493 42401.73313 887.009067 8 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 7839 1.1472014 24411.10576 428.309234 8.6124280 1982-1999 –> 2000-2009 2.3396285 1.1924271 42799.88148 778.197442 11 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 7839 1.1460845 24395.83493 396.967612 8.5366001 1982-1999 –> 2000-2009 2.3461019 1.2000174 42857.72113 701.809299 10 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 7839 1.0584690 23148.99820 15.609832 6.4233802 1982-1999 –> 2000-2009 2.3772280 1.3187590 42698.04302 27.703419 6 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 7839 1.0584025 23148.01303 11.798426 6.4168539 1982-1999 –> 2000-2009 2.3814506 1.3230481 42734.47104 22.122384 5 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 7839 1.0587524 23153.19522 114.797957 6.5921848 1982-1999 –> 2000-2009 2.3983046 1.3395522 42882.49317 198.848937 7 19
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 9093 0.6936937 19167.74459 764.194384 7.0424930 2000-2009 –> 2010-2019 1.7033469 1.0096532 41578.47994 1426.237644 1 2
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9093 0.6963573 19237.44016 616.087424 7.2469722 2000-2009 –> 2010-2019 1.7130026 1.0166454 41756.37631 1085.769718 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9093 0.6964785 19240.60740 573.290891 7.2381798 2000-2009 –> 2010-2019 1.7141449 1.0176664 41775.28084 1012.939566 3 6
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 9093 0.6969388 19250.62133 8.689577 7.0880384 2000-2009 –> 2010-2019 1.7211865 1.0242477 41884.35872 24.524539 4 8
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 9093 0.7165113 19754.30912 8.733984 6.1533447 2000-2009 –> 2010-2019 1.7749804 1.0584690 42903.30733 24.343815 5 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 9093 0.7167666 19760.78610 6.471216 6.0787217 2000-2009 –> 2010-2019 1.7751691 1.0584025 42908.79913 18.269642 6 11
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 9093 0.7178903 19789.27502 140.123744 5.8226115 2000-2009 –> 2010-2019 1.7766427 1.0587524 42942.47024 254.921702 7 14
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate 9093 0.8201517 22211.15216 728.657515 7.6235523 2000-2009 –> 2010-2019 1.9484611 1.1283094 46361.92502 1296.096189 8 16
Indo-Pacific (27.95,28.05] 3 cstar_tref ~ temp + aou + phosphate 9093 0.8292897 22410.65658 138.139639 6.7807099 2000-2009 –> 2010-2019 1.9724605 1.1431708 46764.58204 246.838403 9 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 9093 0.8321233 22474.69005 555.664730 7.6305336 2000-2009 –> 2010-2019 1.9782078 1.1460845 46870.52499 952.632342 10 20
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5262 0.6729286 10778.18409 566.905661 7.3449750 1982-1999 –> 2000-2009 1.4975624 0.8246338 20081.28941 922.475363 4 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5262 0.6735740 10788.27273 607.025237 7.3948013 1982-1999 –> 2000-2009 1.4986200 0.8250459 20095.16350 988.728722 6 8
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5262 0.6711055 10749.63362 781.616694 7.1888448 1982-1999 –> 2000-2009 1.4995817 0.8284762 20087.95719 1159.904400 1 4
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5262 0.6728281 10774.61199 697.328552 6.8625709 1982-1999 –> 2000-2009 1.5075866 0.8347585 20168.16761 1014.306037 3 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5262 0.6850629 10964.26213 23.225979 7.4258056 1982-1999 –> 2000-2009 1.5147434 0.8296806 20311.59133 48.323324 9 13
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5262 0.6749441 10807.65748 22.341186 7.3940104 1982-1999 –> 2000-2009 1.5251669 0.8502228 20340.27808 45.979732 8 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5262 0.6743335 10798.13298 19.864863 7.3602419 1982-1999 –> 2000-2009 1.5261119 0.8517783 20344.60137 40.286304 7 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 5262 0.6715610 10754.77481 104.937953 7.1883238 1982-1999 –> 2000-2009 1.5310294 0.8594683 20369.33393 209.633243 2 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5262 0.6873736 10999.70066 350.026719 7.9275675 1982-1999 –> 2000-2009 1.5348864 0.8475128 20508.13450 574.879596 10 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 5262 0.7109424 11354.50063 578.697347 8.5802944 1982-1999 –> 2000-2009 1.5557557 0.8448133 20838.76491 953.376205 12 18
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7396 0.4637467 9636.51685 765.340707 5.0561732 2000-2009 –> 2010-2019 1.1348522 0.6711055 20386.15047 1546.957401 3 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7396 0.4636969 9634.93006 625.693435 5.1219988 2000-2009 –> 2010-2019 1.1366255 0.6729286 20413.11415 1192.599096 2 6
