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1 Required data

Required are:

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

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, oxygen, aou, nitrate, silicate, silicate_star, 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, "nitrate") &
#       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()


#remove temp sal predictor combination
lm_all <- lm_all %>%
  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)

lm_rm <- lm_rm_ph %>%
  select(-lm_coeff_filter) %>%
  unique()

lm_all <- anti_join(lm_all, lm_rm)

# 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
)

3 Apply predictor threshold

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

  • Minimum: 3
  • Maximum: 9
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:

  • 161

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)[1]
        
        # 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)
          
          # 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,
              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_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

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

5.1 Formatting

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    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)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide  %>%
  select(basin, gamma_slab, model, era, nr_obs, rmse, aic, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    aic_sum = aic + lag(aic)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na()

# 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, model)
} else {
  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, model)
}

5.3 RMSE tables

5.3.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab model nr_obs rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 158 1.5921923 609.3599 6.118408 1982-1999 –> 2000-2012 3.2779521 1430.8804
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 158 1.5921923 609.3599 6.118408 1982-1999 –> 2000-2012 3.2779521 1430.8804
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 158 1.0492038 475.5626 4.357844 1982-1999 –> 2000-2012 2.3855522 1198.4564
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 158 1.0480832 477.2249 4.299021 1982-1999 –> 2000-2012 2.3837757 1201.9145
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 158 1.0102185 467.5972 3.339750 1982-1999 –> 2000-2012 2.3458438 1194.2659
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 158 1.0475856 477.0748 4.332795 1982-1999 –> 2000-2012 2.3832111 1201.7435
Atlantic (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 158 1.4654213 581.1417 7.417048 1982-1999 –> 2000-2012 3.1276914 1394.8248
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 158 1.4545749 580.7941 7.074044 1982-1999 –> 2000-2012 3.1160634 1396.2815
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 158 1.4391439 579.4239 6.380375 1982-1999 –> 2000-2012 3.0953917 1395.5971
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 158 1.4627166 582.5579 7.363430 1982-1999 –> 2000-2012 3.1249791 1398.2391
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 72 1.6825475 293.2516 3.600013 2000-2012 –> 2013-2019 3.2747398 902.6116
Atlantic (-Inf,26] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 72 1.6825475 293.2516 3.600013 2000-2012 –> 2013-2019 3.2747398 902.6116
Atlantic (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 72 1.2725075 251.0296 3.658367 2000-2012 –> 2013-2019 2.3217113 726.5922
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 72 1.1936365 243.8158 3.237974 2000-2012 –> 2013-2019 2.2417197 721.0407
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 72 1.0834728 231.8718 2.650796 2000-2012 –> 2013-2019 2.0936914 699.4691
Atlantic (-Inf,26] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 72 1.2456464 249.9574 3.695592 2000-2012 –> 2013-2019 2.2932320 727.0322
Atlantic (-Inf,26] cstar_tref ~ temp + aou + phosphate + phosphate_star 72 1.5761474 281.8448 5.713265 2000-2012 –> 2013-2019 3.0415687 862.9865
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 72 1.5044066 277.1365 5.003414 2000-2012 –> 2013-2019 2.9589816 857.9306
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 72 1.3864596 267.3796 4.161489 2000-2012 –> 2013-2019 2.8256034 846.8035
Atlantic (-Inf,26] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 72 1.5517609 281.5994 5.508599 2000-2012 –> 2013-2019 3.0144775 864.1573
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1046 3.5518213 5633.9468 13.477555 1982-1999 –> 2000-2012 6.9985663 13749.8718
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1046 3.2389169 5443.0194 14.688990 1982-1999 –> 2000-2012 6.4823240 13375.4862
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 1046 3.8736280 5815.3881 13.955824 1982-1999 –> 2000-2012 7.6071748 14175.0946
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1046 3.8903287 5826.3881 15.486968 1982-1999 –> 2000-2012 7.8533760 14370.0411
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 1046 3.9825944 5873.4242 15.972464 1982-1999 –> 2000-2012 8.0211559 14472.6469
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + silicate_star + phosphate_star 1046 3.9825944 5873.4242 15.972464 1982-1999 –> 2000-2012 8.0211559 14472.6469
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 1046 3.9825944 5873.4242 15.972464 1982-1999 –> 2000-2012 8.0211559 14472.6469
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 1046 3.9825944 5873.4242 15.972464 1982-1999 –> 2000-2012 8.0211559 14472.6469
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 1046 3.9825944 5873.4242 15.972464 1982-1999 –> 2000-2012 8.0211559 14472.6469
Atlantic (26,26.5] cstar_tref ~ temp + silicate + silicate_star + phosphate + phosphate_star 1046 3.9825944 5873.4242 15.972464 1982-1999 –> 2000-2012 8.0211559 14472.6469
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 567 3.6070302 3077.8676 10.902628 2000-2012 –> 2013-2019 7.1588515 8711.8144
Atlantic (26,26.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 567 3.0339763 2883.6735 9.412245 2000-2012 –> 2013-2019 6.2728933 8326.6929
Atlantic (26,26.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 567 3.6692459 3099.2606 13.321646 2000-2012 –> 2013-2019 7.5595746 8925.6487
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 567 3.8537522 3150.8959 13.395954 2000-2012 –> 2013-2019 7.8511788 9030.0968
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 567 3.8005103 3137.1198 14.416820 2000-2012 –> 2013-2019 7.7831048 9010.5440
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + silicate_star + phosphate_star 567 3.8005103 3137.1198 14.416820 2000-2012 –> 2013-2019 7.7831048 9010.5440
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 567 3.8005103 3137.1198 14.416820 2000-2012 –> 2013-2019 7.7831048 9010.5440
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 567 3.8005103 3137.1198 14.416820 2000-2012 –> 2013-2019 7.7831048 9010.5440
Atlantic (26,26.5] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 567 3.8005103 3137.1198 14.416820 2000-2012 –> 2013-2019 7.7831048 9010.5440
Atlantic (26,26.5] cstar_tref ~ temp + silicate + silicate_star + phosphate + phosphate_star 567 3.8005103 3137.1198 14.416820 2000-2012 –> 2013-2019 7.7831048 9010.5440
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1397 3.3429532 7348.4661 10.697715 1982-1999 –> 2000-2012 6.4415667 17034.7612
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1397 3.2423787 7265.1167 9.560288 1982-1999 –> 2000-2012 6.2982027 16900.6544
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1397 3.2700730 7288.8799 10.507891 1982-1999 –> 2000-2012 6.3292231 16928.5449
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 1397 3.3033338 7317.1548 9.343758 1982-1999 –> 2000-2012 6.4439101 17056.4852
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1397 3.2102294 7239.2749 9.343762 1982-1999 –> 2000-2012 6.2448568 16850.4040
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1397 3.3250708 7335.4800 10.297171 1982-1999 –> 2000-2012 6.4698137 17079.8406
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 1397 3.3250708 7335.4800 10.297171 1982-1999 –> 2000-2012 6.4698137 17079.8406
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1397 3.2249399 7250.0489 10.037456 1982-1999 –> 2000-2012 6.2079736 16794.1190
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 1397 3.2989930 7313.4809 9.947012 1982-1999 –> 2000-2012 6.4141750 17022.0087
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1397 3.1332904 7171.4961 8.793931 1982-1999 –> 2000-2012 6.0827330 16674.6008
Atlantic (26.5,26.75] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 656 3.3433340 3459.1900 9.454244 2000-2012 –> 2013-2019 6.5857127 10724.3067
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate 656 3.3850399 3473.4551 10.375376 2000-2012 –> 2013-2019 6.7166909 10812.4589
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 656 3.3455096 3460.0435 10.735554 2000-2012 –> 2013-2019 6.6155826 10748.9234
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 656 3.3807232 3473.7810 10.074129 2000-2012 –> 2013-2019 6.6840570 10790.9358
Atlantic (26.5,26.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 656 3.3167237 3450.7058 9.802790 2000-2012 –> 2013-2019 6.5269531 10689.9807
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 656 3.4093443 3484.8416 9.603997 2000-2012 –> 2013-2019 6.7344151 10820.3216
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 656 3.4093443 3484.8416 9.603997 2000-2012 –> 2013-2019 6.7344151 10820.3216
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 656 3.3238240 3451.5114 11.113656 2000-2012 –> 2013-2019 6.5487639 10701.5603
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 656 3.3892046 3477.0684 9.580435 2000-2012 –> 2013-2019 6.6881976 10790.5493
Atlantic (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 656 3.2691905 3431.7670 9.293088 2000-2012 –> 2013-2019 6.4024809 10603.2631
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2398 2.0935628 10360.8368 14.739529 1982-1999 –> 2000-2012 3.7661002 22513.8376
Atlantic (26.75,27] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 2398 2.0422179 10243.7478 13.072427 1982-1999 –> 2000-2012 3.6820169 22274.6044
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2398 2.0001820 10143.9994 14.081577 1982-1999 –> 2000-2012 3.6531709 22225.1681
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2398 1.9777373 10091.8778 13.048320 1982-1999 –> 2000-2012 3.6098667 22095.2929
