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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

# remove certain predictor combinations
# lm_rm_ph <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "oxygen") &
#       str_detect(lm_coeff_filter, "phosphate")
#   )

# lm_rm_si <- lm_all %>%
#   filter(str_detect(lm_coeff, "silicate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
#   filter(str_detect(lm_coeff_filter, "silicate"))

# lm_rm_o2 <- lm_all %>%
#   filter(str_detect(lm_coeff, "phosphate_star")) %>%
#   mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
#   filter(
#     str_detect(lm_coeff_filter, "phosphate") &
#       str_detect(lm_coeff_filter, "oxygen")
#   )

# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
#   select(-lm_coeff_filter) %>%
#   unique()

# lm_rm <- lm_rm_ph %>%
#   select(-lm_coeff_filter) %>%
#   unique()
# 
# lm_all <- anti_join(lm_all, lm_rm)

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

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

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

3 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 112

4 Fit all models

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

  • cstar_tref

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

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

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

5 Prepare coeffcients

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

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

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

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

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

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

5.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

5.3 VIF threshold

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

  • 1000

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

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

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

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

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

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

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

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 140 3.6265697 772.02321 28.170142 10.0149831 1982-1999 –> 2000-2012 5.332778 1.7062087 1051.6601 50.386272 2 8
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 140 3.8186112 786.47109 65.314344 12.1059671 1982-1999 –> 2000-2012 5.504476 1.6858651 1064.4767 81.850156 10 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 140 3.8741141 790.51155 63.271534 10.1055894 1982-1999 –> 2000-2012 5.553535 1.6794207 1067.9962 74.275609 12 13
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 140 3.7374228 780.45375 25.704634 11.7039854 1982-1999 –> 2000-2012 5.586994 1.8495710 1071.0631 95.887351 8 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 140 3.8572512 789.29014 12.674404 13.2754640 1982-1999 –> 2000-2012 5.715328 1.8580764 1080.5235 99.066498 11 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 140 4.0402024 802.26533 66.927172 9.0161985 1982-1999 –> 2000-2012 5.720905 1.6807025 1079.8538 79.817376 14 16
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 140 4.0423027 802.41085 99.610770 8.9345569 1982-1999 –> 2000-2012 5.730219 1.6879164 1080.5818 111.496547 15 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 140 4.2000427 813.12930 15.248103 13.5412523 1982-1999 –> 2000-2012 5.914686 1.7146436 1093.4369 41.152021 30 37
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 140 4.1850808 812.13007 52.864998 10.3961298 1982-1999 –> 2000-2012 5.998990 1.8139088 1100.0915 242.395186 28 40
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 140 4.0423219 800.41218 53.913922 8.9457096 1982-1999 –> 2000-2012 5.999668 1.9573457 1096.7240 62.068533 16 37
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 51 0.3756401 58.86112 37.985442 1.0819180 2000-2012 –> 2008-2019 4.017962 3.6423220 832.0979 101.711511 5 10
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 51 0.4539378 78.17263 37.579134 1.1492278 2000-2012 –> 2008-2019 4.080508 3.6265697 850.1958 65.749276 13 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 51 0.4621250 79.99591 112.344902 1.1887474 2000-2012 –> 2008-2019 4.199548 3.7374228 860.4497 138.049536 16 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 51 0.4531740 78.00086 12.969790 1.1420612 2000-2012 –> 2008-2019 4.327288 3.8741141 868.5124 76.241324 12 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 51 0.3618394 55.04314 18.281666 0.9857251 2000-2012 –> 2008-2019 4.402042 4.0402024 857.3085 85.208838 1 15
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 51 0.6062922 107.69162 71.959254 1.6152528 2000-2012 –> 2008-2019 4.424903 3.8186112 894.1627 137.273598 19 29
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 51 0.3782080 59.55602 73.279796 1.0679523 2000-2012 –> 2008-2019 4.453786 4.0755782 864.2623 144.043002 6 25
Atlantic (-Inf,26] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 51 0.3782157 57.55809 12.945713 1.0660940 2000-2012 –> 2008-2019 4.458635 4.0804191 860.5968 48.755969 7 28
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 51 0.6101377 108.33653 226.132594 1.6312628 2000-2012 –> 2008-2019 4.467389 3.8572512 897.6267 238.806999 25 36
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 51 0.4565201 78.75124 15.221059 1.1561800 2000-2012 –> 2008-2019 4.498823 4.0423027 881.1621 114.831829 14 29
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 396 4.1730835 2269.29424 193.524090 11.3055726 1982-1999 –> 2000-2012 7.403559 3.2304753 4382.4642 484.216359 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 396 4.1814004 2270.87111 185.610157 11.0001096 1982-1999 –> 2000-2012 7.463021 3.2816205 4396.7646 481.514149 2 4
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 396 4.5027485 2329.51220 11.297246 13.6819861 1982-1999 –> 2000-2012 7.827197 3.3244481 4465.9084 25.638295 6 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 396 4.4507945 2320.32075 10.944848 9.7546933 1982-1999 –> 2000-2012 7.830107 3.3793122 4469.9754 27.920297 3 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 396 4.5070033 2330.26024 12.130643 9.7593963 1982-1999 –> 2000-2012 7.895140 3.3881366 4482.0273 22.971577 7 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 396 4.6067712 2347.60088 12.620095 15.3359198 1982-1999 –> 2000-2012 7.947903 3.3411323 4488.0520 23.507347 13 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 396 4.5733406 2341.83251 11.842040 10.2526730 1982-1999 –> 2000-2012 7.982543 3.4092025 4498.6202 25.753769 10 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 396 4.6402162 2353.33000 11.816812 15.5341992 1982-1999 –> 2000-2012 7.989146 3.3489297 4495.6693 22.802412 14 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 396 4.8888948 2394.67660 13.653814 15.1388060 1982-1999 –> 2000-2012 8.253416 3.3645208 4540.7781 24.898080 21 27
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 396 4.4702281 2323.77136 38.812436 15.1093038 1982-1999 –> 2000-2012 8.374572 3.9043433 4590.4042 173.528584 4 25
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 407 3.5240462 2140.76739 271.355982 12.4654098 2000-2012 –> 2008-2019 7.697130 4.1730835 4410.0616 464.880072 2 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 407 3.6656532 2172.04840 270.392396 12.2567774 2000-2012 –> 2008-2019 7.847054 4.1814004 4442.9195 456.002553 7 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 407 3.5418412 2144.76667 10.771845 12.4617157 2000-2012 –> 2008-2019 8.044590 4.5027485 4474.2789 22.069091 3 9
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 407 3.6815602 2175.48648 10.269462 12.2280994 2000-2012 –> 2008-2019 8.132355 4.4507945 4495.8072 21.214310 8 11
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 407 3.5451799 2145.51479 10.294332 12.4557651 2000-2012 –> 2008-2019 8.151951 4.6067712 4493.1157 22.914427 4 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 407 3.5470701 2145.93802 9.393585 12.4408960 2000-2012 –> 2008-2019 8.187286 4.6402162 4499.2680 21.210397 5 19
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 407 3.6830134 2175.79983 10.231101 12.2399821 2000-2012 –> 2008-2019 8.190017 4.5070033 4506.0601 22.361744 9 16
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 407 3.6877305 2176.81610 9.391597 12.2365595 2000-2012 –> 2008-2019 8.261071 4.5733406 4518.6486 21.233637 10 20
Atlantic (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 407 3.8850962 2218.21251 161.453205 17.4936610 2000-2012 –> 2008-2019 8.355324 4.4702281 4541.9839 200.265641 20 24
Atlantic (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 407 3.8687650 2214.86786 162.007479 17.1594380 2000-2012 –> 2008-2019 8.395203 4.5264381 4548.5360 174.127222 18 26
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 612 3.1248504 3145.38974 79.101916 14.9327624 1982-1999 –> 2000-2012 5.833577 2.7087265 5792.1944 159.878737 8 10
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 612 3.1052173 3137.67521 73.969062 15.3395760 1982-1999 –> 2000-2012 5.845394 2.7401763 5797.0625 153.360922 6 9
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 612 2.9966232 3094.10370 43.044502 15.8354945 1982-1999 –> 2000-2012 5.857260 2.8606372 5800.3851 115.287869 1 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 612 3.1072450 3138.47422 83.126533 15.5935696 1982-1999 –> 2000-2012 5.878052 2.7708069 5809.9783 165.165522 7 12
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 612 2.9974629 3094.44665 43.011691 16.5095936 1982-1999 –> 2000-2012 5.895252 2.8977892 5814.7931 115.478830 2 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 612 3.0074476 3098.51704 42.972026 16.7153826 1982-1999 –> 2000-2012 5.918191 2.9107434 5823.7253 115.791156 3 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 612 3.0379473 3110.86760 82.564807 15.7105060 1982-1999 –> 2000-2012 5.928413 2.8904654 5828.4557 168.834906 4 18
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 612 3.2740746 3202.48793 86.116386 13.7766975 1982-1999 –> 2000-2012 5.940272 2.6661974 5832.0430 205.672375 15 16
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 612 3.0387248 3109.18083 9.254214 15.8344301 1982-1999 –> 2000-2012 5.997781 2.9590566 5850.3327 25.081450 5 23
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 612 3.1462759 3151.75343 8.877922 15.5532664 1982-1999 –> 2000-2012 6.074071 2.9277948 5881.3284 24.199933 11 28
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 534 4.2302481 2978.20235 35.552869 11.6062367 2000-2012 –> 2008-2019 7.226871 2.9966232 6072.3061 78.597371 12 13
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 534 4.1467367 2957.54558 89.536130 11.3888163 2000-2012 –> 2008-2019 7.251954 3.1052173 6095.2208 163.505191 7 13
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 534 4.1296789 2953.27516 89.934141 11.3047289 2000-2012 –> 2008-2019 7.254529 3.1248504 6098.6649 169.036056 5 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 534 4.2580817 2984.99654 35.821353 11.7365560 2000-2012 –> 2008-2019 7.255545 2.9974629 6079.4432 78.833044 14 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 534 4.1621258 2961.38321 90.397489 11.5360450 2000-2012 –> 2008-2019 7.269371 3.1072450 6099.8574 173.524022 8 15
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 534 4.2627105 2986.12214 35.876021 11.7437637 2000-2012 –> 2008-2019 7.270158 3.0074476 6084.6392 78.848046 15 18
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 534 4.0889301 2943.00186 290.646816 11.1096723 2000-2012 –> 2008-2019 7.363005 3.2740746 6145.4898 376.763202 3 18
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 534 4.2815668 2988.69482 16.942626 12.5928829 2000-2012 –> 2008-2019 7.427843 3.1462759 6140.4482 25.820548 16 27
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 534 4.3056900 2994.51546 5.207178 12.7429074 2000-2012 –> 2008-2019 7.448538 3.1428483 6144.9347 7.927903 17 27
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 534 4.3098186 2995.50839 7.405530 12.7568392 2000-2012 –> 2008-2019 7.459872 3.1500535 6148.7305 11.611379 18 30
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1055 2.4154102 4868.70419 182.631449 6.8273550 1982-1999 –> 2000-2012 4.029145 1.6137343 9011.6413 360.245528 4 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1055 2.3436834 4805.09749 90.227559 6.5183876 1982-1999 –> 2000-2012 4.074446 1.7307627 9100.3791 164.038372 1 4
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1055 2.3492863 4810.13574 87.098105 6.4671893 1982-1999 –> 2000-2012 4.140353 1.7910665 9179.9432 160.814745 2 7
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1055 2.3753307 4833.39869 93.598276 6.4067649 1982-1999 –> 2000-2012 4.204778 1.8294476 9249.3435 167.473290 3 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1055 2.5380632 4973.21701 48.240985 11.7773645 1982-1999 –> 2000-2012 4.293829 1.7557659 9299.7090 96.211703 5 9
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1055 2.6510056 5063.08165 76.189466 12.7902357 1982-1999 –> 2000-2012 4.345625 1.6946197 9310.4413 216.546218 9 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1055 2.5910442 5016.80897 48.232036 11.7872346 1982-1999 –> 2000-2012 4.412476 1.8214314 9423.1982 96.204484 6 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1055 2.6154090 5036.55756 48.235485 11.7544358 1982-1999 –> 2000-2012 4.464568 1.8491588 9475.8220 96.208151 7 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 1055 2.6759936 5082.87707 18.447678 12.7690408 1982-1999 –> 2000-2012 4.487354 1.8113603 9475.2013 49.068170 10 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1055 2.7233860 5119.91861 3.769833 12.7731351 1982-1999 –> 2000-2012 4.597858 1.8744718 9586.7683 9.580577 12 22
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1053 2.4604111 4712.83491 92.253062 8.1398046 2000-2012 –> 2008-2019 4.804094 2.3436834 9517.9324 182.480620 1 2
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1053 2.4689737 4719.87348 91.108210 8.1972492 2000-2012 –> 2008-2019 4.818260 2.3492863 9530.0092 178.206315 3 5
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1053 2.4924684 4739.06166 95.543427 8.3448341 2000-2012 –> 2008-2019 4.867799 2.3753307 9572.4603 189.141703 4 7