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate 7396 0.4637981 9636.15561 678.395577 5.0739750 2000-2009 –> 2010-2019 1.1366262 0.6728281 20410.76759 1375.724129 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7396 0.4636950 9634.86815 657.667832 5.2009316 2000-2009 –> 2010-2019 1.1372690 0.6735740 20423.14089 1264.693069 1 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 7396 0.4849109 10294.63479 72.644796 6.1701678 2000-2009 –> 2010-2019 1.1564719 0.6715610 21049.40959 177.582749 6 8
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 7396 0.4700778 9835.09371 337.295571 4.6250195 2000-2009 –> 2010-2019 1.1574515 0.6873736 20834.79438 687.322291 5 15
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ sal + aou + phosphate 7396 0.4863297 10335.85178 70.298154 6.1612193 2000-2009 –> 2010-2019 1.1593034 0.6729737 21110.74092 156.351767 7 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 7396 0.4873785 10369.71829 7.173718 6.3511594 2000-2009 –> 2010-2019 1.1617121 0.6743335 21167.85127 27.038581 8 15
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 7396 0.4879838 10388.07755 8.625091 6.3911475 2000-2009 –> 2010-2019 1.1629279 0.6749441 21195.73503 30.966277 9 17
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 7396 0.5166857 11233.47797 9.104201 6.8125542 2000-2009 –> 2010-2019 1.2017486 0.6850629 22197.74009 32.330180 13 22
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7920 0.6788995 16355.43673 476.559067 12.4582061 1982-1999 –> 2000-2009 1.2566631 0.5777636 28730.11944 658.972290 2 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7920 0.6784997 16346.10681 417.088135 12.3781591 1982-1999 –> 2000-2009 1.2566961 0.5781963 28731.42286 577.546625 1 3
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 7920 0.6827947 16446.05982 804.477223 12.6067145 1982-1999 –> 2000-2009 1.2614193 0.5786246 28841.89131 1293.875965 4 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7920 0.6855604 16510.09063 440.791188 12.7050828 1982-1999 –> 2000-2009 1.2651446 0.5795842 28929.45464 610.521301 5 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 7920 0.6790043 16355.88189 35.682230 12.5045274 1982-1999 –> 2000-2009 1.2789752 0.5999709 29264.21190 71.675985 3 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 7920 0.6978825 16790.26766 116.450362 12.8227868 1982-1999 –> 2000-2009 1.2813742 0.5834916 29303.05763 202.128882 6 11
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 7920 0.7043443 16936.25752 407.110920 12.3819561 1982-1999 –> 2000-2009 1.3101350 0.6057907 29981.68476 571.649889 7 14
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 7920 0.7365656 17644.79554 40.112652 12.9020151 1982-1999 –> 2000-2009 1.3715543 0.6349887 31358.74954 80.926334 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 7920 0.7405148 17729.49706 212.016561 12.9898086 1982-1999 –> 2000-2009 1.3784653 0.6379506 31509.54138 452.224378 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 7920 0.7448907 17822.82454 7.683677 13.1148849 1982-1999 –> 2000-2009 1.3860786 0.6411879 31674.75696 15.804395 10 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 9857 0.4471915 12121.75246 306.642945 4.3171947 2000-2009 –> 2010-2019 1.1256913 0.6784997 28467.85928 723.731080 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 9857 0.4482444 12168.11201 316.186822 4.4740392 2000-2009 –> 2010-2019 1.1271439 0.6788995 28523.54875 792.745889 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 9857 0.4507552 12278.23012 590.835585 4.7732054 2000-2009 –> 2010-2019 1.1335499 0.6827947 28724.28994 1395.312809 3 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 9857 0.4509925 12288.60759 316.492124 4.7887897 2000-2009 –> 2010-2019 1.1365529 0.6855604 28798.69822 757.283311 4 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 9857 0.4729234 13222.68033 34.116000 5.5489864 2000-2009 –> 2010-2019 1.1519277 0.6790043 29578.56223 69.798230 6 9
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 9857 0.4524213 12348.96186 298.404766 4.6359381 2000-2009 –> 2010-2019 1.1567656 0.7043443 29285.21938 705.515686 5 12
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 9857 0.5738586 17036.34423 80.612633 6.6233461 2000-2009 –> 2010-2019 1.2717411 0.6978825 33826.61189 197.062996 7 13