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2398 2.1989701 10598.4250 16.309198 1982-1999 –> 2000-2012 3.9946362 23199.5206
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 2398 2.1989701 10598.4250 16.309198 1982-1999 –> 2000-2012 3.9946362 23199.5206
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate 2398 2.2004206 10599.5875 15.280820 1982-1999 –> 2000-2012 3.9880121 23170.3800
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2398 2.0860637 10345.6268 19.975942 1982-1999 –> 2000-2012 3.5995129 21872.9381
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 2398 2.1370107 10461.3499 13.373762 1982-1999 –> 2000-2012 3.8855808 22895.5375
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2398 2.0377368 10235.2128 18.405045 1982-1999 –> 2000-2012 3.5335223 21690.7979
Atlantic (26.75,27] cstar_tref ~ aou + silicate + phosphate + phosphate_star 1263 2.6364762 6045.0524 27.471250 2000-2012 –> 2013-2019 4.7300390 16405.8891
Atlantic (26.75,27] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1263 2.5145378 5927.4356 22.300060 2000-2012 –> 2013-2019 4.5567556 16171.1833
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate 1263 2.5846959 5994.9482 24.744636 2000-2012 –> 2013-2019 4.7623441 16544.6427
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1263 2.5330762 5945.9902 25.891764 2000-2012 –> 2013-2019 4.5332582 16089.9896
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 1263 2.5534340 5966.2100 22.124060 2000-2012 –> 2013-2019 4.7278634 16510.8101
Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1263 2.4687832 5883.0490 22.398346 2000-2012 –> 2013-2019 4.4465205 15974.9268
Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 1263 2.6623762 6071.7460 22.596317 2000-2012 –> 2013-2019 4.8613463 16670.1710
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1263 2.2552518 5652.5376 22.583567 2000-2012 –> 2013-2019 4.3413155 15998.1644
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 1263 2.6260789 6037.0711 22.609023 2000-2012 –> 2013-2019 4.7630896 16498.4210
Atlantic (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1263 2.1944621 5585.5155 19.509755 2000-2012 –> 2013-2019 4.2321989 15820.7283
Atlantic (27,27.25] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 2031 1.9602837 8511.8166 15.249340 1982-1999 –> 2000-2012 3.7044185 18840.2962
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 2031 1.9148200 8414.4995 9.235730 1982-1999 –> 2000-2012 3.6311952 18657.1971
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2031 1.8904789 8364.5325 9.689213 1982-1999 –> 2000-2012 3.4604645 18143.6984
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 2031 1.8626152 8304.2173 11.021443 1982-1999 –> 2000-2012 3.5644105 18504.3667
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2031 1.7685785 8095.7837 13.273629 1982-1999 –> 2000-2012 3.2488170 17569.5660
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2031 2.0594140 8712.2044 13.384239 1982-1999 –> 2000-2012 3.7359927 18834.3973
Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 2031 2.0594140 8712.2044 13.384239 1982-1999 –> 2000-2012 3.7359927 18834.3973
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 2031 2.0463518 8686.3583 13.496221 1982-1999 –> 2000-2012 3.7135284 18779.1843
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2031 1.8689532 8320.0157 18.956833 1982-1999 –> 2000-2012 3.5357161 18413.5457
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 2031 2.0594140 8712.2044 13.384239 1982-1999 –> 2000-2012 3.7359927 18834.3973
Atlantic (27,27.25] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1142 2.4331867 5285.7925 20.133740 2000-2012 –> 2013-2019 4.3934703 13797.6091
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1142 2.2408412 5097.7041 11.555324 2000-2012 –> 2013-2019 4.3317934 13871.6430
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 1142 2.2408412 5097.7041 11.555324 2000-2012 –> 2013-2019 4.3317934 13871.6430
Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 1142 2.2408412 5097.7041 11.555324 2000-2012 –> 2013-2019 4.3317934 13871.6430
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate 1142 2.3003827 5155.6000 13.777336 2000-2012 –> 2013-2019 4.2152027 13570.0995
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1142 2.2946948 5151.9457 14.080782 2000-2012 –> 2013-2019 4.1851737 13516.4782
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 1142 2.1593133 5013.0566 10.465472 2000-2012 –> 2013-2019 4.0219286 13317.2739
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1142 2.1464785 5001.4401 9.449703 2000-2012 –> 2013-2019 3.9150570 13097.2238
Atlantic (27,27.25] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 1142 2.2408412 5097.7041 11.555324 2000-2012 –> 2013-2019 4.3317934 13871.6430
Atlantic (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1142 2.2764891 5135.7525 18.813540 2000-2012 –> 2013-2019 4.1454423 13455.7683
Atlantic (27.25,27.5] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 2025 2.2571186 9057.7617 21.333316 1982-1999 –> 2000-2012 3.9135961 20144.1869
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2025 2.1392607 8842.5653 18.152763 1982-1999 –> 2000-2012 3.7620627 19812.7677
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 2025 2.4063497 9315.0504 11.614926 1982-1999 –> 2000-2012 4.1264292 20616.3452
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2025 2.2547324 9053.4778 15.509020 1982-1999 –> 2000-2012 3.9706310 20342.7650
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 2025 2.2547324 9053.4778 15.509020 1982-1999 –> 2000-2012 3.9706310 20342.7650
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate_star 2025 2.4063497 9315.0504 11.614926 1982-1999 –> 2000-2012 4.1264292 20616.3452
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 2025 2.2547324 9053.4778 15.509020 1982-1999 –> 2000-2012 3.9706310 20342.7650
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 2025 2.2664591 9074.4871 13.372191 1982-1999 –> 2000-2012 3.9854665 20374.1931
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2025 2.2489702 9045.1143 18.192634 1982-1999 –> 2000-2012 3.9054295 20133.4764
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 2025 2.2547324 9053.4778 15.509020 1982-1999 –> 2000-2012 3.9706310 20342.7650
Atlantic (27.25,27.5] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1109 2.7884162 5435.7065 20.513112 2000-2012 –> 2013-2019 5.0455349 14493.4682
Atlantic (27.25,27.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1109 2.7064010 5371.4902 19.005456 2000-2012 –> 2013-2019 4.8456617 14214.0555
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1109 2.7923328 5438.8197 16.610907 2000-2012 –> 2013-2019 5.0470652 14492.2975
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 1109 2.7923328 5438.8197 16.610907 2000-2012 –> 2013-2019 5.0470652 14492.2975
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 1109 2.7923328 5438.8197 16.610907 2000-2012 –> 2013-2019 5.0470652 14492.2975
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 1109 2.8123363 5454.6522 14.111336 2000-2012 –> 2013-2019 5.0787954 14529.1392
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1109 2.7871176 5436.6733 19.218900 2000-2012 –> 2013-2019 5.0360878 14481.7876
Atlantic (27.25,27.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 1109 2.7923328 5438.8197 16.610907 2000-2012 –> 2013-2019 5.0470652 14492.2975
Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 1109 2.8746758 5503.2804 14.300893 2000-2012 –> 2013-2019 5.2072955 14694.2990
Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 1109 2.8746758 5503.2804 14.300893 2000-2012 –> 2013-2019 5.2072955 14694.2990
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 2804 2.7836924 13708.7557 13.816311 1982-1999 –> 2000-2012 5.2587422 31083.3422
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + phosphate_star 2804 2.7656318 13674.2524 14.269310 1982-1999 –> 2000-2012 5.0314996 30391.3946
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 2804 2.4538915 13003.5694 13.901382 1982-1999 –> 2000-2012 4.8210764 30047.3887
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2804 2.3944064 12867.9502 14.685866 1982-1999 –> 2000-2012 4.4949743 29021.3907
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 2804 2.3843613 12844.3739 16.074344 1982-1999 –> 2000-2012 4.6854817 29678.8092
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2804 2.3646915 12799.9189 15.947237 1982-1999 –> 2000-2012 4.4645090 28952.6908
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate_star + phosphate 2804 2.4397971 12971.2660 14.134608 1982-1999 –> 2000-2012 4.7984006 29987.9633
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 2804 2.3858262 12847.8183 14.889428 1982-1999 –> 2000-2012 4.4857148 28998.8431
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2804 3.1163443 14347.7999 16.206958 1982-1999 –> 2000-2012 5.4955151 31433.3373
Atlantic (27.5,27.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 2804 3.1165165 14346.1100 16.244315 1982-1999 –> 2000-2012 5.5026775 31451.5564
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate 1515 2.8745087 7510.7055 15.545879 2000-2012 –> 2013-2019 5.3284002 20514.2749
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1515 2.8711798 7509.1946 15.461950 2000-2012 –> 2013-2019 5.2655862 20377.1448
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 1515 2.7078202 7331.6999 19.383046 2000-2012 –> 2013-2019 5.0921815 20176.0738
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1515 2.6926942 7316.7268 20.089368 2000-2012 –> 2013-2019 5.0573857 20116.6457
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate_star + phosphate 1515 2.8460603 7480.5689 15.954890 2000-2012 –> 2013-2019 5.2858574 20451.8349
Atlantic (27.5,27.75] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 1515 2.8440453 7480.4229 15.889857 2000-2012 –> 2013-2019 5.2298715 20328.2412
Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 1515 2.8464806 7483.0164 22.421750 2000-2012 –> 2013-2019 5.7223980 21378.5562
Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate 1515 2.8464806 7483.0164 22.421750 2000-2012 –> 2013-2019 5.7223980 21378.5562
Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate_star 1515 2.8464806 7483.0164 22.421750 2000-2012 –> 2013-2019 5.7223980 21378.5562
Atlantic (27.5,27.75] cstar_tref ~ sal + silicate + silicate_star + phosphate + phosphate_star 1515 2.8464806 7483.0164 22.421750 2000-2012 –> 2013-2019 5.7223980 21378.5562
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1036 1.8800580 4262.0997 14.057027 1982-1999 –> 2000-2012 3.8317057 9787.3967