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1053 2.4629711 4714.94182 245.618226 11.1810759 2000-2012 –> 2008-2019 4.878381 2.4154102 9583.6460 428.249675 2 6
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1053 2.6624368 4872.71333 104.401731 10.4217947 2000-2012 –> 2008-2019 5.299693 2.6372558 9926.8227 209.059569 5 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1053 2.8358453 5000.55046 34.387475 13.4926935 2000-2012 –> 2008-2019 5.373909 2.5380632 9973.7675 82.628460 6 11
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1053 2.8686602 5023.85966 34.430806 13.5907862 2000-2012 –> 2008-2019 5.459704 2.5910442 10040.6686 82.662842 8 14
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1053 2.8816151 5032.98849 34.436608 13.6025387 2000-2012 –> 2008-2019 5.497024 2.6154090 10069.5460 82.672093 10 17
Atlantic (26.75,27] 4 cstar_tref ~ sal + aou + silicate + phosphate 1053 2.8789253 5029.09641 23.732990 13.3019937 2000-2012 –> 2008-2019 5.598202 2.7192766 10145.8287 42.896735 9 20
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1053 2.9977657 5111.04852 168.858485 13.9592926 2000-2012 –> 2008-2019 5.648771 2.6510056 10174.1302 245.047952 11 20
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1437 2.4686776 6689.21315 56.933131 11.4124629 1982-1999 –> 2000-2012 3.844743 1.3760657 11281.5451 137.635979 7 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1437 2.3122688 6501.10008 167.929802 8.5603581 1982-1999 –> 2000-2012 3.848813 1.5365439 11383.9812 328.694603 2 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1437 2.3818360 6586.29235 128.408127 7.6642907 1982-1999 –> 2000-2012 3.850618 1.4687825 11350.3752 272.067558 5 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1437 2.3091623 6497.23634 130.363282 8.8441676 1982-1999 –> 2000-2012 3.860252 1.5510900 11404.9355 275.426666 1 10
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1437 2.3700284 6572.00951 122.917856 7.8393399 1982-1999 –> 2000-2012 3.869013 1.4989843 11389.7045 264.748443 4 10
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1437 2.4951420 6719.85868 40.432465 11.7142368 1982-1999 –> 2000-2012 3.932294 1.4371515 11426.5973 60.320533 9 11
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1437 2.5093979 6736.23252 40.498955 11.7968980 1982-1999 –> 2000-2012 3.968047 1.4586491 11482.0798 60.381789 11 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1437 2.4961744 6719.04766 55.724083 10.8184059 1982-1999 –> 2000-2012 4.038763 1.5425888 11610.2708 130.092455 10 18
Atlantic (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1437 2.6958463 6942.21013 325.239823 7.5010366 1982-1999 –> 2000-2012 4.168844 1.4729980 11713.8419 664.972411 13 18
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1437 2.7046392 6951.56885 40.000917 14.7449603 1982-1999 –> 2000-2012 4.407130 1.7024906 12104.5839 59.751244 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1413 2.0524546 5850.67165 239.195905 9.4800509 2000-2012 –> 2008-2019 4.364723 2.3122688 12351.7717 407.125707 1 3
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1413 2.1430917 5968.64330 89.997882 8.8211216 2000-2012 –> 2008-2019 4.463429 2.3203377 12479.7550 161.351887 2 5
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1413 2.1792967 6014.37825 203.419585 9.8308914 2000-2012 –> 2008-2019 4.488459 2.3091623 12511.6146 333.782867 3 4
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1413 2.2607152 6114.51190 175.422663 8.3168168 2000-2012 –> 2008-2019 4.630744 2.3700284 12686.5214 298.340519 5 9
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1413 2.2633978 6117.74949 191.044404 8.2777765 2000-2012 –> 2008-2019 4.645234 2.3818360 12704.0418 319.452530 6 11
Atlantic (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + silicate 1413 2.2636726 6116.08092 89.779934 8.2812546 2000-2012 –> 2008-2019 4.659689 2.3960160 12717.4326 158.417237 7 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1413 2.1895159 6027.14993 250.047529 9.9996164 2000-2012 –> 2008-2019 4.679788 2.4902723 12741.3941 424.468421 4 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1413 2.2891446 6148.62876 58.164197 11.6310471 2000-2012 –> 2008-2019 4.757822 2.4686776 12837.8419 115.097328 8 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1413 2.2893024 6148.81687 635.745916 11.8471145 2000-2012 –> 2008-2019 4.762086 2.4727840 12842.8067 1167.989285 9 17
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1413 2.2900100 6147.66062 52.330842 11.7576759 2000-2012 –> 2008-2019 4.786185 2.4961744 12866.7083 108.054925 10 21
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2850 3.2564015 14831.49932 245.360928 13.4251442 1982-1999 –> 2000-2012 5.107095 1.8506940 22857.3573 700.758672 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2850 3.3157381 14934.42705 48.567618 10.6926007 1982-1999 –> 2000-2012 5.400512 2.0847742 23429.3002 110.282206 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2850 3.5014702 15245.09232 180.395829 11.1984692 1982-1999 –> 2000-2012 5.463636 1.9621656 23501.2763 457.873372 9 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2850 3.2654201 14847.26362 284.184536 13.5994961 1982-1999 –> 2000-2012 5.513261 2.2478410 23638.7061 798.689735 2 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2850 3.5031568 15247.83733 240.207151 12.0920084 1982-1999 –> 2000-2012 5.515098 2.0119408 23602.6723 680.789437 10 13
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 2850 3.5089914 15255.32290 43.898075 11.6858281 1982-1999 –> 2000-2012 5.593892 2.0849007 23748.4350 105.554247 11 16
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2850 3.3484321 14990.35518 212.427067 12.5520844 1982-1999 –> 2000-2012 5.597742 2.2493100 23784.3704 529.932462 5 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2850 3.4820553 15213.39921 270.559502 12.2539156 1982-1999 –> 2000-2012 5.776209 2.2941534 24085.1522 720.631138 8 17
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2850 3.5613667 15339.77258 227.857227 15.4461187 1982-1999 –> 2000-2012 5.855332 2.2939650 24209.2021 663.331913 14 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2850 3.3363303 14969.71707 319.631128 11.2760235 1982-1999 –> 2000-2012 5.968602 2.6322719 24382.8797 879.405422 4 25
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2502 3.4110058 12841.54495 562.116098 10.5633751 2000-2012 –> 2008-2019 6.747336 3.3363303 27811.2620 881.747226 5 9
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2502 3.4422055 12885.68687 349.186342 10.9818998 2000-2012 –> 2008-2019 6.812902 3.3706962 27913.8166 530.345717 7 13
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2502 3.5834344 13080.62147 383.035606 9.6353383 2000-2012 –> 2008-2019 6.839836 3.2564015 27912.1208 628.396534 14 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2502 3.3239502 12716.20806 52.562487 12.2083989 2000-2012 –> 2008-2019 6.854730 3.5307802 28008.8152 103.920889 1 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2502 3.6020727 13105.77176 533.695871 11.9919512 2000-2012 –> 2008-2019 6.867493 3.2654201 27953.0354 817.880407 17 19
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2502 3.5588873 13047.29757 50.835683 10.2833680 2000-2012 –> 2008-2019 6.874625 3.3157381 27981.7246 99.403301 10 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2502 3.3387610 12737.76167 52.480266 12.5731354 2000-2012 –> 2008-2019 6.940923 3.6021620 28144.4564 103.829877 2 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2502 3.3408231 12740.75510 52.064159 12.5386928 2000-2012 –> 2008-2019 6.942969 3.6021460 28147.4245 103.064340 3 20
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2502 3.6032840 13107.40180 369.174576 11.9051170 2000-2012 –> 2008-2019 6.951716 3.3484321 28097.7570 581.601643 18 23
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 2502 3.6012740 13102.69660 44.119859 10.4858717 2000-2012 –> 2008-2019 6.997527 3.3962529 28171.8809 88.022226 16 23
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5175 2.3780726 23666.11886 19.108388 19.6948731 1982-1999 –> 2000-2012 4.078974 1.7009015 38138.1376 35.469324 1 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5175 2.3783523 23667.33601 18.533737 19.4990860 1982-1999 –> 2000-2012 4.079070 1.7007180 38138.5550 34.569478 2 3
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5175 2.3869410 23704.64460 18.605761 19.2420956 1982-1999 –> 2000-2012 4.088461 1.7015198 38179.3579 34.131879 3 6
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5175 2.4050434 23782.84221 28.506872 17.5147623 1982-1999 –> 2000-2012 4.119702 1.7146584 38314.5841 63.013864 4 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5175 2.4104113 23805.91674 469.339255 17.3814417 1982-1999 –> 2000-2012 4.179456 1.7690451 38569.1683 1113.593117 5 11
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5175 2.5469706 24374.27701 18.494099 22.7492948 1982-1999 –> 2000-2012 4.252431 1.7054602 38864.1399 33.752121 13 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5175 2.4269547 23874.70935 17.379535 18.1983011 1982-1999 –> 2000-2012 4.257102 1.8301472 38887.7146 31.886642 7 15
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5175 2.4271915 23875.71919 17.278372 18.4527010 1982-1999 –> 2000-2012 4.258567 1.8313758 38893.6998 31.320496 8 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 5175 2.4518186 23980.20480 17.252785 16.1192263 1982-1999 –> 2000-2012 4.281535 1.8297160 38991.4629 31.135508 10 17
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5175 2.4492960 23969.55020 17.786194 17.6933498 1982-1999 –> 2000-2012 4.287940 1.8386443 39016.8979 32.120534 9 19
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5034 2.0997244 21172.01165 721.183442 11.4007319 2000-2012 –> 2008-2019 4.486050 2.3863251 44873.9853 1580.722968 1 4
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5034 2.1736615 21510.88285 651.395212 10.9843885 2000-2012 –> 2008-2019 4.577035 2.4033735 45286.5362 1356.615749 2 8
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5034 2.1981788 21618.71108 600.437631 11.2684697 2000-2012 –> 2008-2019 4.604090 2.4059114 45403.2879 1259.937348 3 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5034 2.2263861 21745.56406 20.723597 11.2788488 2000-2012 –> 2008-2019 4.604459 2.3780726 45411.6829 39.831985 4 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5034 2.2290650 21757.33914 20.784357 11.2202422 2000-2012 –> 2008-2019 4.607417 2.3783523 45424.6752 39.318094 5 7
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5034 2.2293892 21758.76310 731.089304 11.0630005 2000-2012 –> 2008-2019 4.626548 2.3971588 45507.6183 1558.731975 6 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5034 2.2558237 21874.18664 20.696618 11.3841235 2000-2012 –> 2008-2019 4.642765 2.3869410 45578.8312 39.302379 7 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5034 2.2948547 22042.16224 30.545737 10.2487633 2000-2012 –> 2008-2019 4.699898 2.4050434 45825.0044 59.052608 10 17
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5034 2.2897460 22020.33918 636.991621 10.1381056 2000-2012 –> 2008-2019 4.700157 2.4104113 45826.2559 1106.330877 9 19
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 5034 2.2949050 22040.37682 30.488854 10.2274780 2000-2012 –> 2008-2019 4.707279 2.4123741 45852.7184 58.613281 11 22
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2017 1.2395918 6604.42931 27.031832 13.6169558 1982-1999 –> 2000-2012 2.072977 0.8333849 9781.8538 61.024414 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2017 1.2874718 6757.31094 31.673358 13.6990879 1982-1999 –> 2000-2012 2.170707 0.8832352 10083.3448 60.775293 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2017 1.2901852 6765.80370 32.087438 13.7608059 1982-1999 –> 2000-2012 2.174603 0.8844183 10095.2617 60.462680 4 7
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2017 1.2903166 6766.21472 29.911532 13.7255811 1982-1999 –> 2000-2012 2.174812 0.8844955 10095.8961 56.208777 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 2017 1.2690575 6697.19753 20.985940 13.5044574 1982-1999 –> 2000-2012 2.223563 0.9545051 10219.7359 52.689516 2 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2017 1.3230960 6865.41508 28.556650 14.2406629 1982-1999 –> 2000-2012 2.230745 0.9076492 10259.1964 53.594371 8 13
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2017 1.3141429 6840.02513 26.437967 14.4423222 1982-1999 –> 2000-2012 2.249236 0.9350934 10312.0053 56.721247 6 12
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2017 1.3185032 6851.38754 18.104657 14.3862050 1982-1999 –> 2000-2012 2.300091 0.9815877 10445.4945 46.773268 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 2017 1.7763496 8053.77500 26.541916 11.5094673 1982-1999 –> 2000-2012 2.818062 1.0417122 11799.9541 50.596122 13 22
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 2017 1.5121638 7404.22486 17.434477 13.4611617 1982-1999 –> 2000-2012 2.906285 1.3941212 11895.8015 39.068917 9 27
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1866 1.1569890 5684.68829 27.734067 5.1416231 2000-2012 –> 2008-2019 2.396581 1.2395918 12289.1176 54.765899 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1866 1.2066313 5834.93795 19.953177 4.8604587 2000-2012 –> 2008-2019 2.475689 1.2690575 12532.1355 40.939118 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1866 1.2071618 5838.53077 31.924265 5.2793326 2000-2012 –> 2008-2019 2.494633 1.2874718 12595.8417 63.597623 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1866 1.2096053 5845.85914 30.518588 5.2800704 2000-2012 –> 2008-2019 2.499922 1.2903166 12612.0739 60.430120 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1866 1.2115940 5851.81230 32.089882 5.2978082 2000-2012 –> 2008-2019 2.501779 1.2901852 12617.6160 64.177320 5 9
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1866 1.2423746 5940.73008 29.422801 5.1282764 2000-2012 –> 2008-2019 2.565471 1.3230960 12806.1452 57.979451 6 14
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1866 1.2791066 6048.32386 27.351534 5.8341585 2000-2012 –> 2008-2019 2.593250 1.3141429 12888.3490 53.789501 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1866 1.2995529 6103.79488 17.571439 5.8114425 2000-2012 –> 2008-2019 2.618056 1.3185032 12955.1824 35.676096 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1866 1.4979933 6618.78734 17.761056 7.3947227 2000-2012 –> 2008-2019 3.011717 1.5137239 14027.1719 37.299118 9 19