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate 9857 0.6514898 19537.63184 35.733370 6.8527497 2000-2009 –> 2010-2019 1.3880554 0.7365656 37182.42738 75.846021 8 16
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 9857 0.6551023 19646.64383 147.984232 7.0561453 2000-2009 –> 2010-2019 1.3956171 0.7405148 37376.14089 360.000793 9 18
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + phosphate_star 9857 0.6564400 19686.85941 4.634602 7.1156660 2000-2009 –> 2010-2019 1.4013307 0.7448907 37509.68396 12.318279 10 20
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1127 0.4855448 1583.80933 433.689085 1.5130851 1982-1999 –> 2000-2009 0.7601082 0.2745634 1896.78981 1402.161055 1 3
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1127 0.4861273 1586.51151 438.260884 1.5237512 1982-1999 –> 2000-2009 0.7601872 0.2740599 1895.14977 1410.284352 4 5
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1127 0.4859750 1585.80520 438.405292 1.5180327 1982-1999 –> 2000-2009 0.7608250 0.2748501 1901.25479 1414.325155 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 1127 0.4889956 1597.77205 423.609242 1.5668594 1982-1999 –> 2000-2009 0.7720486 0.2830530 1980.80183 1355.951561 9 14
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + nitrate + phosphate 1127 0.4958485 1629.14075 359.413198 1.5335098 1982-1999 –> 2000-2009 0.7778049 0.2819563 2002.98609 770.203335 11 15
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 1127 0.4864885 1586.18566 390.301938 1.5074854 1982-1999 –> 2000-2009 0.7897780 0.3032895 2132.59680 1354.017423 7 13
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1127 0.4859614 1583.74230 388.524079 1.4962313 1982-1999 –> 2000-2009 0.7905355 0.3045741 2140.15369 1349.908329 2 9
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1127 0.4864229 1585.88185 393.971457 1.5008060 1982-1999 –> 2000-2009 0.7914692 0.3050463 2145.95813 1359.633660 6 14
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ nitrate + phosphate + phosphate_star 1127 0.4890027 1595.80451 387.109119 1.5637756 1982-1999 –> 2000-2009 0.7979661 0.3089634 2184.06926 1307.311760 10 20
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1127 0.4864041 1585.79487 438.248710 1.5397933 1982-1999 –> 2000-2009 0.7994831 0.3130790 2207.36825 1302.415240 5 16
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ aou + nitrate + phosphate 1619 0.3228429 943.67391 770.914363 1.3114655 2000-2009 –> 2010-2019 0.8093897 0.4865468 2528.12978 1142.994951 12 13
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ temp + nitrate + phosphate 1619 0.3172157 886.73742 257.942704 1.4202336 2000-2009 –> 2010-2019 0.8155135 0.4982978 2524.98467 528.591859 1 3
Indo-Pacific (28.2,28.3] 2 cstar_tref ~ nitrate + phosphate 1619 0.3231806 945.06002 56.384963 1.3366991 2000-2009 –> 2010-2019 0.8259869 0.5028062 2601.60883 126.802686 13 16
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate 1619 0.3178522 895.22855 92.959534 1.5909499 2000-2009 –> 2010-2019 1.0843409 0.7664887 3506.09784 128.889895 2 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 1619 0.3179144 895.86154 103.167765 1.5955621 2000-2009 –> 2010-2019 1.0849407 0.7670263 3508.31117 351.612392 4 9
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1619 0.3179043 895.75894 65.306945 1.5951202 2000-2009 –> 2010-2019 1.0862957 0.7683915 3512.21665 90.092616 3 10
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ sal + phosphate + phosphate_star 1619 0.3186124 900.96366 60.878766 1.5465714 2000-2009 –> 2010-2019 1.0877203 0.7691079 3517.52206 79.117937 6 14
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1619 0.3179923 896.65518 64.884124 1.6019846 2000-2009 –> 2010-2019 1.0942737 0.7762814 3536.13917 92.223355 5 14
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ sal + aou + phosphate 1619 0.3332836 1046.73356 52.509656 1.7867717 2000-2009 –> 2010-2019 1.1004249 0.7671413 3657.52109 83.035572 20 26
Indo-Pacific (28.2,28.3] 3 cstar_tref ~ temp + aou + phosphate 1619 0.3200020 915.05493 12.528353 1.6134117 2000-2009 –> 2010-2019 1.1066719 0.7866699 3582.50287 40.433238 10 21
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + aou + nitrate 56 0.0013694 -569.53494 36.351364 0.0033795 1982-1999 –> 2000-2009 0.6501038 0.6487343 -269.59022 559.681207 12 13
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + aou + nitrate 56 0.0008007 -629.64002 7.937995 0.0022086 1982-1999 –> 2000-2009 0.6783650 0.6775643 -316.91183 325.127700 1 3