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 1036 1.8800580 4262.0997 14.057027 1982-1999 –> 2000-2012 3.8317057 9787.3967
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + phosphate_star 1036 1.9943230 4382.3519 12.367472 1982-1999 –> 2000-2012 3.6776199 9515.1410
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 1036 1.7389083 4098.3902 12.226980 1982-1999 –> 2000-2012 3.5475856 9420.8408
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1036 1.5641536 3880.9392 12.798383 1982-1999 –> 2000-2012 3.1611985 8876.8661
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 1036 1.6095022 3940.1571 13.113728 1982-1999 –> 2000-2012 3.2728806 9043.5207
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1036 1.4933765 3786.9948 13.193790 1982-1999 –> 2000-2012 3.0083549 8645.6517
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 1036 1.8800580 4262.0997 14.057027 1982-1999 –> 2000-2012 3.8317057 9787.3967
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate_star + phosphate 1036 1.7292672 4086.8704 12.169194 1982-1999 –> 2000-2012 3.5327060 9401.6636
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 1036 1.5578540 3872.5773 12.740813 1982-1999 –> 2000-2012 3.1520469 8863.7855
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 513 2.0209724 2191.7028 12.956555 2000-2012 –> 2013-2019 3.9010304 6453.8025
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 513 2.0209724 2191.7028 12.956555 2000-2012 –> 2013-2019 3.9010304 6453.8025
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 513 2.0209724 2191.7028 12.956555 2000-2012 –> 2013-2019 3.9010304 6453.8025
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate 513 1.8570079 2102.8906 11.721525 2000-2012 –> 2013-2019 3.5959162 6201.2808
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 513 1.7475521 2042.5606 12.039326 2000-2012 –> 2013-2019 3.3117057 5923.4997
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 513 1.7344893 2034.8625 11.391059 2000-2012 –> 2013-2019 3.3439915 5975.0196
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 513 1.6586171 1990.9707 11.471286 2000-2012 –> 2013-2019 3.1519935 5777.9654
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 513 2.0209724 2191.7028 12.956555 2000-2012 –> 2013-2019 3.9010304 6453.8025
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate_star + phosphate 513 1.8449695 2096.2177 11.652747 2000-2012 –> 2013-2019 3.5742368 6183.0881
Atlantic (27.75,27.85] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 513 1.7382180 2037.0658 11.972402 2000-2012 –> 2013-2019 3.2960719 5909.6431
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + phosphate + phosphate_star 983 3.4332878 5226.7302 38.381356 1982-1999 –> 2000-2012 6.3108859 11854.3203
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 983 3.4269579 5225.1022 39.102145 1982-1999 –> 2000-2012 6.2927680 11843.7240
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 983 3.4396213 5230.3536 36.781212 1982-1999 –> 2000-2012 6.1696286 11717.2584
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 983 3.4272905 5225.2930 34.214054 1982-1999 –> 2000-2012 6.1571686 11714.0714
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 983 3.4214557 5223.9431 35.081733 1982-1999 –> 2000-2012 6.1044955 11668.4784
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 983 3.4275839 5225.4613 34.223662 1982-1999 –> 2000-2012 6.1575457 11714.3215
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 983 3.0946626 5022.5819 23.332862 1982-1999 –> 2000-2012 6.0114682 11686.3324
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 983 3.0757549 5012.5332 23.130965 1982-1999 –> 2000-2012 5.9400103 11629.7050
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 983 3.0752221 5014.1926 23.047959 1982-1999 –> 2000-2012 5.9358669 11629.9940
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 983 3.0758688 5012.6060 23.140031 1982-1999 –> 2000-2012 5.9407219 11630.3353
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 569 3.6927617 3115.4063 22.701765 2000-2012 –> 2013-2019 7.1197195 8340.5085
Atlantic (27.85,27.95] cstar_tref ~ aou + silicate_star + phosphate + phosphate_star 569 3.7368389 3126.9092 23.232522 2000-2012 –> 2013-2019 7.1704159 8353.8050
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + phosphate_star 569 3.4103854 3022.8793 30.447244 2000-2012 –> 2013-2019 6.8500067 8253.2329
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 569 3.3215129 2994.8304 29.207068 2000-2012 –> 2013-2019 6.7488034 8220.1234
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 569 3.2039147 2955.8090 28.849345 2000-2012 –> 2013-2019 6.6253703 8179.7521
Atlantic (27.85,27.95] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 569 3.3174363 2993.4329 29.173144 2000-2012 –> 2013-2019 6.7450201 8218.8941
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + phosphate_star 569 3.6730463 3107.3144 22.693963 2000-2012 –> 2013-2019 6.7677089 8129.8962
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 569 3.6600265 3105.2733 23.151675 2000-2012 –> 2013-2019 6.7357814 8117.8065
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 569 3.6536488 3105.2886 22.923203 2000-2012 –> 2013-2019 6.7288710 8119.4812
Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 569 3.6603862 3105.3852 23.147178 2000-2012 –> 2013-2019 6.7362550 8117.9912
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1204 3.9663431 6750.6536 26.278881 1982-1999 –> 2000-2012 7.5145428 15768.0436
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1204 3.8590720 6682.6316 25.099675 1982-1999 –> 2000-2012 7.3908813 15682.5017
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 1204 3.8590720 6682.6316 25.099675 1982-1999 –> 2000-2012 7.3908813 15682.5017
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 1204 3.8590720 6682.6316 25.099675 1982-1999 –> 2000-2012 7.3908813 15682.5017
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1204 3.7604125 6622.2690 22.900385 1982-1999 –> 2000-2012 7.2584306 15591.9137
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 1204 3.8590720 6682.6316 25.099675 1982-1999 –> 2000-2012 7.3908813 15682.5017
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 1204 3.9591041 6744.2548 25.125796 1982-1999 –> 2000-2012 7.5958976 15842.3119
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + silicate_star + phosphate_star 1204 3.9591041 6744.2548 25.125796 1982-1999 –> 2000-2012 7.5958976 15842.3119
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 1204 3.9591041 6744.2548 25.125796 1982-1999 –> 2000-2012 7.5958976 15842.3119
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 1204 3.9591041 6744.2548 25.125796 1982-1999 –> 2000-2012 7.5958976 15842.3119
Atlantic (27.95,28.05] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 666 3.3826776 3529.2913 29.607706 2000-2012 –> 2013-2019 7.3490207 10279.9450
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 666 3.5060655 3575.0128 26.986021 2000-2012 –> 2013-2019 7.3651375 10257.6443
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 666 3.5060655 3575.0128 26.986021 2000-2012 –> 2013-2019 7.3651375 10257.6443
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 666 3.5060655 3575.0128 26.986021 2000-2012 –> 2013-2019 7.3651375 10257.6443
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 666 3.5049850 3576.6022 26.715531 2000-2012 –> 2013-2019 7.2653975 10198.8712
Atlantic (27.95,28.05] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 666 3.5060655 3575.0128 26.986021 2000-2012 –> 2013-2019 7.3651375 10257.6443
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 666 3.5394291 3587.6281 27.891571 2000-2012 –> 2013-2019 7.4985332 10331.8828
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate + silicate_star + phosphate_star 666 3.5394291 3587.6281 27.891571 2000-2012 –> 2013-2019 7.4985332 10331.8828
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 666 3.5394291 3587.6281 27.891571 2000-2012 –> 2013-2019 7.4985332 10331.8828
Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 666 3.5394291 3587.6281 27.891571 2000-2012 –> 2013-2019 7.4985332 10331.8828
Atlantic (28.05,28.1] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 804 1.1604000 2534.8669 10.961624 1982-1999 –> 2000-2012 2.1122548 5496.2371
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 804 1.0598757 2387.1610 7.838670 1982-1999 –> 2000-2012 1.9527650 5208.9110
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 804 1.0324411 2346.9902 6.945256 1982-1999 –> 2000-2012 1.9247967 5169.4535
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 804 1.1234386 2482.8149 6.229798 1982-1999 –> 2000-2012 2.0949121 5488.0891
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 804 1.0230394 2334.2803 7.072087 1982-1999 –> 2000-2012 1.9077525 5140.2333
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 804 1.0319223 2346.1819 6.940660 1982-1999 –> 2000-2012 1.9242150 5168.4935
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 804 1.1065403 2456.4443 11.331523 1982-1999 –> 2000-2012 2.0473492 5390.6954
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 804 1.0436142 2364.2985 12.188672 1982-1999 –> 2000-2012 1.8828911 5054.7923
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 804 1.0382549 2358.0196 11.926181 1982-1999 –> 2000-2012 1.8729883 5038.8318
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 804 1.0427660 2362.9910 12.172235 1982-1999 –> 2000-2012 1.8811182 5051.1125
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + phosphate_star 434 1.1212849 1343.0032 8.929761 2000-2012 –> 2013-2019 2.1811606 3730.1642
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 434 1.0586072 1295.0748 7.429722 2000-2012 –> 2013-2019 2.0910483 3642.0650
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 434 1.1719093 1383.3332 6.515262 2000-2012 –> 2013-2019 2.2953479 3866.1481
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 434 1.0459216 1286.6104 7.586975 2000-2012 –> 2013-2019 2.0689610 3620.8907
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 434 1.1676572 1380.1780 6.819178 2000-2012 –> 2013-2019 2.3011906 3877.3774
Atlantic (28.05,28.1] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 434 1.0577152 1294.3431 7.425265 2000-2012 –> 2013-2019 2.0896374 3640.5250
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + phosphate_star 434 1.1480057 1363.4454 12.833810 2000-2012 –> 2013-2019 2.2545460 3819.8898
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 434 1.1075442 1334.3006 13.578379 2000-2012 –> 2013-2019 2.1511584 3698.5991
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 434 1.0973896 1328.3056 13.237762 2000-2012 –> 2013-2019 2.1356445 3686.3252