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1866 1.5018470 6628.09835 16.420783 7.5003082 2000-2012 –> 2008-2019 3.014011 1.5121638 14032.3232 33.855260 10 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2072 2.6111637 9871.47587 29.615120 25.2701254 1982-1999 –> 2000-2012 3.682045 1.0708815 14118.6752 63.079013 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2072 2.6416321 9919.55028 49.150920 25.3552479 1982-1999 –> 2000-2012 3.756330 1.1146974 14280.8765 97.089349 2 4
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2072 2.6489885 9931.07435 29.186708 25.3952515 1982-1999 –> 2000-2012 3.764926 1.1159375 14295.5651 53.520375 3 6
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2072 2.6687646 9961.89660 46.733660 25.5425909 1982-1999 –> 2000-2012 3.787397 1.1186329 14333.2530 93.292581 5 9
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2072 2.7574068 10095.30184 22.101796 25.9559793 1982-1999 –> 2000-2012 3.882614 1.1252072 14481.3356 45.487962 10 15
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 2072 2.6531490 9935.57777 29.443004 24.7620850 1982-1999 –> 2000-2012 3.893650 1.2405012 14599.2339 59.912018 4 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 2072 2.6859799 9986.54235 23.296695 24.9395843 1982-1999 –> 2000-2012 3.913735 1.2277552 14620.8048 42.608348 6 12
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2072 2.7242330 10045.14382 49.055821 25.0033325 1982-1999 –> 2000-2012 4.014578 1.2903453 14820.9163 91.350359 8 17
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2072 2.7391171 10067.72339 25.494647 25.0429796 1982-1999 –> 2000-2012 4.033866 1.2947484 14853.1909 46.518667 9 19
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2072 2.8155240 10183.73619 25.126965 26.0105676 1982-1999 –> 2000-2012 4.070214 1.2546895 14881.7590 53.880662 13 21
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1808 1.5966178 6614.11745 25.819558 12.0203959 2000-2012 –> 2008-2019 4.207782 2.6111637 16485.5933 55.434678 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1808 1.6506264 6730.48657 51.334448 12.0952508 2000-2012 –> 2008-2019 4.292258 2.6416321 16650.0369 100.485368 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1808 1.6569085 6743.77431 27.892557 12.1563005 2000-2012 –> 2008-2019 4.305897 2.6489885 16674.8487 57.079265 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1808 1.6635653 6757.79985 48.420227 12.1893583 2000-2012 –> 2008-2019 4.332330 2.6687646 16719.6965 95.153886 4 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1808 1.7884706 7009.04715 25.815608 11.9900382 2000-2012 –> 2008-2019 4.441619 2.6531490 16944.6249 55.258612 6 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1808 1.7179678 6868.36202 24.827665 13.0181755 2000-2012 –> 2008-2019 4.475375 2.7574068 16963.6639 46.929461 5 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate 1808 1.9878768 7378.80789 976.077066 19.6834306 2000-2012 –> 2008-2019 4.619099 2.6312219 17279.9951 1909.617235 10 12
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1808 1.8254625 7082.66016 24.950435 12.0335377 2000-2012 –> 2008-2019 4.640987 2.8155240 17266.3964 50.077401 7 22
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1808 2.0229211 7439.93688 25.318426 13.5457823 2000-2012 –> 2008-2019 4.708901 2.6859799 17426.4792 48.615121 11 18
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1808 1.9357131 7287.79132 624.875099 13.0690141 2000-2012 –> 2008-2019 4.738107 2.8023938 17452.1567 1176.058441 8 21
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2321 4.0410650 13083.30405 92.981041 19.7231307 1982-1999 –> 2000-2012 7.316311 3.2752456 21997.1161 164.391079 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2321 4.0738135 13120.77084 33.310841 19.6945784 1982-1999 –> 2000-2012 7.471960 3.3981464 22160.4189 69.558840 2 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2321 4.0762058 13123.49601 35.053819 19.5064168 1982-1999 –> 2000-2012 7.473832 3.3976258 22162.6207 58.041743 4 9
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2321 4.0761901 13123.47819 108.219774 19.5058772 1982-1999 –> 2000-2012 7.473874 3.3976843 22162.6617 187.499582 3 9
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2321 4.1417296 13195.52147 89.560172 19.4298890 1982-1999 –> 2000-2012 7.476563 3.3348329 22168.9230 153.732971 9 11
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2321 4.0979272 13146.16684 27.401426 19.1977827 1982-1999 –> 2000-2012 7.545624 3.4476971 22233.2663 44.990997 6 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2321 4.0762375 13121.53219 23.078536 19.5135385 1982-1999 –> 2000-2012 7.562981 3.4867433 22247.1014 43.713510 5 18
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2321 4.1072607 13156.72749 31.436093 18.9397391 1982-1999 –> 2000-2012 7.563314 3.4560532 22252.0962 51.775197 8 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2321 4.1062176 13155.54840 94.802838 18.9703577 1982-1999 –> 2000-2012 7.563549 3.4573319 22252.1808 172.189815 7 17
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2321 4.2466042 13311.60009 79.080395 21.4210030 1982-1999 –> 2000-2012 7.588228 3.3416237 22291.9506 134.750113 11 14
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2162 3.2855105 10948.66675 106.421322 20.0456657 2000-2012 –> 2008-2019 7.326575 4.0410650 24031.9708 199.402363 2 3
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2162 3.2748683 10935.06627 35.588442 20.6166104 2000-2012 –> 2008-2019 7.348682 4.0738135 24055.8371 68.899283 1 3
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2162 3.2863929 10949.79239 121.175154 20.5945325 2000-2012 –> 2008-2019 7.362583 4.0761901 24073.2706 229.394928 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2162 3.2868927 10950.42992 39.854875 20.5765460 2000-2012 –> 2008-2019 7.363099 4.0762058 24073.9259 74.908693 4 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2162 3.2897477 10952.06953 25.479571 20.3859100 2000-2012 –> 2008-2019 7.365985 4.0762375 24073.6017 48.558107 5 10
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2162 3.3710088 11054.35920 32.610353 20.8534256 2000-2012 –> 2008-2019 7.468936 4.0979272 24200.5260 60.011779 6 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2162 3.3937532 11082.54790 112.562825 20.8795419 2000-2012 –> 2008-2019 7.499971 4.1062176 24238.0963 207.365664 7 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2162 3.3988557 11088.84581 38.015425 20.8440417 2000-2012 –> 2008-2019 7.506116 4.1072607 24245.5733 69.451518 8 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 2162 3.4755382 11182.37156 105.299897 20.5642811 2000-2012 –> 2008-2019 7.617268 4.1417296 24377.8930 194.860069 9 18
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 2162 3.5142372 11226.79017 18.155752 20.8147029 2000-2012 –> 2008-2019 7.656159 4.1419217 24420.5269 33.347070 11 21
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1293 1.2492530 4258.87837 70.787194 8.7270237 1982-1999 –> 2000-2012 1.965851 0.7165982 6348.7339 131.987535 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1293 1.2553932 4269.55763 63.969135 9.2130840 1982-1999 –> 2000-2012 1.973571 0.7181783 6361.6244 123.258796 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1293 1.2645070 4290.26346 251.145780 8.6347384 1982-1999 –> 2000-2012 1.994505 0.7299985 6415.5430 465.849851 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1293 1.2694872 4298.42844 218.858899 9.0852592 1982-1999 –> 2000-2012 2.003414 0.7339265 6431.9687 411.968304 4 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1293 1.2716673 4304.86548 58.815447 8.7326070 1982-1999 –> 2000-2012 2.005017 0.7333501 6438.9033 98.520969 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1293 1.2753499 4310.34351 56.054975 9.1155496 1982-1999 –> 2000-2012 2.013888 0.7385383 6455.8606 92.660924 6 12
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1293 1.2909196 4343.72274 222.021508 9.2860741 1982-1999 –> 2000-2012 2.030552 0.7396326 6494.0708 413.282911 8 15
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1293 1.2920010 4343.88810 214.225406 9.1371324 1982-1999 –> 2000-2012 2.057940 0.7659391 6559.0588 403.545306 10 18
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1293 1.2816036 4322.99304 70.786981 8.3757704 1982-1999 –> 2000-2012 2.122199 0.8405956 6715.9950 131.330566 7 17
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1293 1.2914853 4340.85571 63.860285 8.9816621 1982-1999 –> 2000-2012 2.138607 0.8471216 6746.6443 123.012592 9 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1248 1.3049060 4108.71892 108.878264 9.1151090 2000-2012 –> 2008-2019 2.554159 1.2492530 8367.5973 179.665458 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1248 1.3050765 4107.03646 108.734828 9.0805024 2000-2012 –> 2008-2019 2.560470 1.2553932 8376.5941 172.703963 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1248 1.3227903 4141.79704 416.880151 9.0730899 2000-2012 –> 2008-2019 2.587297 1.2645070 8432.0605 668.025931 5 8
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1248 1.3232867 4140.70884 336.229139 9.0089320 2000-2012 –> 2008-2019 2.592774 1.2694872 8439.1373 555.088038 6 10
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1248 1.3129354 4121.62551 102.057645 8.8931141 2000-2012 –> 2008-2019 2.594539 1.2816036 8444.6186 172.844626 3 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1248 1.3283606 4152.00841 82.514062 9.1623298 2000-2012 –> 2008-2019 2.600028 1.2716673 8456.8739 141.329509 7 12
Atlantic (28.05,28.1] 3 cstar_tref ~ temp + aou + phosphate 1248 1.3132259 4120.16314 100.367499 8.9264687 2000-2012 –> 2008-2019 2.604711 1.2914853 8461.0189 164.227785 4 13
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1248 1.3294923 4152.07765 82.461348 9.0697763 2000-2012 –> 2008-2019 2.604842 1.2753499 8462.4212 138.516323 8 14
Atlantic (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1248 1.3319571 4156.57855 398.615526 8.8210607 2000-2012 –> 2008-2019 2.632578 1.3006208 8517.6623 644.283469 9 20
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1248 1.3423895 4177.53711 350.928728 9.4144883 2000-2012 –> 2008-2019 2.633309 1.2909196 8521.2598 572.950236 13 21
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1976 1.2477557 6496.40653 87.419543 7.9136025 1982-1999 –> 2000-2012 1.889403 0.6416477 8804.1303 151.997980 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1976 1.2522964 6510.76205 119.530622 7.9098765 1982-1999 –> 2000-2012 1.906114 0.6538181 8862.6793 283.290708 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1976 1.2626105 6543.17814 58.554842 7.7139133 1982-1999 –> 2000-2012 1.920762 0.6581513 8910.6318 94.550836 3 6
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1976 1.3197451 6718.08257 96.173421 7.5683401 1982-1999 –> 2000-2012 1.985099 0.6653537 9111.1352 234.975201 5 9
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1976 1.3209547 6719.70311 73.223886 10.8031252 1982-1999 –> 2000-2012 2.015284 0.6943290 9211.0148 136.616364 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1976 1.3392340 6774.01568 96.118242 7.3541426 1982-1999 –> 2000-2012 2.016942 0.6777079 9208.3397 234.919982 9 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1976 1.3402098 6776.89411 49.085455 7.3021138 1982-1999 –> 2000-2012 2.034977 0.6947676 9269.6911 102.074143 10 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1976 1.3282430 6741.44811 102.318743 10.8984843 1982-1999 –> 2000-2012 2.042239 0.7139957 9298.4538 250.525504 8 18
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1976 1.3438584 6787.63830 101.438638 7.2733886 1982-1999 –> 2000-2012 2.045099 0.7012411 9302.2486 250.296388 12 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1976 1.3496130 6804.52522 42.039181 7.1335363 1982-1999 –> 2000-2012 2.052563 0.7029501 9324.8607 75.582256 13 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1936 1.1047868 5708.71600 144.706293 6.6442763 2000-2012 –> 2008-2019 2.352543 1.2477557 12205.1225 232.125837 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1936 1.1166892 5748.90044 340.691066 6.5911551 2000-2012 –> 2008-2019 2.368986 1.2522964 12259.6625 460.221688 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1936 1.1242442 5774.18558 92.035312 6.6946247 2000-2012 –> 2008-2019 2.386855 1.2626105 12317.3637 150.590154 4 7
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1936 1.1319951 5797.95073 128.314464 6.4543521 2000-2012 –> 2008-2019 2.452950 1.3209547 12517.6538 201.538350 6 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1936 1.1169790 5747.87337 133.726789 6.9427134 2000-2012 –> 2008-2019 2.457189 1.3402098 12524.7675 182.812245 3 13
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1936 1.1457951 5845.39013 284.025326 7.0469843 2000-2012 –> 2008-2019 2.465540 1.3197451 12563.4727 380.198747 9 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1936 1.1277994 5784.02556 306.877665 6.8952070 2000-2012 –> 2008-2019 2.471658 1.3438584 12571.6639 408.316303 5 17
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1936 1.1469036 5847.01614 340.169087 6.3863179 2000-2012 –> 2008-2019 2.475147 1.3282430 12588.4643 442.487830 11 19
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1936 1.1333565 5802.45805 85.436163 6.9593417 2000-2012 –> 2008-2019 2.482969 1.3496130 12606.9833 127.475344 7 20
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1936 1.1462845 5844.99152 282.339922 7.0276296 2000-2012 –> 2008-2019 2.485519 1.3392340 12619.0072 378.458165 10 19
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3463 0.9957136 9809.81685 935.395009 11.6389768 1982-1999 –> 2000-2012 1.691379 0.6956653 14193.8717 1732.213607 1 4
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3463 1.0114501 9920.42099 169.076182 10.9752096 1982-1999 –> 2000-2012 1.693396 0.6819459 14224.0141 281.682719 2 3
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3463 1.0248543 10011.60446 720.699162 10.4256365 1982-1999 –> 2000-2012 1.707454 0.6825994 14319.1632 1107.865009 7 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 3463 1.0185377 9966.78462 88.765782 12.3684088 1982-1999 –> 2000-2012 1.715819 0.6972816 14360.4470 150.490586 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3463 1.0165963 9953.57099 79.539445 10.1719236 1982-1999 –> 2000-2012 1.722916 0.7063193 14400.5485 153.948394 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3463 1.0161574 9950.57992 378.197696 11.9990444 1982-1999 –> 2000-2012 1.728638 0.7124807 14433.5155 587.356713 3 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3463 1.0211067 9984.23206 391.134388 12.0150783 1982-1999 –> 2000-2012 1.739410 0.7183033 14500.8635 609.239377 6 13