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + phosphate_star 56 0.0015096 -558.61891 12.336862 0.0035473 1982-1999 –> 2000-2009 0.6945544 0.6930448 -239.24922 282.484979 15 18
Indo-Pacific (28.3, Inf] 2 cstar_tref ~ aou + nitrate 56 0.0105251 -343.12604 1.389320 0.0306199 1982-1999 –> 2000-2009 0.7281434 0.7176183 -15.51243 197.396492 20 24
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + nitrate 56 0.0008008 -629.62571 5.582700 0.0022026 1982-1999 –> 2000-2009 0.7663105 0.7655097 -281.01853 213.863885 2 7
Indo-Pacific (28.3, Inf] 2 cstar_tref ~ sal + nitrate 56 0.0008009 -631.61787 4.436591 0.0021942 1982-1999 –> 2000-2009 0.7665042 0.7657034 -284.93631 7.594849 3 9
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ temp + nitrate + phosphate_star 56 0.0008934 -617.37129 41.515703 0.0019575 1982-1999 –> 2000-2009 0.7829323 0.7820389 -262.48349 727.882269 7 15
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + aou 56 0.0035132 -464.01711 16.627819 0.0078569 1982-1999 –> 2000-2009 0.7831498 0.7796366 -110.03382 391.574302 17 24
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + temp + phosphate 56 0.0009699 -608.17550 6.220332 0.0027957 1982-1999 –> 2000-2009 0.8080737 0.8071039 -244.01263 188.389952 9 18
Indo-Pacific (28.3, Inf] 3 cstar_tref ~ sal + aou + phosphate 56 0.0009764 -607.41840 8.778050 0.0028090 1982-1999 –> 2000-2009 0.8230862 0.8221098 -237.83958 353.250831 10 21

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 9.5882166 2490.5132
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 8.8608406 2598.9164
Atlantic (26,26.5] 1982-1999 –> 2000-2009 8.0519239 7167.9707
Atlantic (26,26.5] 2000-2009 –> 2010-2019 9.1071988 8140.2122
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.4378513 6867.3685
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.7958500 6744.6693
Atlantic (26.75,27] 1982-1999 –> 2000-2009 6.4016742 10214.4957
Atlantic (26.75,27] 2000-2009 –> 2010-2019 6.5823406 9859.8527
Atlantic (27,27.25] 1982-1999 –> 2000-2009 5.1184612 13423.1105
Atlantic (27,27.25] 2000-2009 –> 2010-2019 5.9762668 11691.8226
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.1127030 16677.8210
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 6.8379901 17285.7775
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 5.5762657 22366.1964
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 7.4087402 25251.5570
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 5.8983891 13111.7650
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 6.8498238 15634.5620
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 8.6696269 43943.1855
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 9.8734130 52521.1174
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 4.1594508 27111.3618
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 4.9096265 29375.5122
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 3.7425364 12872.2849
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 4.1151369 14699.1085
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 2.5738618 8953.4873
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 2.7913611 12619.4141
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.0038587 2022.2284
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.1417516 3081.2907
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.8200346 1803.9121
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.7672051 1433.4130
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 19.6766743 42881.5397
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 19.7734449 64903.5318
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 18.2636859 38787.2271
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 20.4259769 44643.5551
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 16.9536900 34459.6740
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 19.7482556 38401.0603
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 11.9006273 39003.2555
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 13.5469108 46408.6779
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 8.1509968 45644.9870
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 9.6026977 53742.5101
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 6.6832658 54055.9538
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.0051499 62509.0498
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 4.2140487 48911.8432
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.2624618 58957.7271
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 2.4071566 17309.1485