Atlantic (28.05,28.1] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 434 1.1066639 1333.6104 13.570865 2000-2012 –> 2013-2019 2.1494299 3696.6015
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 936 0.8394339 2342.6013 6.649159 1982-1999 –> 2000-2012 1.5477300 5138.3794
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 936 0.8394339 2342.6013 6.649159 1982-1999 –> 2000-2012 1.5477300 5138.3794
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 936 0.7732900 2186.9596 6.039973 1982-1999 –> 2000-2012 1.4451653 4844.0128
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 936 0.7598609 2156.1646 5.927820 1982-1999 –> 2000-2012 1.3893138 4646.2932
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 936 0.7598154 2158.0525 5.943044 1982-1999 –> 2000-2012 1.3880573 4645.1933
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 936 0.8394339 2342.6013 6.649159 1982-1999 –> 2000-2012 1.5477300 5138.3794
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 936 0.7598340 2156.0982 5.933231 1982-1999 –> 2000-2012 1.3890162 4645.1130
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 936 0.7856962 2218.7544 10.025704 1982-1999 –> 2000-2012 1.3744859 4535.9182
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 936 0.7827535 2213.7300 10.257314 1982-1999 –> 2000-2012 1.3501586 4437.0753
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 936 0.7848370 2216.7061 10.063082 1982-1999 –> 2000-2012 1.3705842 4520.4516
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 497 0.9633503 1387.3108 6.933462 2000-2012 –> 2013-2019 1.8027842 3729.9121
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 497 0.9633503 1387.3108 6.933462 2000-2012 –> 2013-2019 1.8027842 3729.9121
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 497 0.9633503 1387.3108 6.933462 2000-2012 –> 2013-2019 1.8027842 3729.9121
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + phosphate_star 497 0.8714406 1285.6430 6.181914 2000-2012 –> 2013-2019 1.6447306 3472.6026
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 497 0.8712585 1287.4353 6.182326 2000-2012 –> 2013-2019 1.6311195 3443.5998
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 497 0.8691738 1287.0540 6.068093 2000-2012 –> 2013-2019 1.6289892 3445.1065
Atlantic (28.1,28.15] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 497 0.8712841 1287.4645 6.182969 2000-2012 –> 2013-2019 1.6311181 3443.5627
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 497 0.8791505 1296.3985 11.933687 2000-2012 –> 2013-2019 1.6648467 3515.1529
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 497 0.8772631 1296.2622 12.147225 2000-2012 –> 2013-2019 1.6600165 3509.9922
Atlantic (28.1,28.15] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 497 0.8784638 1295.6218 11.978025 2000-2012 –> 2013-2019 1.6633008 3512.3279
Atlantic (28.15,28.2] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1540 0.5531775 2560.7353 2.247783 1982-1999 –> 2000-2012 1.0936272 6149.0806
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1540 0.5471615 2527.0561 2.040783 1982-1999 –> 2000-2012 1.0648603 5924.1022
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 1540 0.5471615 2527.0561 2.040783 1982-1999 –> 2000-2012 1.0648603 5924.1022
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 1540 0.5471615 2527.0561 2.040783 1982-1999 –> 2000-2012 1.0648603 5924.1022
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1540 0.5463689 2524.5912 2.040269 1982-1999 –> 2000-2012 1.0604135 5892.1290
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 1540 0.5471615 2527.0561 2.040783 1982-1999 –> 2000-2012 1.0648603 5924.1022
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1540 0.5576121 2585.3284 2.314250 1982-1999 –> 2000-2012 1.1076613 6251.9858
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 1540 0.5576121 2585.3284 2.314250 1982-1999 –> 2000-2012 1.1076613 6251.9858
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1540 0.3426059 1087.1135 1.730599 1982-1999 –> 2000-2012 0.7339173 3241.2092
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 1540 0.5576121 2585.3284 2.314250 1982-1999 –> 2000-2012 1.1076613 6251.9858
Atlantic (28.15,28.2] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 819 0.8419198 2056.3697 7.850937 2000-2012 –> 2013-2019 1.3950972 4617.1050
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + phosphate_star 819 0.7431790 1850.0329 4.262643 2000-2012 –> 2013-2019 1.3371546 4627.9389
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 819 0.7372762 1838.9708 4.731734 2000-2012 –> 2013-2019 1.2844377 4366.0269
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 819 0.7372762 1838.9708 4.731734 2000-2012 –> 2013-2019 1.2844377 4366.0269
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 819 0.7372762 1838.9708 4.731734 2000-2012 –> 2013-2019 1.2844377 4366.0269
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 819 0.7644207 1898.1939 4.832071 2000-2012 –> 2013-2019 1.3352942 4555.9148
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 819 0.7358125 1837.7157 4.696636 2000-2012 –> 2013-2019 1.2821814 4362.3069
Atlantic (28.15,28.2] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 819 0.7372762 1838.9708 4.731734 2000-2012 –> 2013-2019 1.2844377 4366.0269
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 819 0.6397228 1608.4936 7.182190 2000-2012 –> 2013-2019 0.9823288 2695.6071
Atlantic (28.15,28.2] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 819 0.8613203 2093.6861 8.208278 2000-2012 –> 2013-2019 1.4189324 4679.0145
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 2693 0.3540505 2062.0339 1.937681 1982-1999 –> 2000-2012 0.6560011 3717.6111
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 2693 0.3588037 2133.8610 1.963165 1982-1999 –> 2000-2012 0.6635911 3858.8422
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2693 0.3463114 1944.9979 1.900529 1982-1999 –> 2000-2012 0.6453988 3531.8596
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star 2693 0.3588037 2133.8610 1.963165 1982-1999 –> 2000-2012 0.6635911 3858.8422
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 2693 0.3463114 1944.9979 1.900529 1982-1999 –> 2000-2012 0.6453988 3531.8596
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate_star 2693 0.3588037 2133.8610 1.963165 1982-1999 –> 2000-2012 0.6635911 3858.8422
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 2693 0.3463114 1944.9979 1.900529 1982-1999 –> 2000-2012 0.6453988 3531.8596
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 2693 0.3242828 1591.0173 2.115462 1982-1999 –> 2000-2012 0.6239944 3193.3546
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2693 0.3242747 1592.8815 2.111834 1982-1999 –> 2000-2012 0.6221868 3152.5217
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 2693 0.3463114 1944.9979 1.900529 1982-1999 –> 2000-2012 0.6453988 3531.8596
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + phosphate_star 1557 0.3991609 1570.7062 2.411345 2000-2012 –> 2013-2019 0.7532114 3632.7401
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1557 0.4110188 1661.8663 2.465092 2000-2012 –> 2013-2019 0.7698225 3795.7273
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1557 0.3901368 1501.4981 2.457959 2000-2012 –> 2013-2019 0.7364483 3446.4960
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star 1557 0.4110188 1661.8663 2.465092 2000-2012 –> 2013-2019 0.7698225 3795.7273
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 1557 0.3901368 1501.4981 2.457959 2000-2012 –> 2013-2019 0.7364483 3446.4960
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate_star 1557 0.4110188 1661.8663 2.465092 2000-2012 –> 2013-2019 0.7698225 3795.7273
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 1557 0.3901368 1501.4981 2.457959 2000-2012 –> 2013-2019 0.7364483 3446.4960
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 1557 0.3502557 1165.7023 2.704232 2000-2012 –> 2013-2019 0.6745385 2756.7196
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1557 0.3498036 1163.6809 2.743213 2000-2012 –> 2013-2019 0.6740783 2756.5624
Atlantic (28.2, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 1557 0.3901368 1501.4981 2.457959 2000-2012 –> 2013-2019 0.7364483 3446.4960
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 5288 6.2360939 34376.5179 29.968567 1982-1999 –> 2000-2012 12.7656352 81794.3473
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5288 6.1928478 34304.9200 29.527354 1982-1999 –> 2000-2012 12.6716991 81612.6324
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 5288 5.8704994 33741.5762 32.823104 1982-1999 –> 2000-2012 12.0405560 80348.7455
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 5288 6.2330691 34373.3868 30.214602 1982-1999 –> 2000-2012 12.7604122 81788.3722
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 5288 7.0307412 35648.9835 32.520067 1982-1999 –> 2000-2012 14.3522859 84717.7889
Indo-Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 5288 7.1609299 35841.0290 31.554355 1982-1999 –> 2000-2012 14.6425732 85219.0198
Indo-Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 5288 7.1609299 35841.0290 31.554355 1982-1999 –> 2000-2012 14.6425732 85219.0198
Indo-Pacific (-Inf,26] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 5288 7.1609299 35841.0290 31.554355 1982-1999 –> 2000-2012 14.6425732 85219.0198
Indo-Pacific (-Inf,26] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 5288 7.1609299 35841.0290 31.554355 1982-1999 –> 2000-2012 14.6425732 85219.0198
Indo-Pacific (-Inf,26] cstar_tref ~ temp + silicate + silicate_star + phosphate + phosphate_star 5288 7.1609299 35841.0290 31.554355 1982-1999 –> 2000-2012 14.6425732 85219.0198
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + phosphate + phosphate_star 2816 5.9520247 18049.4373 24.894024 2000-2012 –> 2013-2019 12.1881186 52425.9552
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2816 5.8778725 17980.8313 24.128023 2000-2012 –> 2013-2019 12.0707203 52285.7513
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2816 5.5779109 17687.8240 25.740680 2000-2012 –> 2013-2019 11.4484102 51429.4002
Indo-Pacific (-Inf,26] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 2816 5.9519636 18051.3795 24.924420 2000-2012 –> 2013-2019 12.1850327 52424.7664
Indo-Pacific (-Inf,26] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2816 6.7455161 18758.2627 27.271072 2000-2012 –> 2013-2019 13.7762573 54407.2462
Indo-Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 2816 6.9178353 18898.3293 26.006595 2000-2012 –> 2013-2019 14.0787652 54739.3584