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3463 1.0261268 10018.19904 478.308736 12.1813876 1982-1999 –> 2000-2012 1.753349 0.7272222 14585.9185 782.608008 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 3463 1.0467464 10155.99423 628.421794 9.7184749 1982-1999 –> 2000-2012 1.775348 0.7286013 14731.5573 938.445629 13 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3463 1.0346345 10077.38657 108.332639 12.7354795 1982-1999 –> 2000-2012 1.836691 0.8020569 15052.6088 233.735440 9 21
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3409 0.8941201 8833.79366 208.775884 5.6732443 2000-2012 –> 2008-2019 1.905570 1.0114501 18754.2147 377.852067 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 3409 0.8941839 8832.27498 112.034855 5.6705298 2000-2012 –> 2008-2019 1.912721 1.0185377 18799.0596 200.800637 2 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3409 0.9020861 8891.64717 341.614962 5.6175963 2000-2012 –> 2008-2019 1.918243 1.0161574 18842.2271 719.812658 3 5
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3409 0.9060927 8921.55255 352.200796 5.5988435 2000-2012 –> 2008-2019 1.927199 1.0211067 18905.7846 743.335184 4 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 3409 0.9135688 8977.00099 127.559859 5.4121735 2000-2012 –> 2008-2019 1.930165 1.0165963 18930.5720 207.099303 6 9
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3409 0.9121720 8966.67590 512.366860 5.5260967 2000-2012 –> 2008-2019 1.938299 1.0261268 18984.8749 990.675596 5 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3409 0.9191984 9020.45597 775.080619 5.2364360 2000-2012 –> 2008-2019 1.944053 1.0248543 19032.0604 1495.779781 7 13
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3409 0.9255536 9066.95009 161.242563 5.1514273 2000-2012 –> 2008-2019 1.960188 1.0346345 19144.3367 269.575203 8 16
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3409 0.9267924 9073.97619 132.797691 5.0539460 2000-2012 –> 2008-2019 1.966160 1.0393677 19180.9752 218.986751 9 19
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3409 0.9345731 9130.39060 160.689522 4.9277156 2000-2012 –> 2008-2019 1.969401 1.0348280 19207.0720 257.336395 10 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5335 0.6429206 10440.77250 206.731644 4.0884077 1982-1999 –> 2000-2012 1.198054 0.5551333 16151.2583 436.438427 1 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5335 0.6595686 10713.54814 62.896809 4.0038619 1982-1999 –> 2000-2012 1.222306 0.5627369 16517.3564 100.530401 2 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 5335 0.6648121 10796.03747 49.833408 3.7872800 1982-1999 –> 2000-2012 1.228004 0.5631915 16603.3858 81.099406 3 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5335 0.6853820 11123.17254 579.511436 4.0425357 1982-1999 –> 2000-2012 1.231927 0.5465448 16726.6968 880.902600 4 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5335 0.6889711 11178.90262 636.315845 3.9944127 1982-1999 –> 2000-2012 1.232670 0.5436992 16746.6171 937.771769 10 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5335 0.6857267 11128.53820 589.688070 4.0339069 1982-1999 –> 2000-2012 1.232838 0.5471115 16739.1721 889.520787 6 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 5335 0.6854043 11121.51949 430.348554 4.0642256 1982-1999 –> 2000-2012 1.236440 0.5510362 16779.1878 643.716401 5 9
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 5335 0.6860301 11131.25712 150.739121 3.9786204 1982-1999 –> 2000-2012 1.244346 0.5583162 16878.9626 259.465839 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 5335 0.6870447 11147.02704 11.843476 3.9925880 1982-1999 –> 2000-2012 1.253055 0.5660106 16988.6278 29.166202 8 17
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 5335 0.6880615 11160.80636 8.685710 4.1419827 1982-1999 –> 2000-2012 1.254260 0.5661980 17002.6778 26.005847 9 19
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6648 0.6738371 13274.97422 647.265893 4.2972135 2000-2012 –> 2008-2019 1.316758 0.6429206 23715.7467 853.997538 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 6648 0.6933309 13644.23903 287.274679 4.1654245 2000-2012 –> 2008-2019 1.352900 0.6595686 24357.7872 350.171488 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 6648 0.6943551 13661.35175 256.085946 4.0361080 2000-2012 –> 2008-2019 1.359167 0.6648121 24457.3892 305.919354 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6648 0.7073047 13902.60456 938.085198 4.3361112 2000-2012 –> 2008-2019 1.393031 0.6857267 25031.1428 1527.773268 5 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6648 0.7076652 13909.20171 965.700947 4.3377647 2000-2012 –> 2008-2019 1.393047 0.6853820 25032.3743 1545.212383 7 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 6648 0.7073138 13900.77073 604.396432 4.3260590 2000-2012 –> 2008-2019 1.393344 0.6860301 25032.0279 755.135553 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 6648 0.7111595 13970.98039 916.987305 4.1162236 2000-2012 –> 2008-2019 1.396564 0.6854043 25092.4999 1347.335859 9 14
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 6648 0.7101644 13952.84950 19.355665 4.3743527 2000-2012 –> 2008-2019 1.397209 0.6870447 25099.8765 31.199141 8 16
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 6648 0.7129705 14001.91025 10.379943 4.1687088 2000-2012 –> 2008-2019 1.401032 0.6880615 25162.7166 19.065652 10 19
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6648 0.7028938 13821.60646 768.680984 5.6370756 2000-2012 –> 2008-2019 1.507842 0.8049484 26660.5354 1669.416041 4 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3536 5.6894888 22344.25685 23.184496 50.2975885 1982-1999 –> 2000-2012 10.719603 5.0301141 30350.8169 51.170831 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3536 5.7551361 22425.38885 17.564687 54.8125485 1982-1999 –> 2000-2012 10.907151 5.1520151 30495.0207 31.123044 3 5
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3536 5.6696301 22319.52938 102.724729 62.7492317 1982-1999 –> 2000-2012 10.988788 5.3191576 30473.2570 197.065442 1 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3536 5.8433583 22532.97514 22.531638 54.4755424 1982-1999 –> 2000-2012 11.053308 5.2099495 30632.0610 38.988106 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3536 5.7655840 22438.21566 101.593816 52.4093067 1982-1999 –> 2000-2012 11.100546 5.3349623 30599.7581 204.123979 4 10
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3536 6.0976662 22834.24525 18.395502 20.5545341 1982-1999 –> 2000-2012 11.285156 5.1874899 30921.9517 41.517225 8 11
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 3536 5.9388980 22645.66817 101.334837 47.1832997 1982-1999 –> 2000-2012 11.363448 5.4245504 30849.0751 195.673906 7 17
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3536 6.2671004 23028.07244 7.436946 20.4329386 1982-1999 –> 2000-2012 11.624399 5.3572984 31200.6197 13.592857 9 17
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 3536 6.3231132 23088.99832 16.522330 23.4039133 1982-1999 –> 2000-2012 11.672047 5.3489334 31255.4296 38.251263 12 19
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3536 6.3085306 23074.66972 9.019314 20.7871396 1982-1999 –> 2000-2012 11.696817 5.3882869 31262.4091 17.980209 11 20
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4253 5.6233014 26760.08019 136.897157 61.3912450 2000-2012 –> 2008-2019 11.292931 5.6696301 49079.6096 239.621887 2 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4253 5.6163667 26749.58900 24.877480 46.6597095 2000-2012 –> 2008-2019 11.305856 5.6894888 49093.8458 48.061976 1 3
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4253 5.6720079 26833.40349 17.320908 50.5834710 2000-2012 –> 2008-2019 11.427144 5.7551361 49258.7923 34.885595 3 6
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4253 5.7972110 27019.03417 137.455680 48.4666685 2000-2012 –> 2008-2019 11.562795 5.7655840 49457.2498 239.049496 5 9
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4253 5.7363992 26929.37848 21.820594 50.6812432 2000-2012 –> 2008-2019 11.579757 5.8433583 49462.3536 44.352232 4 9
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + aou + phosphate + phosphate_star 4253 5.9074140 27177.13730 136.871250 44.5803010 2000-2012 –> 2008-2019 11.846312 5.9388980 49822.8055 238.206086 6 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4253 6.0065423 27320.61984 16.131173 65.5934543 2000-2012 –> 2008-2019 11.942083 5.9355408 49964.2891 30.234624 7 13
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4253 6.0813090 27425.79556 24.859652 21.8546767 2000-2012 –> 2008-2019 12.178975 6.0976662 50260.0408 43.255153 8 16
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4253 6.2158855 27611.88923 9.324726 21.6784794 2000-2012 –> 2008-2019 12.482986 6.2671004 50639.9617 16.761671 10 19
Indo-Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 4253 6.2155777 27609.46825 20.610728 24.3524011 2000-2012 –> 2008-2019 12.538691 6.3231132 50698.4666 37.133058 9 21
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3141 3.9326031 17529.72434 58.887455 18.2163668 1982-1999 –> 2000-2012 7.714907 3.7823035 28958.7006 106.183618 1 7
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3141 4.1192139 17820.96268 463.820471 30.0375650 1982-1999 –> 2000-2012 7.808265 3.6890511 29146.2887 1310.308313 3 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3141 4.3883546 18218.56309 58.403211 17.7743123 1982-1999 –> 2000-2012 7.949587 3.5612321 29397.4784 109.929855 8 9
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3141 4.0863232 17770.60141 29.193143 18.5711861 1982-1999 –> 2000-2012 7.952348 3.8660250 29290.4801 45.783587 2 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3141 4.1246381 17829.22946 31.089423 18.5756024 1982-1999 –> 2000-2012 8.004197 3.8795591 29363.6180 47.955726 4 15
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3141 4.2912202 18077.95169 58.939281 14.1788140 1982-1999 –> 2000-2012 8.118379 3.8271586 29555.8777 112.589792 5 12
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3141 4.5203980 18404.79730 29.147942 18.4521419 1982-1999 –> 2000-2012 8.149483 3.6290848 29662.0771 46.831959 10 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3141 4.5543628 18451.82185 464.553230 35.9421866 1982-1999 –> 2000-2012 8.158862 3.6044987 29680.8773 1356.787375 12 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3141 4.3242969 18126.18765 19.659057 14.4600089 1982-1999 –> 2000-2012 8.170027 3.8457305 29624.2132 29.684190 6 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3141 4.5633910 18464.26244 31.602252 18.5921534 1982-1999 –> 2000-2012 8.207061 3.6436699 29738.1954 50.489377 13 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3621 4.0469425 20352.01945 56.683902 17.6141496 2000-2012 –> 2008-2019 7.979546 3.9326031 37881.7438 115.571356 1 2
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3621 4.1683250 20565.38927 20.489016 17.7930337 2000-2012 –> 2008-2019 8.254648 4.0863232 38335.9907 49.682159 3 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3621 4.1588974 20549.04121 515.573792 35.6662822 2000-2012 –> 2008-2019 8.278111 4.1192139 38370.0039 979.394262 2 5
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3621 4.1927972 20607.65383 20.919491 17.8180270 2000-2012 –> 2008-2019 8.317435 4.1246381 38436.8833 52.008914 4 8
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3621 4.3714737 20908.95958 56.003698 18.1023668 2000-2012 –> 2008-2019 8.662694 4.2912202 38986.9113 114.942978 6 11
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3621 4.3112122 20808.73819 52.001328 20.7085890 2000-2012 –> 2008-2019 8.699567 4.3883546 39027.3013 110.404540 5 13
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3621 4.4246065 20996.18551 15.910510 18.6617827 2000-2012 –> 2008-2019 8.748903 4.3242969 39122.3732 35.569567 8 14
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3621 4.4569068 21048.70119 19.024193 18.7805363 2000-2012 –> 2008-2019 8.812205 4.3552982 39219.7645 45.720863 10 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3621 4.4135085 20978.05330 20.272037 21.4239399 2000-2012 –> 2008-2019 8.933907 4.5203980 39382.8506 49.419979 7 17
Indo-Pacific (26,26.5] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3621 4.4874633 21098.03257 321.783155 27.1535275 2000-2012 –> 2008-2019 8.965220 4.4777567 39443.2899 604.039225 11 20
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2872 4.3351400 16589.41739 644.712078 20.2178292 1982-1999 –> 2000-2012 7.235096 2.8999560 25827.6345 1416.492025 4 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2872 4.4814798 16780.11469 105.998066 20.4384463 1982-1999 –> 2000-2012 7.318396 2.8369159 25936.7052 216.096926 5 6
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2872 4.1802494 16380.43349 102.895213 16.6497959 1982-1999 –> 2000-2012 7.344752 3.1645027 25942.8840 183.263156 1 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2872 4.4944215 16796.67838 107.067679 21.7838016 1982-1999 –> 2000-2012 7.490006 2.9955851 26155.3924 216.554644 7 12
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2872 4.6301919 16967.62766 54.456163 20.8500993 1982-1999 –> 2000-2012 7.577735 2.9475426 26266.2947 99.383273 10 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2872 4.3104852 16556.65685 53.119575 16.8508029 1982-1999 –> 2000-2012 7.606836 3.2963506 26270.7131 93.622879 2 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2872 4.6468171 16988.21513 59.201195 20.7504458 1982-1999 –> 2000-2012 7.610103 2.9632863 26306.6669 108.181202 11 15
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2872 4.3231787 16573.54692 56.090399 16.8524344 1982-1999 –> 2000-2012 7.627384 3.3042049 26296.4421 98.715139 3 17
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2872 4.6794667 17028.43264 24.421750 22.0779127 1982-1999 –> 2000-2012 7.790735 3.1112681 26527.8732 44.841895 13 20
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2872 4.4855077 16783.27504 593.628174 17.4674291 1982-1999 –> 2000-2012 7.829072 3.3435647 26548.1500 1165.508658 6 22