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 2.3304735 21624.5740
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.2246480 21520.8931
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 1.8798253 25201.6754
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.2768395 41784.6271
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 1.8077602 43574.6105
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.5191044 20314.5282
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 1.1544988 20918.9444
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2009 1.3046506 29832.4890
Indo-Pacific (28.1,28.2] 2000-2009 –> 2010-2019 1.2288376 31927.3042
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2009 0.7800206 2048.7128
Indo-Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.0095558 3247.5034
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2009 0.7481223 -226.1588

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)

Version Author Date
fb41d61 Donghe-Zhu 2021-08-20
2db9235 Donghe-Zhu 2021-08-19
27c801d Donghe-Zhu 2021-08-19
2e8d815 Donghe-Zhu 2021-08-19
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
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)

Version Author Date
fb41d61 Donghe-Zhu 2021-08-20
2db9235 Donghe-Zhu 2021-08-19
27c801d Donghe-Zhu 2021-08-19
2e8d815 Donghe-Zhu 2021-08-19
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 7 10 8 6 7 6
(26,26.5] 8 10 4 6 5 8
(26.5,26.75] 7 10 3 7 6 6
(26.75,27] 8 6 4 5 8 5
(27,27.25] 7 8 6 5 10 6
(27.25,27.5] 5 8 5 8 10 6
(27.5,27.75] 7 10 5 6 10 5
(27.75,27.85] 5 10 9 5 8 6
(27.85,27.95] 7 10 6 5 10 5
(27.95,28.05] 6 10 6 6 5 8
(28.05,28.1] 5 10 7 5 9 6
(28.1,28.15] 6 10 4 6 10 5
(28.15,28.2] 7 8 1 6 7 5
(28.2, Inf] 6 10 7 7 6 8
total 91.00 130.00 75.00 83.00 111.00 85.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 8 10 7 6 7 6
(26,26.5] 8 10 4 6 5 8
(26.5,26.75] 7 10 3 7 6 6
(26.75,27] 8 6 5 4 8 5
(27,27.25] 6 10 5 5 10 6
(27.25,27.5] 6 10 4 6 10 5
(27.5,27.75] 5 10 7 5 10 6
(27.75,27.85] 6 10 9 7 6 5
(27.85,27.95] 5 10 7 6 10 5
(27.95,28.05] 7 10 7 7 6 7
(28.05,28.1] 7 10 6 6 7 7
(28.1,28.15] 6 10 4 6 10 5
(28.15,28.2] 6 5 4 7 10 5
(28.2, Inf] 6 9 7 7 6 8
total 91.00 130.00 79.00 85.00 111.00 84.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 10 6 6 5 8
(26,26.5] 7 7 7 7 6 9
(26.5,26.75] 5 8 6 8 9 7
(26.75,27] 6 10 6 4 10 5
(27,27.25] 7 9 7 6 8 6
(27.25,27.5] 7 6 7 5 9 8
(27.5,27.75] 8 5 8 8 8 6
(27.75,27.85] 8 9 6 6 5 8
(27.85,27.95] 5 8 5 8 6 10
(27.95,28.05] 6 7 6 7 7 10
(28.05,28.1] 6 7 6 7 10 7
(28.1,28.2] 8 7 6 7 10 6
(28.2,28.3] 5 10 10 6 6 5
(28.3, Inf] 5 6 2 2 7 6
total 91.00 109.00 88.00 87.00 106.00 101.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 10 6 6 5 8
(26,26.5] 9 7 7 7 7 7
(26.5,26.75] 5 10 5 5 10 7
(26.75,27] 5 7 7 8 8 7
(27,27.25] 6 10 8 6 7 6
(27.25,27.5] 6 6 7 6 10 7
(27.5,27.75] 7 5 7 7 8 8
(27.75,27.85] 9 6 7 5 3 7
(27.85,27.95] 8 3 6 8 6 8
(27.95,28.05] 7 6 6 6 7 10
(28.05,28.1] 7 6 6 6 10 7
(28.1,28.2] 8 7 6 7 10 6
(28.2,28.3] 6 3 9 4 6 5
total 91.00 86.00 87.00 81.00 97.00 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)

Version Author Date
fb41d61 Donghe-Zhu 2021-08-20
2db9235 Donghe-Zhu 2021-08-19
27c801d Donghe-Zhu 2021-08-19
2e8d815 Donghe-Zhu 2021-08-19
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
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)

Version Author Date
fb41d61 Donghe-Zhu 2021-08-20
2db9235 Donghe-Zhu 2021-08-19
27c801d Donghe-Zhu 2021-08-19
2e8d815 Donghe-Zhu 2021-08-19
d98dd99 Donghe-Zhu 2021-08-18
b5955e0 Donghe-Zhu 2021-08-18
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

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_1.33       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_1.1.3      tibble_3.1.3     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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-0        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.2.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.10           rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.13          farver_2.0.3             generics_0.1.0          
[40] jsonlite_1.7.2           zip_2.1.1                magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.6.2             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.8             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.25               
[79] RcppEigen_0.3.3.9.1      later_1.2.0              viridisLite_0.3.0       
[82] ellipsis_0.3.2           here_1.0.1