Indo-Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 2816 6.9178353 18898.3293 26.006595 2000-2012 –> 2013-2019 14.0787652 54739.3584
Indo-Pacific (-Inf,26] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 2816 6.9178353 18898.3293 26.006595 2000-2012 –> 2013-2019 14.0787652 54739.3584
Indo-Pacific (-Inf,26] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 2816 6.9178353 18898.3293 26.006595 2000-2012 –> 2013-2019 14.0787652 54739.3584
Indo-Pacific (-Inf,26] cstar_tref ~ temp + silicate + silicate_star + phosphate + phosphate_star 2816 6.9178353 18898.3293 26.006595 2000-2012 –> 2013-2019 14.0787652 54739.3584
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5525 4.5360650 32401.5327 43.772780 1982-1999 –> 2000-2012 8.7824377 76605.3494
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 5525 4.3935346 32050.7520 50.440434 1982-1999 –> 2000-2012 8.4460883 75535.9915
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 5525 4.7555301 32923.6260 49.041150 1982-1999 –> 2000-2012 9.1671720 77716.3587
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 5525 4.7555301 32923.6260 49.041150 1982-1999 –> 2000-2012 9.1671720 77716.3587
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 5525 4.7555301 32923.6260 49.041150 1982-1999 –> 2000-2012 9.1671720 77716.3587
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 5525 4.7292783 32862.4581 47.412368 1982-1999 –> 2000-2012 9.1428442 77661.9159
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 5525 4.7273110 32859.8605 47.655241 1982-1999 –> 2000-2012 9.1368954 77647.3981
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 5525 4.7555301 32923.6260 49.041150 1982-1999 –> 2000-2012 9.1671720 77716.3587
Indo-Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 5525 4.7637711 32942.7584 51.203206 1982-1999 –> 2000-2012 9.1789275 77747.7736
Indo-Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 5525 4.7637711 32942.7584 51.203206 1982-1999 –> 2000-2012 9.1789275 77747.7736
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2918 4.4724496 17036.8813 46.310491 2000-2012 –> 2013-2019 9.0085146 49438.4140
Indo-Pacific (26,26.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2918 4.2159915 16694.2570 56.960184 2000-2012 –> 2013-2019 8.6095261 48745.0090
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2918 4.5715543 17164.7889 45.715284 2000-2012 –> 2013-2019 9.3270844 50088.4149
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 2918 4.5715543 17164.7889 45.715284 2000-2012 –> 2013-2019 9.3270844 50088.4149
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 2918 4.5715543 17164.7889 45.715284 2000-2012 –> 2013-2019 9.3270844 50088.4149
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 2918 4.5489045 17135.8025 48.107779 2000-2012 –> 2013-2019 9.2781828 49998.2607
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2918 4.5483102 17137.0400 48.501450 2000-2012 –> 2013-2019 9.2756211 49996.9005
Indo-Pacific (26,26.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 2918 4.5715543 17164.7889 45.715284 2000-2012 –> 2013-2019 9.3270844 50088.4149
Indo-Pacific (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 2918 4.5779873 17172.9954 45.249093 2000-2012 –> 2013-2019 9.3417584 50115.7538
Indo-Pacific (26,26.5] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 2918 4.5779873 17172.9954 45.249093 2000-2012 –> 2013-2019 9.3417584 50115.7538
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + phosphate + phosphate_star 4544 4.0473152 25612.8259 22.127132 1982-1999 –> 2000-2012 7.9963826 60742.2745
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 4544 3.8913517 25257.6932 27.853242 1982-1999 –> 2000-2012 7.7641398 60143.8499
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4544 3.9265162 25339.4488 20.226531 1982-1999 –> 2000-2012 7.6839109 59845.1956
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 4544 3.7973242 25037.4014 25.787956 1982-1999 –> 2000-2012 7.5031722 59371.4273
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4544 4.0218289 25557.4171 33.030413 1982-1999 –> 2000-2012 8.0127086 60821.3190
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate + silicate_star + phosphate_star 4544 4.0218289 25557.4171 33.030413 1982-1999 –> 2000-2012 8.0127086 60821.3190
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 4544 4.0218289 25557.4171 33.030413 1982-1999 –> 2000-2012 8.0127086 60821.3190
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4544 3.9477481 25388.4579 23.151958 1982-1999 –> 2000-2012 7.8249401 60288.9073
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 4544 3.9535838 25401.8824 28.364134 1982-1999 –> 2000-2012 7.8828091 60469.9835
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 4544 3.8518354 25166.9337 25.588614 1982-1999 –> 2000-2012 7.6875464 59934.1108
Indo-Pacific (26.5,26.75] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 2447 4.2048977 13987.2925 31.207461 2000-2012 –> 2013-2019 8.0962494 39244.9857
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2447 4.2938981 14089.7973 24.434470 2000-2012 –> 2013-2019 8.2204143 39429.2462
Indo-Pacific (26.5,26.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2447 4.1263148 13896.9659 30.566323 2000-2012 –> 2013-2019 7.9236390 38934.3673
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2447 4.2923135 14087.9909 22.815590 2000-2012 –> 2013-2019 8.2400615 39476.4489
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 2447 4.2621159 14053.4387 31.613974 2000-2012 –> 2013-2019 8.2156997 39455.3210
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2447 4.1678205 13945.9476 29.090807 2000-2012 –> 2013-2019 8.0196559 39112.8814
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 2447 4.3205048 14120.0290 31.479242 2000-2012 –> 2013-2019 8.3423820 39677.5550
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 2447 4.3205048 14120.0290 31.479242 2000-2012 –> 2013-2019 8.3423820 39677.5550
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 2447 4.3205048 14120.0290 31.479242 2000-2012 –> 2013-2019 8.3423820 39677.5550
Indo-Pacific (26.5,26.75] cstar_tref ~ temp + silicate + silicate_star + phosphate + phosphate_star 2447 4.3205048 14120.0290 31.479242 2000-2012 –> 2013-2019 8.3423820 39677.5550
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 5354 4.3860284 31038.9594 20.143089 1982-1999 –> 2000-2012 8.2846331 72918.6507
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate_star + phosphate + phosphate_star 5354 4.4364272 31159.3008 18.611622 1982-1999 –> 2000-2012 8.3694630 73169.4305
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 5354 4.3077986 30844.2463 21.980567 1982-1999 –> 2000-2012 7.9956057 71884.6902
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5354 4.2906105 30803.4359 21.052395 1982-1999 –> 2000-2012 7.9645082 71788.9629
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 5354 4.1866293 30542.7356 21.921436 1982-1999 –> 2000-2012 7.7982605 71272.7986
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 5354 4.2213053 30629.0600 20.756473 1982-1999 –> 2000-2012 7.8498644 71427.5545
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 5354 4.2057274 30587.4712 23.104196 1982-1999 –> 2000-2012 7.8859232 71596.7963
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5354 4.1702723 30498.8181 21.453131 1982-1999 –> 2000-2012 7.8227361 71396.2141
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 5354 4.1067055 30336.3407 20.455714 1982-1999 –> 2000-2012 7.7237355 71088.9022
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 5354 4.1165993 30360.1074 20.285252 1982-1999 –> 2000-2012 7.7366826 71123.3780
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 2868 4.7432090 17082.3425 20.342378 2000-2012 –> 2013-2019 9.1292375 48121.3019
Indo-Pacific (26.75,27] cstar_tref ~ aou + silicate_star + phosphate + phosphate_star 2868 4.8115172 17162.3589 18.671411 2000-2012 –> 2013-2019 9.2479444 48321.6597
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + phosphate + phosphate_star 2868 4.6612052 16980.3073 20.095371 2000-2012 –> 2013-2019 8.9690038 47824.5536
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2868 4.6499950 16968.4956 19.282213 2000-2012 –> 2013-2019 8.9406055 47771.9315
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2868 4.5391175 16832.0657 20.727942 2000-2012 –> 2013-2019 8.7257468 47374.8013
Indo-Pacific (26.75,27] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 2868 4.5834469 16885.8122 19.621984 2000-2012 –> 2013-2019 8.8047522 47514.8721
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + phosphate_star 2868 4.5774010 16876.2410 16.522089 2000-2012 –> 2013-2019 8.7831284 47463.7121
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2868 4.5537010 16848.4650 17.066955 2000-2012 –> 2013-2019 8.7239733 47347.2831
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2868 4.4840776 16762.0876 17.854645 2000-2012 –> 2013-2019 8.5907831 47098.4283
Indo-Pacific (26.75,27] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 2868 4.5010869 16781.8046 18.240062 2000-2012 –> 2013-2019 8.6176862 47141.9121
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 6466 3.9057692 35982.9778 48.713871 1982-1999 –> 2000-2012 7.0697021 81432.4909
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate_star + phosphate + phosphate_star 6466 4.0461089 36437.4893 40.815494 1982-1999 –> 2000-2012 7.3572918 82688.9862
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 6466 3.8726504 35874.8540 50.618008 1982-1999 –> 2000-2012 6.9727897 80966.3689
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 6466 4.0166063 36344.8487 42.576745 1982-1999 –> 2000-2012 7.2664602 82267.9222
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 6466 3.9500266 36128.6900 31.512269 1982-1999 –> 2000-2012 7.2528573 82337.5496
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 6466 4.0268865 36377.9050 48.755703 1982-1999 –> 2000-2012 7.2867928 82355.5633
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 6466 3.7081089 35313.3840 40.775761 1982-1999 –> 2000-2012 6.7773901 80228.0938
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 6466 3.7382856 35416.1990 36.297381 1982-1999 –> 2000-2012 6.8506238 80575.1233
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 6466 4.1253304 36690.2467 48.506869 1982-1999 –> 2000-2012 7.4805153 83177.0650
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 6466 4.1253304 36690.2467 48.506869 1982-1999 –> 2000-2012 7.4805153 83177.0650
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 3470 4.7284767 20643.4390 37.054814 2000-2012 –> 2013-2019 8.6342459 56626.4168