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3353 4.2345327 19093.50193 104.917642 14.8848238 2000-2012 –> 2008-2019 8.414782 4.1802494 35473.9354 207.812855 1 2
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3353 4.3740888 19309.64861 52.239466 14.6831268 2000-2012 –> 2008-2019 8.684574 4.3104852 35866.3055 105.359041 2 4
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3353 4.3832838 19323.64685 54.070133 14.6399824 2000-2012 –> 2008-2019 8.706463 4.3231787 35897.1938 110.160532 4 7
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3353 4.3809860 19320.15156 669.550051 19.2945007 2000-2012 –> 2008-2019 8.716126 4.3351400 35909.5689 1314.262129 3 7
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 3353 4.4762407 19461.53557 613.807721 16.6325259 2000-2012 –> 2008-2019 8.961748 4.4855077 36244.8106 1207.435895 5 11
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3353 4.4836069 19474.49622 49.929558 14.0376009 2000-2012 –> 2008-2019 9.007005 4.5233984 36308.0891 98.060403 6 14
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3353 4.4841881 19473.36022 49.924309 14.1204584 2000-2012 –> 2008-2019 9.008463 4.5242746 36306.0656 97.552476 7 16
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3353 4.5290618 19541.73600 106.071989 18.9649395 2000-2012 –> 2008-2019 9.010542 4.4814798 36321.8507 212.070055 8 13
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3353 4.5463359 19567.11207 109.319820 20.2421669 2000-2012 –> 2008-2019 9.040757 4.4944215 36363.7905 216.387499 9 16
Indo-Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 3353 4.6532253 19720.02316 103.890737 17.1085647 2000-2012 –> 2008-2019 9.326436 4.6732107 36738.7715 206.170977 10 22
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4046 3.6659510 22008.26886 148.101115 15.9169916 1982-1999 –> 2000-2012 6.502991 2.8370402 34030.4407 257.715814 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4046 3.7441623 22179.09204 71.439982 17.2140572 1982-1999 –> 2000-2012 6.760626 3.0164635 34500.4015 125.667531 2 6
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4046 3.7498602 22191.39719 81.090143 17.2425521 1982-1999 –> 2000-2012 6.781838 3.0319781 34537.7314 142.886932 3 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4046 3.8896131 22487.49262 791.284906 16.6930205 1982-1999 –> 2000-2012 6.830834 2.9412210 34685.5822 1450.029059 6 8
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4046 3.9383390 22586.23298 756.510984 17.4427751 1982-1999 –> 2000-2012 6.893273 2.9549343 34805.0132 1372.111687 8 11
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4046 3.7821356 22260.74775 49.835727 16.1790926 1982-1999 –> 2000-2012 6.940594 3.1584581 34806.4395 87.975624 4 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4046 3.8041191 22305.64591 48.302390 16.5719541 1982-1999 –> 2000-2012 6.973103 3.1689840 34865.5671 84.905567 5 14
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4046 3.8936249 22495.83449 145.879001 19.1809634 1982-1999 –> 2000-2012 6.986681 3.0930560 34939.4572 259.586344 7 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4046 3.9809444 22673.30307 144.010801 19.9828174 1982-1999 –> 2000-2012 7.091896 3.1109521 35143.0680 253.548170 9 16
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4046 3.9926749 22699.11226 33.665263 20.6108157 1982-1999 –> 2000-2012 7.293048 3.3003728 35459.1993 61.099151 10 20
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4455 3.7982913 24354.85024 159.543895 22.1109961 2000-2012 –> 2008-2019 7.464242 3.6659510 46363.1191 307.645010 1 2
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4455 3.9107721 24607.26712 66.708234 23.3242548 2000-2012 –> 2008-2019 7.654934 3.7441623 46786.3592 138.148216 3 5
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4455 3.9212333 24630.87697 75.217769 23.3328402 2000-2012 –> 2008-2019 7.671093 3.7498602 46822.2742 156.307912 4 7
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4455 4.0007102 24808.21732 46.300066 20.4444105 2000-2012 –> 2008-2019 7.782846 3.7821356 47068.9651 96.135793 6 10
Indo-Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4455 3.8967097 24575.43013 904.950269 22.4460240 2000-2012 –> 2008-2019 7.786323 3.8896131 47062.9228 1696.235176 2 8
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4455 3.9594677 24722.22544 154.661131 24.9450702 2000-2012 –> 2008-2019 7.853093 3.8936249 47218.0599 300.540133 5 12
Indo-Pacific (26.75,27] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 4455 4.0600175 24936.27194 45.094375 20.9091051 2000-2012 –> 2008-2019 7.864136 3.8041191 47241.9179 93.396764 8 13
Indo-Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 4455 4.0506956 24915.95635 876.615419 23.2185261 2000-2012 –> 2008-2019 7.989035 3.9383390 47502.1893 1633.126403 7 15
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4455 4.0792572 24980.05478 31.430761 26.2020892 2000-2012 –> 2008-2019 8.071932 3.9926749 47679.1670 65.096024 9 19
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4455 4.0916865 25006.94279 47.612945 26.2148015 2000-2012 –> 2008-2019 8.092641 4.0009548 47722.8188 101.488896 10 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5237 2.8837757 25968.98034 727.582943 9.4452982 1982-1999 –> 2000-2012 5.319267 2.4354916 39084.7409 1465.065911 1 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5237 2.9720462 26284.77377 136.460597 11.1393419 1982-1999 –> 2000-2012 5.371142 2.3990959 39315.1028 240.891904 2 3
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5237 2.9790489 26309.42347 130.734100 10.2509175 1982-1999 –> 2000-2012 5.461018 2.4819693 39532.4436 251.339918 3 6
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5237 3.0215127 26455.66719 693.248528 10.2044392 1982-1999 –> 2000-2012 5.510410 2.4888970 39692.5026 1281.527925 4 8
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5237 3.0558049 26573.87080 126.686157 10.1217567 1982-1999 –> 2000-2012 5.560650 2.5048455 39846.9484 228.780228 5 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5237 3.0605895 26592.25778 58.157486 12.1265803 1982-1999 –> 2000-2012 5.563754 2.5031642 39863.5255 111.363728 6 11
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5237 3.0683126 26618.65446 64.922131 12.1719692 1982-1999 –> 2000-2012 5.586853 2.5185403 39924.6691 124.153561 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5237 3.0859432 26678.66607 21.883285 10.8718482 1982-1999 –> 2000-2012 5.676575 2.5906314 40144.8131 46.864083 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5237 3.0906303 26694.56231 33.189798 10.9145587 1982-1999 –> 2000-2012 5.693998 2.6033679 40188.5365 67.537527 9 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5237 3.1313760 26829.74544 20.276511 11.0126285 1982-1999 –> 2000-2012 5.732052 2.6006762 40315.8500 39.217505 12 21
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5609 2.8373133 27522.10991 960.770571 9.6220344 2000-2012 –> 2008-2019 5.721089 2.8837757 53491.0902 1688.353514 1 2
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5609 2.8985243 27760.60934 148.969201 12.2677099 2000-2012 –> 2008-2019 5.870571 2.9720462 54045.3831 285.429798 3 5
Indo-Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 5609 2.8852051 27707.14493 867.942791 10.6578137 2000-2012 –> 2008-2019 5.906718 3.0215127 54162.8121 1561.191319 2 6
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 5609 2.9546410 27974.87541 149.515871 10.9800302 2000-2012 –> 2008-2019 5.933690 2.9790489 54284.2989 280.249971 4 7
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 5609 2.9703441 28032.10502 137.133079 11.4068446 2000-2012 –> 2008-2019 6.026149 3.0558049 54605.9758 263.819236 5 10
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5609 3.0150438 28201.00582 50.305890 12.8495722 2000-2012 –> 2008-2019 6.075633 3.0605895 54793.2636 108.463376 6 12
Indo-Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5609 3.0240737 28234.42137 56.385599 12.8523698 2000-2012 –> 2008-2019 6.092386 3.0683126 54853.0758 121.307730 7 14
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5609 3.0703198 28404.00812 23.934410 11.7969606 2000-2012 –> 2008-2019 6.156263 3.0859432 55082.6742 45.817695 8 16
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 5609 3.0769521 28428.11929 34.009190 11.7841159 2000-2012 –> 2008-2019 6.167582 3.0906303 55122.6816 67.198988 10 19
Indo-Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 5609 3.0747355 28418.06682 20.679514 12.0369465 2000-2012 –> 2008-2019 6.206111 3.1313760 55247.8123 40.956024 9 21
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6734 2.9516062 33701.34715 23.188214 10.8977289 1982-1999 –> 2000-2012 5.361492 2.4098858 52149.4606 43.851548 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6734 3.0017147 33928.07027 290.441995 12.0884214 1982-1999 –> 2000-2012 5.375223 2.3735081 52254.1971 739.234910 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6734 3.0327666 34066.67693 81.060507 10.0172183 1982-1999 –> 2000-2012 5.487080 2.4543137 52661.2984 159.055984 3 9
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6734 3.0630981 34200.70498 258.956272 13.4361736 1982-1999 –> 2000-2012 5.491367 2.4282686 52709.7634 479.012757 4 7
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 6734 3.0845640 34294.75821 51.085499 12.4785137 1982-1999 –> 2000-2012 5.536753 2.4521893 52882.4347 127.107163 5 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 6734 3.1064635 34388.03924 197.403349 14.1889748 1982-1999 –> 2000-2012 5.539117 2.4326536 52909.5673 384.625513 8 12
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6734 3.0863787 34302.67947 63.337042 12.4179309 1982-1999 –> 2000-2012 5.541856 2.4554773 52901.1021 155.531430 6 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 6734 3.0903191 34317.86304 18.736770 12.0783195 1982-1999 –> 2000-2012 5.553263 2.4629438 52938.6356 32.453121 7 15
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6734 3.1292877 34488.63124 35.159959 13.7069576 1982-1999 –> 2000-2012 5.632254 2.5029667 53240.6815 73.896137 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6734 3.1350997 34513.62220 38.667111 13.7238529 1982-1999 –> 2000-2012 5.647255 2.5121556 53295.0615 81.957687 10 20
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7251 3.2876127 37710.28004 20.515719 14.2416960 2000-2012 –> 2008-2019 6.239219 2.9516062 71411.6272 43.703933 2 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 7251 3.2836570 37692.88529 380.377749 14.5073127 2000-2012 –> 2008-2019 6.285372 3.0017147 71620.9556 670.819743 1 3
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7251 3.3188832 37847.05430 77.989136 9.8431918 2000-2012 –> 2008-2019 6.351650 3.0327666 71913.7312 159.049643 3 6
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 7251 3.3655654 38048.85864 286.907748 16.7463950 2000-2012 –> 2008-2019 6.428663 3.0630981 72249.5636 545.864019 7 11
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 7251 3.3619620 38033.38138 53.840757 14.8423500 2000-2012 –> 2008-2019 6.446526 3.0845640 72328.1396 104.926256 5 10
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 7251 3.3615123 38031.44875 68.836758 14.7177412 2000-2012 –> 2008-2019 6.447891 3.0863787 72334.1282 132.173799 4 10
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 7251 3.3620412 38031.72159 16.359511 14.9185200 2000-2012 –> 2008-2019 6.452360 3.0903191 72349.5846 35.096281 6 13
Indo-Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 7251 3.3942442 38169.45183 222.806982 17.4124793 2000-2012 –> 2008-2019 6.500708 3.1064635 72557.4911 420.210331 8 16
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 7251 3.4361011 38348.53095 36.844245 17.0644061 2000-2012 –> 2008-2019 6.565389 3.1292877 72837.1622 72.004204 9 18
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 7251 3.4416310 38371.76420 40.762144 17.0700395 2000-2012 –> 2008-2019 6.576731 3.1350997 72885.3864 79.429255 11 21
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7761 2.8953538 38540.31579 137.540057 10.0468072 1982-1999 –> 2000-2012 5.180718 2.2853641 58431.1621 262.215280 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7761 2.8921005 38522.86490 44.431211 10.3751465 1982-1999 –> 2000-2012 5.250845 2.3587441 58693.4694 74.858651 1 4
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 7761 2.8966385 38547.20149 47.338294 10.4280609 1982-1999 –> 2000-2012 5.264255 2.3676168 58751.0414 83.810069 3 8
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7761 2.9611538 38889.12098 28.794922 9.4894708 1982-1999 –> 2000-2012 5.273379 2.3122250 58883.4022 50.702540 4 6
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7761 2.9778345 38976.31373 447.120217 10.6294510 1982-1999 –> 2000-2012 5.412249 2.4344150 59426.4394 967.985134 6 15
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7761 2.9830725 39003.59300 65.764756 10.7147744 1982-1999 –> 2000-2012 5.439090 2.4560171 59531.9215 126.088959 7 18
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7761 2.9908039 39043.77036 65.724514 10.7978869 1982-1999 –> 2000-2012 5.450845 2.4600408 59586.5894 124.384819 8 21
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 7761 3.0604912 39399.29165 28.660694 13.3445638 1982-1999 –> 2000-2012 5.455516 2.3950248 59703.0154 50.365142 12 18
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 7761 3.0143425 39163.45528 39.077606 10.8665458 1982-1999 –> 2000-2012 5.479788 2.4654458 59723.7018 66.059175 10 24
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 7761 3.0265096 39225.98195 33.725773 10.7413765 1982-1999 –> 2000-2012 5.484010 2.4575007 59757.6563 57.133720 11 23
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 8255 3.3528204 42988.64850 116.764695 12.1447550 2000-2012 –> 2008-2019 6.248174 2.8953538 81528.9643 254.304752 1 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 8255 3.3831174 43135.71006 38.289260 11.3374584 2000-2012 –> 2008-2019 6.275218 2.8921005 81658.5750 82.720471 2 3
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 8255 3.3938243 43187.36690 41.029586 11.1647046 2000-2012 –> 2008-2019 6.290463 2.8966385 81734.5684 88.367880 4 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8255 3.3893200 43165.65535 21.667658 13.2064117 2000-2012 –> 2008-2019 6.350474 2.9611538 82054.7763 50.462580 3 7