Indo-Pacific (27,27.25] cstar_tref ~ aou + silicate_star + phosphate + phosphate_star 3470 4.7690854 20700.7860 33.838511 2000-2012 –> 2013-2019 8.8151944 57138.2754
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 3470 4.6947642 20595.7818 38.753685 2000-2012 –> 2013-2019 8.5674146 56470.6358
Indo-Pacific (27,27.25] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 3470 4.7342458 20651.9011 35.629548 2000-2012 –> 2013-2019 8.7508521 56996.7498
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3470 4.4723380 20256.9380 25.616236 2000-2012 –> 2013-2019 8.4223646 56385.6280
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 3470 4.8388654 20803.5946 35.817177 2000-2012 –> 2013-2019 8.8657519 57181.4995
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 3470 4.3256980 20027.5737 30.237193 2000-2012 –> 2013-2019 8.0338070 55340.9576
Indo-Pacific (27,27.25] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 3470 4.3257326 20025.6292 30.341767 2000-2012 –> 2013-2019 8.0640183 55441.8282
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 3470 4.9160028 20913.3540 34.970533 2000-2012 –> 2013-2019 9.0413332 57603.6007
Indo-Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate + silicate_star + phosphate_star 3470 4.9160028 20913.3540 34.970533 2000-2012 –> 2013-2019 9.0413332 57603.6007
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 5847 3.4213894 30993.2337 31.915307 1982-1999 –> 2000-2012 6.3346238 70283.0216
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 5847 3.4222130 30994.0484 31.732058 1982-1999 –> 2000-2012 6.3354476 70281.8372
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + silicate_star + phosphate_star 5847 3.4222130 30994.0484 31.732058 1982-1999 –> 2000-2012 6.3354476 70281.8372
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate_star + phosphate_star 5847 3.4222130 30994.0484 31.732058 1982-1999 –> 2000-2012 6.3354476 70281.8372
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate 5847 3.4222130 30994.0484 31.732058 1982-1999 –> 2000-2012 6.3354476 70281.8372
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate_star 5847 3.4222130 30994.0484 31.732058 1982-1999 –> 2000-2012 6.3354476 70281.8372
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + silicate_star + phosphate + phosphate_star 5847 3.4222130 30994.0484 31.732058 1982-1999 –> 2000-2012 6.3354476 70281.8372
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 5847 3.3461863 30731.3292 33.390589 1982-1999 –> 2000-2012 6.2704796 70078.9213
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 5847 3.2436036 30369.2208 32.869663 1982-1999 –> 2000-2012 6.1018904 69358.4575
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 5847 3.2436714 30367.4652 32.825325 1982-1999 –> 2000-2012 6.1083715 69390.0778
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 3127 3.9753335 17521.2410 30.651744 2000-2012 –> 2013-2019 7.3967229 48514.4747
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 3127 3.9789503 17524.9283 30.123196 2000-2012 –> 2013-2019 7.4011633 48518.9767
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate + silicate_star + phosphate_star 3127 3.9789503 17524.9283 30.123196 2000-2012 –> 2013-2019 7.4011633 48518.9767
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate_star + phosphate_star 3127 3.9789503 17524.9283 30.123196 2000-2012 –> 2013-2019 7.4011633 48518.9767
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate 3127 3.9789503 17524.9283 30.123196 2000-2012 –> 2013-2019 7.4011633 48518.9767
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate_star 3127 3.9789503 17524.9283 30.123196 2000-2012 –> 2013-2019 7.4011633 48518.9767
Indo-Pacific (27.25,27.5] cstar_tref ~ sal + silicate + silicate_star + phosphate + phosphate_star 3127 3.9789503 17524.9283 30.123196 2000-2012 –> 2013-2019 7.4011633 48518.9767
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 3127 3.8437243 17308.6883 33.232474 2000-2012 –> 2013-2019 7.1899105 48040.0175
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 3127 3.7453349 17148.5176 32.174298 2000-2012 –> 2013-2019 6.9889385 47517.7384
Indo-Pacific (27.25,27.5] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 3127 3.7456570 17147.0555 32.042107 2000-2012 –> 2013-2019 6.9893284 47514.5206
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5836 3.2683124 30398.6938 24.119856 1982-1999 –> 2000-2012 5.5822735 67013.2424
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 5836 3.2683124 30398.6938 24.119856 1982-1999 –> 2000-2012 5.5822735 67013.2424
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 5836 3.2683124 30398.6938 24.119856 1982-1999 –> 2000-2012 5.5822735 67013.2424
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 5836 3.2280103 30253.8699 9.417658 1982-1999 –> 2000-2012 5.5715676 67074.4342
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 5836 3.1734696 30056.9737 13.015213 1982-1999 –> 2000-2012 5.4821602 66636.5585
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 5836 3.2683124 30398.6938 24.119856 1982-1999 –> 2000-2012 5.5822735 67013.2424
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 5836 3.1845769 30095.7550 10.967937 1982-1999 –> 2000-2012 5.4967039 66697.4500
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 5836 3.2980912 30504.5604 26.307453 1982-1999 –> 2000-2012 5.6183359 67163.0675
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate 5836 3.2980912 30504.5604 26.307453 1982-1999 –> 2000-2012 5.6183359 67163.0675
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + silicate + silicate_star + phosphate + phosphate_star 5836 3.2980912 30504.5604 26.307453 1982-1999 –> 2000-2012 5.6183359 67163.0675
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 3104 3.9417327 17337.7899 25.386634 2000-2012 –> 2013-2019 7.2100451 47736.4837
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 3104 3.9417327 17337.7899 25.386634 2000-2012 –> 2013-2019 7.2100451 47736.4837
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 3104 3.9417327 17337.7899 25.386634 2000-2012 –> 2013-2019 7.2100451 47736.4837
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3104 3.7804110 17078.3721 11.020697 2000-2012 –> 2013-2019 7.0084214 47332.2420
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 3104 3.7175979 16976.3571 10.474163 2000-2012 –> 2013-2019 6.8910675 47033.3308
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 3104 3.9417327 17337.7899 25.386634 2000-2012 –> 2013-2019 7.2100451 47736.4837
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 3104 3.7296814 16994.5025 10.660379 2000-2012 –> 2013-2019 6.9142583 47090.2575
Indo-Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate 3104 4.0075075 17440.5265 28.440018 2000-2012 –> 2013-2019 7.3055987 47945.0868
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 3104 3.8827008 17246.1149 17.844729 2000-2012 –> 2013-2019 7.1775046 47741.0350
Indo-Pacific (27.5,27.75] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 3104 3.9060342 17281.3106 18.885415 2000-2012 –> 2013-2019 7.2079044 47799.2372
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + phosphate + phosphate_star 2317 2.7304690 11242.0909 21.046900 1982-1999 –> 2000-2012 4.6623579 24262.9999
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 2317 2.7212475 11228.4142 21.917997 1982-1999 –> 2000-2012 4.6418941 24214.7759
Indo-Pacific (27.75,27.85] cstar_tref ~ aou + silicate_star + phosphate + phosphate_star 2317 2.7260850 11234.6446 21.214199 1982-1999 –> 2000-2012 4.6543997 24243.9574
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2317 2.7290365 11241.6591 21.325228 1982-1999 –> 2000-2012 4.6507603 24231.5321
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2317 2.7206310 11229.3641 22.070589 1982-1999 –> 2000-2012 4.6303013 24181.8367
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 2317 2.7249081 11234.6436 21.471767 1982-1999 –> 2000-2012 4.6432603 24213.5203
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2317 2.6406178 11089.0349 20.968772 1982-1999 –> 2000-2012 4.5482001 24032.6569
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 2317 2.7312774 11245.4627 21.597290 1982-1999 –> 2000-2012 4.6633541 24268.9802
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2317 2.6387244 11087.7111 21.365807 1982-1999 –> 2000-2012 4.5411434 24016.3604
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 2317 2.6387258 11085.7135 21.377698 1982-1999 –> 2000-2012 4.5432730 24019.3645
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1264 3.1358059 6490.2930 31.989646 2000-2012 –> 2013-2019 5.8629052 17728.6613
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 1264 3.1358059 6490.2930 31.989646 2000-2012 –> 2013-2019 5.8629052 17728.6613
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 1264 3.1358059 6490.2930 31.989646 2000-2012 –> 2013-2019 5.8629052 17728.6613
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1264 3.1306307 6488.1174 33.339061 2000-2012 –> 2013-2019 5.8512617 17717.4816
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 1264 3.1358059 6490.2930 31.989646 2000-2012 –> 2013-2019 5.8629052 17728.6613
Indo-Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 1264 3.1390093 6492.8741 31.279189 2000-2012 –> 2013-2019 5.8653527 17729.9579
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + phosphate_star 1264 3.1128492 6469.7178 31.766441 2000-2012 –> 2013-2019 5.8536894 17729.3767
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1264 3.0665742 6433.8549 28.861392 2000-2012 –> 2013-2019 5.7071919 17522.8898
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1264 3.0426579 6416.0617 30.875615 2000-2012 –> 2013-2019 5.6813823 17503.7728
Indo-Pacific (27.75,27.85] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 1264 3.0580694 6426.8341 29.049935 2000-2012 –> 2013-2019 5.6967952 17512.5476
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 2907 2.7369084 14117.4123 28.359649 1982-1999 –> 2000-2012 4.8476476 31502.5456
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2907 2.7368303 14119.2462 28.422520 1982-1999 –> 2000-2012 4.8468402 31503.6084
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 2907 2.7448988 14134.3614 28.185033 1982-1999 –> 2000-2012 4.8625461 31545.7003
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2907 2.7011461 14042.9418 28.633357 1982-1999 –> 2000-2012 4.7939723 31361.7225
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 2907 2.7445406 14133.6026 28.109511 1982-1999 –> 2000-2012 4.8649180 31555.2745
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + silicate_star + phosphate_star 2907 2.7445406 14133.6026 28.109511 1982-1999 –> 2000-2012 4.8649180 31555.2745
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 2907 2.7445406 14133.6026 28.109511 1982-1999 –> 2000-2012 4.8649180 31555.2745
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 2907 2.7445406 14133.6026 28.109511 1982-1999 –> 2000-2012 4.8649180 31555.2745
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 2907 2.7445406 14133.6026 28.109511 1982-1999 –> 2000-2012 4.8649180 31555.2745
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + silicate + silicate_star + phosphate + phosphate_star 2907 2.7445406 14133.6026 28.109511 1982-1999 –> 2000-2012 4.8649180 31555.2745
Indo-Pacific (27.85,27.95] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1542 3.2823201 8055.4962 31.823285 2000-2012 –> 2013-2019 6.0192285 22172.9085
Indo-Pacific (27.85,27.95] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1542 3.2790303 8054.4037 32.216639 2000-2012 –> 2013-2019 6.0158606 22173.6499
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1542 3.2946985 8067.1049 31.554855 2000-2012 –> 2013-2019 6.0404446 22203.2606
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1542 3.1761372 7956.0795 31.940854 2000-2012 –> 2013-2019 5.8772832 21999.0214
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 1542 3.2939987 8066.4498 31.381712 2000-2012 –> 2013-2019 6.0385393 22200.0524
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate + silicate_star + phosphate_star 1542 3.2939987 8066.4498 31.381712 2000-2012 –> 2013-2019 6.0385393 22200.0524
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 1542 3.2939987 8066.4498 31.381712 2000-2012 –> 2013-2019 6.0385393 22200.0524
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 1542 3.2939987 8066.4498 31.381712 2000-2012 –> 2013-2019 6.0385393 22200.0524
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 1542 3.2939987 8066.4498 31.381712 2000-2012 –> 2013-2019 6.0385393 22200.0524
Indo-Pacific (27.85,27.95] cstar_tref ~ temp + silicate + silicate_star + phosphate + phosphate_star 1542 3.2939987 8066.4498 31.381712 2000-2012 –> 2013-2019 6.0385393 22200.0524
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2467 2.1936153 10890.9515 8.036190 1982-1999 –> 2000-2012 4.1649943 25769.0539
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 2467 2.1936153 10890.9515 8.036190 1982-1999 –> 2000-2012 4.1649943 25769.0539
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 2467 2.1936153 10890.9515 8.036190 1982-1999 –> 2000-2012 4.1649943 25769.0539
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2467 2.2115502 10931.1275 8.468880 1982-1999 –> 2000-2012 4.1022689 25513.2034
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 2467 2.1545744 10804.3477 8.077510 1982-1999 –> 2000-2012 4.0373824 25358.7135
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 2467 2.1936153 10890.9515 8.036190 1982-1999 –> 2000-2012 4.1649943 25769.0539
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 2467 2.2063914 10919.6046 8.494541 1982-1999 –> 2000-2012 4.0944790 25491.8129
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 2467 2.1886299 10879.7253 7.878228 1982-1999 –> 2000-2012 4.0642895 25405.1370
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 2467 2.1879541 10880.2015 7.917490 1982-1999 –> 2000-2012 4.0507520 25358.8560
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 2467 2.1895879 10881.8845 7.849347 1982-1999 –> 2000-2012 4.0701805 25425.9079
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + phosphate_star 1354 2.4060015 6232.0181 8.104133 2000-2012 –> 2013-2019 4.6173063 17160.5981
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1354 2.4007452 6228.0956 8.259744 2000-2012 –> 2013-2019 4.5943605 17119.0470
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate + silicate_star + phosphate_star 1354 2.4007452 6228.0956 8.259744 2000-2012 –> 2013-2019 4.5943605 17119.0470
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 1354 2.4007452 6228.0956 8.259744 2000-2012 –> 2013-2019 4.5943605 17119.0470
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1354 2.3828037 6209.7818 8.123602 2000-2012 –> 2013-2019 4.5373781 17014.1295
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 1354 2.4007452 6228.0956 8.259744 2000-2012 –> 2013-2019 4.5943605 17119.0470
Indo-Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 1354 2.4735198 6308.9645 8.317297 2000-2012 –> 2013-2019 4.6799112 17228.5692
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1354 2.4266912 6257.2052 8.523746 2000-2012 –> 2013-2019 4.6153211 17136.9304
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1354 2.4266664 6259.1775 8.517861 2000-2012 –> 2013-2019 4.6146205 17139.3790
Indo-Pacific (27.95,28.05] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 1354 2.4267117 6257.2281 8.510320 2000-2012 –> 2013-2019 4.6162997 17139.1126
Indo-Pacific (28.05,28.1] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1718 1.8463208 6996.4105 10.225349 1982-1999 –> 2000-2012 3.4405196 16640.5731
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1718 1.8450332 6994.0133 9.467590 1982-1999 –> 2000-2012 3.4414783 16645.3685
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 1718 1.8382258 6983.3126 9.837262 1982-1999 –> 2000-2012 3.4140192 16570.1588
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 1718 1.8482228 6999.9483 9.397411 1982-1999 –> 2000-2012 3.4507256 16670.6487
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1718 1.8032691 6915.3424 9.697645 1982-1999 –> 2000-2012 3.4298781 16662.3098
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 1718 1.8576083 7017.3526 10.254032 1982-1999 –> 2000-2012 3.4609842 16690.8353
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 1718 1.6851843 6684.6350 9.508440 1982-1999 –> 2000-2012 3.1119376 15763.9638
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 1718 1.8584907 7018.9844 10.244915 1982-1999 –> 2000-2012 3.4634280 16697.4390
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + silicate_star + phosphate_star 1718 1.8584907 7018.9844 10.244915 1982-1999 –> 2000-2012 3.4634280 16697.4390
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 1718 1.8584907 7018.9844 10.244915 1982-1999 –> 2000-2012 3.4634280 16697.4390
Indo-Pacific (28.05,28.1] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 966 2.0709715 4161.9197 10.526175 2000-2012 –> 2013-2019 3.9172924 11158.3302
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 966 2.0390556 4131.9137 9.747515 2000-2012 –> 2013-2019 3.8840888 11125.9270
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 966 2.0390007 4133.8616 9.783984 2000-2012 –> 2013-2019 3.8772265 11117.1743
Indo-Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 966 2.0395415 4132.3740 9.670797 2000-2012 –> 2013-2019 3.8877643 11132.3223
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 966 2.0001288 4094.6740 9.111786 2000-2012 –> 2013-2019 3.8033978 11010.0164
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 966 2.0842527 4174.2701 10.565651 2000-2012 –> 2013-2019 3.9418611 11191.6227
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 966 1.8716119 3968.3669 9.781216 2000-2012 –> 2013-2019 3.5567962 10653.0019
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 966 2.0180718 4111.9285 9.104081 2000-2012 –> 2013-2019 3.8390788 11060.9042
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 966 2.0835440 4173.6130 10.558303 2000-2012 –> 2013-2019 3.9420347 11192.5974
Indo-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 966 2.0835440 4173.6130 10.558303 2000-2012 –> 2013-2019 3.9420347 11192.5974
Indo-Pacific (28.1, Inf] cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 14627 1.3445893 50185.4032 13.266137 1982-1999 –> 2000-2012 2.4490842 111949.7485
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 14627 1.2494600 48038.8292 11.951281 1982-1999 –> 2000-2012 2.3095030 108132.5045
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 14627 1.2259117 47484.2225 13.501571 1982-1999 –> 2000-2012 2.2575423 106474.9432
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 14627 1.3133686 49498.1312 9.366747 1982-1999 –> 2000-2012 2.4634246 112906.4588
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate + silicate_star + phosphate_star 14627 1.3133686 49498.1312 9.366747 1982-1999 –> 2000-2012 2.4634246 112906.4588
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate_star + phosphate_star 14627 1.3133686 49498.1312 9.366747 1982-1999 –> 2000-2012 2.4634246 112906.4588
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate 14627 1.3133686 49498.1312 9.366747 1982-1999 –> 2000-2012 2.4634246 112906.4588
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate_star 14627 1.3133686 49498.1312 9.366747 1982-1999 –> 2000-2012 2.4634246 112906.4588
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + silicate + silicate_star + phosphate + phosphate_star 14627 1.3133686 49498.1312 9.366747 1982-1999 –> 2000-2012 2.4634246 112906.4588
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 14627 1.1936124 46703.1286 13.187468 1982-1999 –> 2000-2012 2.2141619 105254.6322
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 7804 1.4923380 28409.3615 12.644005 2000-2012 –> 2013-2019 2.8302151 78448.3652
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 7804 1.4123708 27549.7620 9.529089 2000-2012 –> 2013-2019 2.6618308 75588.5913
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate + silicate_star + phosphate + phosphate_star 7804 1.3942652 27350.3851 10.629411 2000-2012 –> 2013-2019 2.6201769 74834.6076
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 7804 1.4569278 28034.5504 8.140875 2000-2012 –> 2013-2019 2.7702964 77532.6816
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate + silicate_star + phosphate_star 7804 1.4569278 28034.5504 8.140875 2000-2012 –> 2013-2019 2.7702964 77532.6816
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate_star + phosphate_star 7804 1.4569278 28034.5504 8.140875 2000-2012 –> 2013-2019 2.7702964 77532.6816
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate 7804 1.4569278 28034.5504 8.140875 2000-2012 –> 2013-2019 2.7702964 77532.6816
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate_star 7804 1.4569278 28034.5504 8.140875 2000-2012 –> 2013-2019 2.7702964 77532.6816
Indo-Pacific (28.1, Inf] cstar_tref ~ sal + silicate + silicate_star + phosphate + phosphate_star 7804 1.4569278 28034.5504 8.140875 2000-2012 –> 2013-2019 2.7702964 77532.6816
Indo-Pacific (28.1, Inf] cstar_tref ~ temp + aou + silicate + silicate_star + phosphate + phosphate_star 7804 1.3486947 26831.7271 10.395678 2000-2012 –> 2013-2019 2.5423072 73534.8557