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 8255 3.4698616 43549.59452 432.033616 11.7685675 2000-2012 –> 2008-2019 6.447696 2.9778345 82525.9083 879.153833 6 12
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8255 3.4826866 43609.90697 44.006744 10.3038605 2000-2012 –> 2008-2019 6.454983 2.9722962 82557.3254 93.743615 8 13
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8255 3.4785242 43590.35661 65.033260 11.5862232 2000-2012 –> 2008-2019 6.461597 2.9830725 82593.9496 130.798016 7 14
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8255 3.4858566 43624.78073 64.909759 11.6794969 2000-2012 –> 2008-2019 6.476661 2.9908039 82668.5511 130.634273 9 17
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 8255 3.4905656 43644.84985 32.460835 12.2940427 2000-2012 –> 2008-2019 6.504908 3.0143425 82808.3051 71.538441 10 20
Indo-Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 8255 3.5049314 43711.99387 34.047734 10.8867100 2000-2012 –> 2008-2019 6.506050 3.0011186 82807.2043 73.988020 14 23
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3000 2.2278663 13333.89701 560.782920 9.2768142 1982-1999 –> 2000-2012 4.215148 1.9872818 20797.8859 1158.437213 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3000 2.2363352 13356.66185 134.961569 9.3791899 1982-1999 –> 2000-2012 4.234554 1.9982187 20840.0686 267.539037 2 5
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3000 2.2423247 13372.70997 133.662045 9.4669524 1982-1999 –> 2000-2012 4.251075 2.0087508 20874.7157 260.586260 3 9
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3000 2.3118208 13555.84394 321.154731 10.0346728 1982-1999 –> 2000-2012 4.313677 2.0018567 21045.6861 756.565256 10 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3000 2.3230107 13584.81567 173.732982 9.4086709 1982-1999 –> 2000-2012 4.346793 2.0237824 21113.1978 339.055755 11 20
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3000 2.3312856 13606.15033 134.737180 9.9960002 1982-1999 –> 2000-2012 4.353666 2.0223808 21132.0814 278.285746 13 21
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 3000 2.3410907 13629.33289 121.422235 9.7804362 1982-1999 –> 2000-2012 4.372937 2.0318466 21169.7849 263.455877 17 27
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 3000 2.3470755 13646.65164 122.795769 10.1906240 1982-1999 –> 2000-2012 4.398070 2.0509947 21222.2896 237.039733 19 31
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3000 2.4079274 13800.22947 682.074641 9.8392678 1982-1999 –> 2000-2012 4.402136 1.9942084 21276.5286 1408.153137 43 45
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3000 2.2854679 13487.05588 603.104121 9.3559435 1982-1999 –> 2000-2012 4.412426 2.1269585 21191.3643 1263.907060 4 30
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3274 2.5892649 15316.73788 572.678295 10.7199921 2000-2012 –> 2008-2019 4.817131 2.2278663 28650.6349 1133.461214 1 2
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3274 2.6021302 15348.73644 149.000585 10.5852318 2000-2012 –> 2008-2019 4.838465 2.2363352 28705.3983 283.962154 2 4
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3274 2.6148726 15380.27363 148.247851 10.5487228 2000-2012 –> 2008-2019 4.857197 2.2423247 28752.9836 281.909896 3 6
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3274 2.6583790 15486.80507 637.820775 11.6430478 2000-2012 –> 2008-2019 4.943847 2.2854679 28973.8609 1240.924896 4 8
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3274 2.6731464 15522.56915 80.674887 11.5014194 2000-2012 –> 2008-2019 4.966610 2.2934636 29030.5793 168.305797 8 14
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3274 2.6800609 15539.24713 80.792398 11.4482184 2000-2012 –> 2008-2019 4.976015 2.2959542 29053.7694 168.260707 9 17
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3274 2.6648713 15502.55275 179.882303 10.7277200 2000-2012 –> 2008-2019 4.987882 2.3230107 29087.3684 353.615285 5 16
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + nitrate 3274 2.6723122 15518.55434 148.875780 10.7002812 2000-2012 –> 2008-2019 5.002808 2.3304959 29120.6720 283.111015 7 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 3274 2.7252724 15645.24858 438.073577 10.7048983 2000-2012 –> 2008-2019 5.012491 2.2872187 29134.8989 854.507501 14 19
Indo-Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3274 2.7382614 15675.94563 15.882556 10.5662199 2000-2012 –> 2008-2019 5.033406 2.2951450 29186.3528 28.839296 16 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3703 1.8931831 15249.60936 296.661403 8.2905215 1982-1999 –> 2000-2012 3.532592 1.6394091 22602.9299 577.358129 1 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3703 1.9175047 15344.14789 445.886527 7.5727324 1982-1999 –> 2000-2012 3.554157 1.6366522 22691.0123 1029.367950 2 3
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3703 1.9184760 15347.89815 333.101384 7.5705625 1982-1999 –> 2000-2012 3.559572 1.6410955 22705.1628 610.974456 3 6
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3703 1.9246863 15371.83356 324.841745 7.7254790 1982-1999 –> 2000-2012 3.573877 1.6491906 22747.9736 611.408519 5 9
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 3703 1.9220263 15359.59089 267.750308 7.3591294 1982-1999 –> 2000-2012 3.619942 1.6979160 22845.4237 521.535203 4 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3703 1.9872914 15608.89667 344.880562 8.4806140 1982-1999 –> 2000-2012 3.707591 1.7202992 23146.9682 633.019919 6 14
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3703 2.0198400 15729.21229 384.993740 8.9857698 1982-1999 –> 2000-2012 3.760881 1.7410411 23313.2583 798.830074 12 23
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 3703 2.0285514 15759.08512 205.108769 9.3191018 1982-1999 –> 2000-2012 3.771099 1.7425478 23344.4494 432.060811 14 26
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3703 2.0079494 15685.48496 460.765071 8.5751037 1982-1999 –> 2000-2012 3.790795 1.7828451 23360.5486 1171.583172 7 22
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 3703 2.0141106 15706.17493 390.114038 8.1347996 1982-1999 –> 2000-2012 3.799090 1.7849792 23383.8274 919.184576 9 25
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4070 2.1076745 17325.86103 340.237793 7.9720343 2000-2012 –> 2008-2019 4.000858 1.8931831 32575.4704 636.899195 4 5
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4070 2.0879488 17250.65534 446.561748 8.3509368 2000-2012 –> 2008-2019 4.006425 1.9184760 32598.5535 779.663132 1 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4070 2.0910900 17262.67854 515.289205 8.2179320 2000-2012 –> 2008-2019 4.008595 1.9175047 32606.8264 961.175731 2 4
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4070 2.0993787 17294.31851 427.371003 8.2745058 2000-2012 –> 2008-2019 4.024065 1.9246863 32666.1521 752.212748 3 8
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + nitrate 4070 2.1078151 17324.39429 330.028098 7.9350121 2000-2012 –> 2008-2019 4.029841 1.9220263 32683.9852 597.778406 5 9
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4070 2.1773491 17585.97917 449.597761 9.9524768 2000-2012 –> 2008-2019 4.164640 1.9872914 33194.8758 794.478323 6 12
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4070 2.2511372 17852.53172 471.987818 7.9633556 2000-2012 –> 2008-2019 4.259087 2.0079494 33538.0167 932.752890 10 17
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4070 2.2190673 17737.77213 422.518933 7.0796177 2000-2012 –> 2008-2019 4.262466 2.0433983 33552.8640 727.789641 8 23
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4070 2.2538772 17862.26071 85.650195 7.8848593 2000-2012 –> 2008-2019 4.266428 2.0125503 33564.6961 168.545250 11 19
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4070 2.1916762 17636.43416 446.400595 10.2120870 2000-2012 –> 2008-2019 4.266651 2.0749752 33563.0969 777.827333 7 28
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4461 1.6086636 16915.32228 412.945459 8.4583410 1982-1999 –> 2000-2012 3.259556 1.6508925 25896.9113 718.994111 1 2
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 4461 1.6619118 17203.86550 399.974219 8.3907713 1982-1999 –> 2000-2012 3.363100 1.7011885 26323.6062 664.846296 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4461 1.7074611 17447.10668 416.391885 8.2608145 1982-1999 –> 2000-2012 3.431038 1.7235766 26629.9050 843.463680 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4461 1.7114205 17467.77209 91.222747 8.2261902 1982-1999 –> 2000-2012 3.444849 1.7334284 26677.1875 167.763065 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4461 1.7125363 17473.58697 90.218681 8.2232998 1982-1999 –> 2000-2012 3.448535 1.7359991 26689.9229 170.319431 5 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 4461 1.7408281 17617.77773 399.074297 8.1862833 1982-1999 –> 2000-2012 3.480801 1.7399727 26842.7908 736.960932 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 4461 1.7431196 17629.51412 16.653787 8.1643851 1982-1999 –> 2000-2012 3.491687 1.7485678 26877.5394 36.559048 8 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 4461 1.7444740 17636.44384 17.552635 8.1620606 1982-1999 –> 2000-2012 3.496438 1.7519641 26893.5310 38.549223 9 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4461 1.7431172 17631.50194 85.308152 8.1221991 1982-1999 –> 2000-2012 3.526329 1.7832114 26973.1471 148.309942 7 16
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4461 1.7567168 17698.84009 14.951337 8.0686633 1982-1999 –> 2000-2012 3.542348 1.7856316 27044.8192 31.795506 10 21
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5473 1.7818139 21636.85761 435.077873 11.9161817 2000-2012 –> 2008-2019 3.390477 1.6086636 38552.1799 848.023332 1 2
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 5473 1.8166690 21844.66399 435.071224 12.1278826 2000-2012 –> 2008-2019 3.478581 1.6619118 39048.5295 835.045443 2 4
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5473 1.8825577 22232.50140 404.656436 10.1633936 2000-2012 –> 2008-2019 3.590019 1.7074611 39679.6081 821.048321 3 6
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5473 1.8839921 22240.75039 107.307103 10.0978675 2000-2012 –> 2008-2019 3.595413 1.7114205 39708.5225 198.529850 4 8
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5473 1.8852084 22247.73968 102.501255 10.0808648 2000-2012 –> 2008-2019 3.597745 1.7125363 39721.3266 192.719936 5 10
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 5473 1.8881432 22262.58629 400.465018 10.2814271 2000-2012 –> 2008-2019 3.628971 1.7408281 39880.3640 799.539315 6 12
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 5473 1.8890793 22267.95442 20.506135 10.2221078 2000-2012 –> 2008-2019 3.632199 1.7431196 39897.4685 37.159922 7 15
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 5473 1.8904226 22275.65252 21.556289 10.2055029 2000-2012 –> 2008-2019 3.634897 1.7444740 39912.0964 39.108925 8 17
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5473 1.9222976 22458.73816 103.688311 9.5896993 2000-2012 –> 2008-2019 3.665415 1.7431172 40090.2401 188.996463 11 18
Indo-Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 5473 1.9309245 22505.23226 18.961133 9.2842317 2000-2012 –> 2008-2019 3.687641 1.7567168 40204.0724 33.912470 12 22
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2615 1.5487144 9722.78206 316.996978 7.0959631 1982-1999 –> 2000-2012 3.141399 1.5926848 15310.7180 532.913486 1 2
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2615 1.5511721 9731.07522 129.486227 7.1257118 1982-1999 –> 2000-2012 3.145772 1.5945998 15322.5656 228.801981 3 5
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2615 1.5513630 9731.71880 123.296609 7.1302798 1982-1999 –> 2000-2012 3.146595 1.5952318 15324.3814 215.943973 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2615 1.5504603 9728.67464 92.676320 7.1524148 1982-1999 –> 2000-2012 3.151331 1.6008704 15331.7743 173.217431 2 6
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2615 1.5538708 9738.16639 14.829710 7.2044578 1982-1999 –> 2000-2012 3.186281 1.6324098 15396.9761 39.581578 5 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 2615 1.6433443 10030.96394 300.978809 9.0023772 1982-1999 –> 2000-2012 3.244886 1.6015416 15633.3035 506.018938 7 12
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2615 1.6474247 10043.93384 128.321740 8.9757376 1982-1999 –> 2000-2012 3.251306 1.6038812 15650.5914 226.876981 8 14
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2615 1.6480228 10045.83252 122.337234 8.9972095 1982-1999 –> 2000-2012 3.252668 1.6046456 15653.8995 214.319366 9 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2615 1.6509941 10055.25339 92.662200 9.1216743 1982-1999 –> 2000-2012 3.275988 1.6249942 15700.5951 167.070970 10 18
Indo-Pacific (28.05,28.1] 3 cstar_tref ~ temp + silicate + phosphate_star 2615 1.6537770 10062.06158 10.412160 9.3131273 1982-1999 –> 2000-2012 3.298840 1.6450632 15741.7115 19.223129 11 21
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3123 1.5861515 11543.68795 127.223143 7.9822381 2000-2012 –> 2008-2019 3.136612 1.5504603 21272.3626 219.899463 2 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3123 1.5965674 11583.82377 305.828176 8.2896119 2000-2012 –> 2008-2019 3.145282 1.5487144 21306.6058 622.825155 3 4
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3123 1.5982786 11590.39258 169.095336 8.2557107 2000-2012 –> 2008-2019 3.149451 1.5511721 21321.4678 298.581563 4 7
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3123 1.5985217 11591.32499 163.129750 8.2645947 2000-2012 –> 2008-2019 3.149885 1.5513630 21323.0438 286.426360 5 9
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3123 1.5590151 11437.87203 334.156027 8.2184234 2000-2012 –> 2008-2019 3.150505 1.5914902 21303.1490 701.372368 1 7
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3123 1.6021547 11603.24585 16.990615 8.5629017 2000-2012 –> 2008-2019 3.156026 1.5538708 21341.4122 31.820325 6 11
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 3123 1.6872348 11920.52484 300.471496 9.7087013 2000-2012 –> 2008-2019 3.330579 1.6433443 21951.4888 601.450305 9 16
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 3123 1.6898213 11929.91810 167.800465 9.6845557 2000-2012 –> 2008-2019 3.337246 1.6474247 21973.8519 296.122206 10 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 3123 1.6871011 11920.03916 125.538184 9.7048195 2000-2012 –> 2008-2019 3.338095 1.6509941 21975.2926 218.200384 8 18