5.3.2 per fitting unit

lm_best %>%
  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 2.8518413 1324.3083
Atlantic (-Inf,26] 2000-2012 –> 2013-2019 2.7340465 811.1235
Atlantic (26,26.5] 1982-1999 –> 2000-2012 7.7068377 14250.6375
Atlantic (26,26.5] 2000-2012 –> 2013-2019 7.5541127 8905.7517
Atlantic (26.5,26.75] 1982-1999 –> 2000-2012 6.3402269 16942.1260
Atlantic (26.5,26.75] 2000-2012 –> 2013-2019 6.6237269 10750.2621
Atlantic (26.75,27] 1982-1999 –> 2000-2012 3.7707055 22513.7598
Atlantic (26.75,27] 2000-2012 –> 2013-2019 4.5954731 16268.4926
Atlantic (27,27.25] 1982-1999 –> 2000-2012 3.6066528 18541.1046
Atlantic (27,27.25] 2000-2012 –> 2013-2019 4.2203448 13624.1025
Atlantic (27.25,27.5] 1982-1999 –> 2000-2012 3.9701937 20306.8375
Atlantic (27.25,27.5] 2000-2012 –> 2013-2019 5.0608932 14507.6238
Atlantic (27.5,27.75] 1982-1999 –> 2000-2012 4.9038591 30104.6716
Atlantic (27.5,27.75] 2000-2012 –> 2013-2019 5.4148875 20747.8440
Atlantic (27.75,27.85] 1982-1999 –> 2000-2012 3.4847510 9312.9660
Atlantic (27.75,27.85] 2000-2012 –> 2013-2019 3.5878037 6178.5707
Atlantic (27.85,27.95] 1982-1999 –> 2000-2012 6.1020559 11708.8541
Atlantic (27.85,27.95] 2000-2012 –> 2013-2019 6.8227952 8205.1491
Atlantic (27.95,28.05] 1982-1999 –> 2000-2012 7.4720089 15745.9212
Atlantic (27.95,28.05] 2000-2012 –> 2013-2019 7.4069101 10283.6925
Atlantic (28.05,28.1] 1982-1999 –> 2000-2012 1.9601043 5220.6849
Atlantic (28.05,28.1] 2000-2012 –> 2013-2019 2.1718125 3727.8586
Atlantic (28.1,28.15] 1982-1999 –> 2000-2012 1.4349971 4768.9195
Atlantic (28.1,28.15] 2000-2012 –> 2013-2019 1.6932474 3553.2081
Atlantic (28.15,28.2] 1982-1999 –> 2000-2012 1.0470383 5773.4785
Atlantic (28.15,28.2] 2000-2012 –> 2013-2019 1.2888739 4300.1995
Atlantic (28.2, Inf] 1982-1999 –> 2000-2012 0.6474551 3576.7453
Atlantic (28.2, Inf] 2000-2012 –> 2013-2019 0.7357089 3431.9188
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2012 13.7803454 83635.6985
Indo-Pacific (-Inf,26] 2000-2012 –> 2013-2019 13.2062365 53666.9911
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2012 9.0534809 77381.1637
Indo-Pacific (26,26.5] 2000-2012 –> 2013-2019 9.2163699 49876.3752
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2012 7.8381027 60325.9706
Indo-Pacific (26.5,26.75] 2000-2012 –> 2013-2019 8.2085248 39436.3470
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2012 7.9431412 71766.7378
Indo-Pacific (26.75,27] 2000-2012 –> 2013-2019 8.8532861 47598.0456
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2012 7.1794939 81920.6228
Indo-Pacific (27,27.25] 2000-2012 –> 2013-2019 8.6236315 56678.9192
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2012 6.2828051 70080.1501
Indo-Pacific (27.25,27.5] 2000-2012 –> 2013-2019 7.2971880 48270.0611
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2012 5.5734533 66995.0615
Indo-Pacific (27.5,27.75] 2000-2012 –> 2013-2019 7.1344935 47588.7124
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2012 4.6178944 24168.5984
Indo-Pacific (27.75,27.85] 2000-2012 –> 2013-2019 5.8107294 17663.0672
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2012 4.8540514 31524.5224
Indo-Pacific (27.85,27.95] 2000-2012 –> 2013-2019 6.0184053 22174.9155
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2012 4.1079329 25562.9846
Indo-Pacific (27.95,28.05] 2000-2012 –> 2013-2019 4.6058279 17129.4907
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2012 3.4139827 16573.6175
Indo-Pacific (28.05,28.1] 2000-2012 –> 2013-2019 3.8591575 11083.4494
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2012 2.4010839 110925.0581
Indo-Pacific (28.1, Inf] 2000-2012 –> 2013-2019 2.7276308 76760.2509

5.4 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)

5.5 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/

5.6 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)

5.7 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 = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 3 - 9).

6.1.1 All models

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")

Version Author Date
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
401eab3 Donghe-Zhu 2021-02-15
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5dce4b1 Donghe-Zhu 2021-02-15
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ca03c39 Donghe-Zhu 2021-02-07
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
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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
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6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
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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

6.1.2 Best models

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")

Version Author Date
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

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
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
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 silicate_star temp oxygen
Atlantic - 1982-1999 --> 2000-2012
(-Inf,26] 10 2 8 10 6 5 5 4 0
(26,26.5] 4 3 6 9 3 8 7 7 5
(26.5,26.75] 10 2 8 8 3 10 5 5 0
(26.75,27] 10 2 8 8 2 9 5 6 0
(27,27.25] 10 2 7 7 4 10 6 5 0
(27.25,27.5] 10 5 4 7 1 8 7 8 0
(27.5,27.75] 10 0 9 6 8 6 6 2 0
(27.75,27.85] 10 2 7 7 10 6 6 0 0
(27.85,27.95] 10 0 10 10 4 6 5 4 0
(27.95,28.05] 6 6 2 10 1 8 6 9 4
(28.05,28.1] 10 0 10 9 5 6 6 4 0
(28.1,28.15] 10 2 7 10 7 7 5 3 0
(28.15,28.2] 10 5 3 10 5 9 6 4 0
(28.2, Inf] 10 7 2 6 10 7 5 0 0
total 130.00 38.00 91.00 117.00 69.00 105.00 80.00 61.00 9.00
Atlantic - 2000-2012 --> 2013-2019
(-Inf,26] 10 2 8 10 6 5 5 4 0
(26,26.5] 3 4 5 8 2 9 6 8 6
(26.5,26.75] 10 2 8 7 4 9 6 5 0
(26.75,27] 10 1 9 7 4 9 6 4 0
(27,27.25] 10 3 6 8 8 9 6 1 0
(27.25,27.5] 8 5 4 9 1 8 7 8 2
(27.5,27.75] 6 1 8 6 10 8 7 0 3
(27.75,27.85] 10 3 6 7 10 7 6 0 0
(27.85,27.95] 10 0 10 10 4 5 6 4 0
(27.95,28.05] 6 6 2 10 1 8 6 9 4
(28.05,28.1] 10 0 9 9 6 6 6 4 0
(28.1,28.15] 10 3 7 10 7 6 5 3 0
(28.15,28.2] 10 4 4 9 7 8 7 2 0
(28.2, Inf] 10 7 2 6 10 7 5 0 0
total 123.00 41.00 88.00 116.00 80.00 104.00 84.00 52.00 15.00
Indo-Pacific - 1982-1999 --> 2000-2012
(-Inf,26] 5 2 7 9 4 7 7 6 4
(26,26.5] 8 3 5 8 2 9 7 8 2
(26.5,26.75] 10 3 7 9 2 9 5 6 0
(26.75,27] 10 0 10 10 4 5 6 4 0
(27,27.25] 8 1 9 8 2 7 8 6 2
(27.25,27.5] 4 3 6 9 7 8 7 3 5
(27.5,27.75] 7 4 5 9 10 8 6 0 2
(27.75,27.85] 10 0 10 9 3 7 7 4 0
(27.85,27.95] 4 3 6 8 1 9 8 8 5
(27.95,28.05] 10 3 6 10 7 7 6 3 0
(28.05,28.1] 7 3 7 9 3 8 6 6 3
(28.1, Inf] 4 3 6 8 8 9 8 1 5
total 87.00 28.00 84.00 106.00 53.00 93.00 81.00 55.00 28.00
Indo-Pacific - 2000-2012 --> 2013-2019
(-Inf,26] 5 2 7 9 4 7 7 6 4
(26,26.5] 8 4 4 9 2 9 6 8 2
(26.5,26.75] 6 2 7 9 2 9 7 7 3
(26.75,27] 10 0 10 10 4 5 6 4 0
(27,27.25] 8 2 8 9 2 7 7 6 2
(27.25,27.5] 4 3 6 9 7 8 7 3 5
(27.5,27.75] 9 3 6 9 8 7 7 2 1
(27.75,27.85] 9 4 5 10 6 7 5 4 1
(27.85,27.95] 4 4 5 9 1 9 7 8 5
(27.95,28.05] 10 4 5 10 7 6 6 3 0
(28.05,28.1] 8 2 8 9 3 7 7 6 2
(28.1, Inf] 4 3 6 8 9 9 7 1 5
total 85.00 33.00 77.00 110.00 55.00 90.00 79.00 58.00 30.00

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
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
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] gt_0.2.2         corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1
 [5] knitr_1.30       olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9 
 [9] metR_0.9.0       scico_1.2.0      patchwork_1.1.1  collapse_1.5.0  
[13] forcats_0.5.0    stringr_1.4.0    dplyr_1.0.2      purrr_0.3.4     
[17] readr_1.4.0      tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3   
[21] 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                car_3.0-10               magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_0.2.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] carData_3.0-4            plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.4.7             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.6             
[70] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[73] reshape_0.8.8            assertthat_0.2.1         xfun_0.20               
[76] openxlsx_4.2.3           RcppEigen_0.3.3.9.1      later_1.1.0.1           
[79] viridisLite_0.3.0        ellipsis_0.3.1           here_1.0.1