Indo-Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 3123 1.6904628 11932.24526 162.050147 9.7020933 2000-2012 –> 2008-2019 3.338486 1.6480228 21978.0778 284.387382 11 20
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6139 1.4021409 21585.69449 620.457090 7.0600969 1982-1999 –> 2000-2012 2.997353 1.5952124 35389.7275 861.821211 6 7
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 6139 1.3517071 21135.92777 145.296428 7.2656240 1982-1999 –> 2000-2012 3.026231 1.6745239 35294.7535 264.109748 1 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 6139 1.3528714 21146.49878 59.243294 7.2813567 1982-1999 –> 2000-2012 3.027934 1.6750623 35307.6750 111.267869 2 12
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 6139 1.3531204 21148.75827 59.074340 7.2871493 1982-1999 –> 2000-2012 3.028495 1.6753749 35311.2991 105.684493 3 14
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6139 1.4145167 21693.58953 576.026710 6.3403822 1982-1999 –> 2000-2012 3.028808 1.6142910 35584.5545 867.233289 7 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6139 1.4281994 21811.78470 533.245729 6.4896328 1982-1999 –> 2000-2012 3.041477 1.6132775 35698.1576 810.045017 8 10
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6139 1.4320590 21842.92037 532.350704 6.6457085 1982-1999 –> 2000-2012 3.046485 1.6144263 35732.4984 771.627526 9 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 6139 1.3641265 21248.22192 53.709757 7.5191740 1982-1999 –> 2000-2012 3.095140 1.7310139 35649.6483 103.933659 4 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 6139 1.4816250 22262.69389 622.551103 7.0067774 1982-1999 –> 2000-2012 3.101792 1.6201673 36180.2278 824.007921 11 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 6139 1.4845669 22287.04875 748.255114 7.0177211 1982-1999 –> 2000-2012 3.105694 1.6211269 36208.9121 1046.400681 12 18
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 7066 1.3148908 23451.01539 164.993254 7.8302727 2000-2012 –> 2008-2019 2.666598 1.3517071 44586.9432 310.289682 1 2
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 7066 1.3160547 23463.26569 74.568313 7.8460440 2000-2012 –> 2008-2019 2.668926 1.3528714 44609.7645 133.811607 2 4
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 7066 1.3164437 23467.35822 74.171063 7.8544665 2000-2012 –> 2008-2019 2.669564 1.3531204 44616.1165 133.245402 3 6
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 7066 1.3190526 23494.77080 77.618415 8.0356015 2000-2012 –> 2008-2019 2.683179 1.3641265 44742.9927 131.328172 4 8
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 7066 1.3388922 23699.47466 8.826498 8.3094178 2000-2012 –> 2008-2019 2.708380 1.3694879 44993.8576 16.749493 5 10
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 7066 1.3865307 24185.56114 571.344798 7.9768708 2000-2012 –> 2008-2019 2.788672 1.4021409 45771.2556 1191.801887 7 13
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 7066 1.3641517 23960.25940 184.833469 8.7693966 2000-2012 –> 2008-2019 2.826509 1.4623568 46062.2329 342.279766 6 16
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 7066 1.4529895 24833.80871 592.082442 7.2789356 2000-2012 –> 2008-2019 2.867506 1.4145167 46527.3982 1168.109153 10 17
Indo-Pacific (28.1,28.2] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 7066 1.4568389 24870.44298 567.936998 7.4563697 2000-2012 –> 2008-2019 2.885038 1.4281994 46682.2277 1101.182727 11 19
Indo-Pacific (28.1,28.2] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 7066 1.4573299 24873.10895 532.462166 7.4081972 2000-2012 –> 2008-2019 2.889389 1.4320590 46716.0293 1064.812870 12 21
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 14388 0.6537025 28612.61543 298.047644 3.7624591 1982-1999 –> 2000-2012 1.810726 1.1570237 53901.0952 400.682862 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 14388 0.6576286 28784.92189 267.434656 3.5079055 1982-1999 –> 2000-2012 1.820677 1.1630490 54157.2957 356.209043 2 7
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 14388 0.7126584 31097.41524 335.454705 4.4264199 1982-1999 –> 2000-2012 1.902281 1.1896230 56834.6863 427.692721 3 12
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 14388 0.7172032 31278.34574 266.077274 4.8608374 1982-1999 –> 2000-2012 1.908271 1.1910674 57033.2156 352.337560 4 14
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 14388 0.7594514 32927.40029 330.776404 3.2295219 1982-1999 –> 2000-2012 1.926830 1.1673788 58359.7937 424.253025 5 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 14388 0.8107383 34807.88351 341.894977 5.1672154 1982-1999 –> 2000-2012 1.973423 1.1626843 60175.1923 437.649647 6 9
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 14388 0.8116282 34839.45255 369.381952 5.1822233 1982-1999 –> 2000-2012 1.973602 1.1619737 60196.8869 481.733596 10 12
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 14388 0.8213336 35181.51381 330.554019 5.2957881 1982-1999 –> 2000-2012 1.987626 1.1662927 60598.8722 424.860563 12 19
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 14388 0.8179678 35061.34761 333.611719 5.3199668 1982-1999 –> 2000-2012 2.013705 1.1957376 60879.4263 421.350829 11 22
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 14388 0.8597541 36495.06721 235.392103 5.4032122 1982-1999 –> 2000-2012 2.025216 1.1654622 61898.9200 291.410497 16 22
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 17532 0.7366361 38707.06544 210.194091 4.8632455 2000-2012 –> 2008-2019 1.390339 0.6537025 67319.6809 508.241735 1 2
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 17532 0.7419312 38956.00245 204.477048 4.7075695 2000-2012 –> 2008-2019 1.399560 0.6576286 67740.9243 471.911704 2 4
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 17532 0.7493214 39300.48581 208.482567 5.2677570 2000-2012 –> 2008-2019 1.461980 0.7126584 70397.9011 543.937272 3 6
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 17532 0.7507439 39364.40378 187.525781 5.0368006 2000-2012 –> 2008-2019 1.467947 0.7172032 70642.7495 453.603055 4 8
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 17532 0.8234702 42580.04010 230.858324 4.0599995 2000-2012 –> 2008-2019 1.582922 0.7594514 75507.4404 561.634729 5 10
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 17532 0.8367170 43134.69909 218.622489 5.9356588 2000-2012 –> 2008-2019 1.647455 0.8107383 77942.5826 560.517466 7 13
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 17532 0.8365149 43126.30309 231.516667 5.9083361 2000-2012 –> 2008-2019 1.648143 0.8116282 77965.7556 600.898619 6 16
Indo-Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate 17532 0.8370800 43147.77371 202.767147 6.0427806 2000-2012 –> 2008-2019 1.655048 0.8179678 78209.1213 536.378866 8 19
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 17532 0.8464239 43535.58477 103.974646 5.7065524 2000-2012 –> 2008-2019 1.657746 0.8113224 78364.1938 205.692871 10 17
Indo-Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 17532 0.8466544 43545.04987 21.946260 5.7161121 2000-2012 –> 2008-2019 1.658198 0.8115434 78381.4952 42.426249 11 19
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 6065 1.0948986 18325.45168 516.069923 4.1586453 1982-1999 –> 2000-2012 1.903794 0.8088953 29729.7281 1010.984622 3 6
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 6065 1.0946325 18322.50296 158.732270 4.1661574 1982-1999 –> 2000-2012 1.919284 0.8246511 29908.8463 212.010896 1 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 6065 1.0948294 18324.68491 241.925008 4.1783681 1982-1999 –> 2000-2012 1.919352 0.8245230 29909.5621 304.780698 2 7
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 6065 1.0974479 18353.66104 321.155331 4.1697675 1982-1999 –> 2000-2012 1.922800 0.8253519 29948.0213 493.222042 5 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 6065 1.1015094 18398.47025 435.397052 4.1216805 1982-1999 –> 2000-2012 1.931010 0.8295004 30040.1506 558.163269 6 14
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 6065 1.0965250 18341.45665 53.811464 4.3932771 1982-1999 –> 2000-2012 1.931425 0.8349003 30042.3774 91.225492 4 13
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 6065 1.1348303 18759.96462 431.539492 3.6429591 1982-1999 –> 2000-2012 1.942678 0.8078475 30152.0075 809.487828 16 17
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 6065 1.1467151 18886.33814 447.132904 3.2499539 1982-1999 –> 2000-2012 1.955349 0.8086343 30287.5683 821.705710 17 19
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 6065 1.1476268 18893.97897 386.329203 3.3325726 1982-1999 –> 2000-2012 1.957340 0.8097137 30305.7990 757.908109 18 22
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 6065 1.1298428 18706.53698 218.252280 3.4294538 1982-1999 –> 2000-2012 1.984494 0.8546509 30630.1258 439.596001 14 30
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 8184 1.2310346 25476.57152 508.153541 4.1968156 2000-2012 –> 2008-2019 2.325933 1.0948986 43802.0232 1024.223464 1 4
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 8184 1.2371863 25554.59234 166.488528 4.5544494 2000-2012 –> 2008-2019 2.331819 1.0946325 43877.0953 325.220798 2 3
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 8184 1.2372827 25555.81193 250.773426 4.5668630 2000-2012 –> 2008-2019 2.332112 1.0948294 43880.4968 492.698433 3 5
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 8184 1.2377365 25559.55253 57.502207 4.6901457 2000-2012 –> 2008-2019 2.334262 1.0965250 43901.0092 111.313671 4 8
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 8184 1.2396594 25585.84994 317.920616 4.5563887 2000-2012 –> 2008-2019 2.337107 1.0974479 43939.5110 639.075948 5 10
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 8184 1.2440997 25641.81266 454.189869 4.4983157 2000-2012 –> 2008-2019 2.345609 1.1015094 44040.2829 889.586921 6 12
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8184 1.2533580 25757.85980 507.765539 4.3019777 2000-2012 –> 2008-2019 2.364529 1.1111705 44262.2555 1022.853994 8 15
Indo-Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8184 1.2537384 25762.60971 514.357292 4.3011916 2000-2012 –> 2008-2019 2.365471 1.1117323 44273.1372 1042.307592 10 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + aou + nitrate + phosphate 8184 1.2533855 25756.20394 51.723654 4.3015173 2000-2012 –> 2008-2019 2.366444 1.1130587 44279.1948 97.103603 9 18
Indo-Pacific (28.3, Inf] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 8184 1.2537704 25761.00932 54.147435 4.3006854 2000-2012 –> 2008-2019 2.367363 1.1135922 44289.8125 104.769561 11 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 –> 2000-2012 5.705758 1078.6407
Atlantic (-Inf,26] 2000-2012 –> 2008-2019 4.333088 866.6375
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.896660 4481.0664
Atlantic (26,26.5] 2000-2012 –> 2008-2019 8.126198 4493.0679
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 5.916826 5823.0298
Atlantic (26.5,26.75] 2000-2012 –> 2008-2019 7.322769 6110.9735
Atlantic (26.75,27] 1982-1999 –> 2000-2012 4.305043 9311.2447
Atlantic (26.75,27] 2000-2012 –> 2008-2019 5.224584 9853.4812
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.978852 11514.7915
Atlantic (27,27.25] 2000-2012 –> 2008-2019 4.623816 12673.9888
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 5.579138 23723.9352
Atlantic (27.25,27.5] 2000-2012 –> 2008-2019 6.883006 28014.2293
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.188324 38599.3718
Atlantic (27.5,27.75] 2000-2012 –> 2008-2019 4.625570 45499.0596
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 2.332108 10498.8544
Atlantic (27.75,27.85] 2000-2012 –> 2008-2019 2.617111 12935.5956
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 3.879936 14528.5610
Atlantic (27.85,27.95] 2000-2012 –> 2008-2019 4.476235 16986.3491
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.503623 22192.8336
Atlantic (27.95,28.05] 2000-2012 –> 2008-2019 7.451537 24179.1222
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 2.030555 6496.8403
Atlantic (28.05,28.1] 2000-2012 –> 2008-2019 2.596471 8447.9244
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.990848 9130.3185
Atlantic (28.1,28.15] 2000-2012 –> 2008-2019 2.439935 12477.4161
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.736440 14480.2508
Atlantic (28.15,28.2] 2000-2012 –> 2008-2019 1.937200 18978.1177
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 1.233390 16713.3942
Atlantic (28.2, Inf] 2000-2012 –> 2008-2019 1.391089 24964.2096
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 11.241126 30804.0399
Indo-Pacific (-Inf,26] 2000-2012 –> 2008-2019 11.815753 49773.7415
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 8.023312 29441.7807
Indo-Pacific (26,26.5] 2000-2012 –> 2008-2019 8.565224 38820.7112
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.543012 26207.8756
Indo-Pacific (26.5,26.75] 2000-2012 –> 2008-2019 8.887690 36143.0382
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 6.905488 34777.2900
Indo-Pacific (26.75,27] 2000-2012 –> 2008-2019 7.823028 47146.7793
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 5.547572 39790.9133
Indo-Pacific (27,27.25] 2000-2012 –> 2008-2019 6.015619 54568.9068
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 5.516566 52794.2202
Indo-Pacific (27.25,27.5] 2000-2012 –> 2008-2019 6.429451 72248.7770
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.369070 59248.8399
Indo-Pacific (27.5,27.75] 2000-2012 –> 2008-2019 6.401622 82293.8128
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.330048 21066.3603
Indo-Pacific (27.75,27.85] 2000-2012 –> 2008-2019 4.943585 28969.6519
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 3.666959 23014.1554
Indo-Pacific (27.85,27.95] 2000-2012 –> 2008-2019 4.128906 33054.4537
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 3.448468 26684.9360
Indo-Pacific (27.95,28.05] 2000-2012 –> 2008-2019 3.590136 39669.4408
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.209507 15506.6516
Indo-Pacific (28.05,28.1] 2000-2012 –> 2008-2019 3.223217 21574.6752
Indo-Pacific (28.1,28.2] 1982-1999 –> 2000-2012 3.049941 35635.7454
Indo-Pacific (28.1,28.2] 2000-2012 –> 2008-2019 2.765376 45530.8818
Indo-Pacific (28.2,28.3] 1982-1999 –> 2000-2012 1.934236 58403.5384
Indo-Pacific (28.2,28.3] 2000-2012 –> 2008-2019 1.556934 74247.1845
Indo-Pacific (28.3, Inf] 1982-1999 –> 2000-2012 1.936753 30095.4186
Indo-Pacific (28.3, Inf] 2000-2012 –> 2008-2019 2.347065 44054.4818

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

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 6 5 6 7 10 7 8
(26,26.5] 7 6 7 8 9 6 7
(26.5,26.75] 8 5 8 5 5 10 7
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 6 7 6 6 10 7
(27.25,27.5] 7 10 6 5 5 6 9
(27.5,27.75] 5 2 5 8 10 6 9
(27.75,27.85] 6 4 4 5 10 9 7
(27.85,27.95] 6 2 5 6 10 7 9
(27.95,28.05] 4 3 4 8 9 6 10
(28.05,28.1] 6 2 6 6 8 5 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 8 10 3 6 5 4 7
(28.2, Inf] 9 10 3 4 10 3 5
total 92.00 71.00 77.00 88.00 108.00 95.00 113.00
Atlantic - 2000-2012 --> 2008-2019
(-Inf,26] 5 6 6 9 10 8 5
(26,26.5] 8 6 8 7 8 6 7
(26.5,26.75] 7 4 7 7 3 10 9
(26.75,27] 8 5 8 6 5 10 6
(27,27.25] 9 7 6 4 6 10 6
(27.25,27.5] 6 8 4 7 9 8 7
(27.5,27.75] 7 5 8 5 10 7 6
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 4 5 5 10 8 7
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 6 1 7 6 7 6 10
(28.1,28.15] 5 2 6 7 8 6 10
(28.15,28.2] 6 10 2 6 5 5 9
(28.2, Inf] 10 10 2 4 9 4 5
total 93.00 74.00 77.00 87.00 110.00 103.00 103.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 8 4 8 7 10 4 7
(26,26.5] 8 6 7 7 8 6 8
(26.5,26.75] 8 6 7 7 6 7 8
(26.75,27] 7 10 6 7 5 4 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 5 8 10 10 4
(27.75,27.85] 8 9 6 4 9 7 6
(27.85,27.95] 9 8 5 3 10 5 7
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 4 2 4 8 5 10 10
(28.1,28.2] 4 7 8 5 8 10 7
(28.2,28.3] 4 10 8 5 5 10 5
(28.3, Inf] 5 10 8 5 10 5 5
total 90.00 100.00 89.00 85.00 104.00 94.00 102.00
Indo-Pacific - 2000-2012 --> 2008-2019
(-Inf,26] 9 5 7 6 10 4 7
(26,26.5] 8 6 7 7 6 8 8
(26.5,26.75] 7 4 7 6 6 9 8
(26.75,27] 6 10 6 8 5 5 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 6 10 6 6 5 6 9
(27.5,27.75] 5 5 6 6 10 10 6
(27.75,27.85] 8 5 5 5 10 4 10
(27.85,27.95] 8 8 4 5 10 5 8
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 5 3 4 7 6 10 10
(28.1,28.2] 4 6 6 5 10 10 7
(28.2,28.3] 4 8 9 4 7 10 6
(28.3, Inf] 5 10 9 5 6 3 9
total 89.00 93.00 87.00 83.00 104.00 94.00 114.00

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
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
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_1.30       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               sass_0.2.0              
[22] labeling_0.4.2           scales_1.1.1             checkmate_2.0.0         
[25] goftest_1.2-2            digest_0.6.27            foreign_0.8-80          
[28] rmarkdown_2.5            rio_0.5.16               pkgconfig_2.0.3         
[31] htmltools_0.5.0          highr_0.8                dbplyr_1.4.4            
[34] rlang_0.4.10             readxl_1.3.1             rstudioapi_0.13         
[37] farver_2.0.3             generics_0.1.0           jsonlite_1.7.2          
[40] zip_2.1.1                magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               plyr_1.8.6              
[52] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[55] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[58] haven_2.3.1              hms_0.5.3                pillar_1.4.7            
[61] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[64] RcppArmadillo_0.10.1.2.2 data.table_1.13.6        modelr_0.1.8            
[67] vctrs_0.3.6              httpuv_1.5.4             cellranger_1.1.0        
[70] gtable_0.3.0             reshape_0.8.8            assertthat_0.2.1        
[73] xfun_0.20                openxlsx_4.2.3           RcppEigen_0.3.3.9.1     
[76] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[79] here_1.0.1