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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, "silicate"))

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

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

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

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

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

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

3 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 372

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, n_predictors, 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 n_predictors model nr_obs rmse aic resid_max eras rmse_sum aic_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 123 1.0325315 370.9342 3.750361 1982-1999 –> 2000-2009 2.3684292 1095.6877
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 123 1.0372836 372.0638 4.010956 1982-1999 –> 2000-2009 2.3729762 1096.7534
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 123 1.0342526 371.3439 4.014374 1982-1999 –> 2000-2009 2.3698781 1096.0126
Atlantic (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 123 1.0325315 370.9342 3.750361 1982-1999 –> 2000-2009 2.3684292 1095.6877
Atlantic (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 123 1.0325315 370.9342 3.750361 1982-1999 –> 2000-2009 2.3684292 1095.6877
Atlantic (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate 123 1.0342526 371.3439 4.014374 1982-1999 –> 2000-2009 2.3698781 1096.0126
Atlantic (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate_star 123 1.0342526 371.3439 4.014374 1982-1999 –> 2000-2009 2.3698781 1096.0126
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 123 1.0306965 370.4966 3.625466 1982-1999 –> 2000-2009 2.3668840 1095.3404
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate 123 1.0306965 370.4966 3.625466 1982-1999 –> 2000-2009 2.3668840 1095.3404
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 123 1.0306965 370.4966 3.625466 1982-1999 –> 2000-2009 2.3668840 1095.3404
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 107 1.0777950 333.6851 2.797934 2000-2009 –> 2010-2019 2.1103265 704.6194
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 107 1.1371667 345.1604 3.199051 2000-2009 –> 2010-2019 2.1744503 717.2242
Atlantic (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 107 1.0777950 333.6851 2.797934 2000-2009 –> 2010-2019 2.1103265 704.6194
Atlantic (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 107 1.0777950 333.6851 2.797934 2000-2009 –> 2010-2019 2.1103265 704.6194
Atlantic (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 107 1.1371667 345.1604 3.199051 2000-2009 –> 2010-2019 2.1744503 717.2242
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 107 1.0822293 334.5638 2.817675 2000-2009 –> 2010-2019 2.1207882 706.9298
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 107 1.0844509 335.0026 2.825586 2000-2009 –> 2010-2019 2.1245189 707.7259
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 107 1.0867390 335.4537 2.830156 2000-2009 –> 2010-2019 2.1288249 708.6538
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 107 1.0867390 335.4537 2.830156 2000-2009 –> 2010-2019 2.1288249 708.6538
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 107 1.0867390 335.4537 2.830156 2000-2009 –> 2010-2019 2.1288249 708.6538
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 821 3.2829467 4295.8105 13.818871 1982-1999 –> 2000-2009 6.5475642 12246.1579
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 821 3.2829467 4295.8105 13.818871 1982-1999 –> 2000-2009 6.5475642 12246.1579
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 821 3.2829467 4295.8105 13.818871 1982-1999 –> 2000-2009 6.5475642 12246.1579
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 821 3.2102413 4259.0374 14.512559 1982-1999 –> 2000-2009 6.4579517 12193.5482
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 821 3.2102413 4259.0374 14.512559 1982-1999 –> 2000-2009 6.4579517 12193.5482
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 821 3.2102413 4259.0374 14.512559 1982-1999 –> 2000-2009 6.4579517 12193.5482
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 821 3.2858870 4297.2804 14.997443 1982-1999 –> 2000-2009 6.6243388 12315.8398
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 821 3.2858870 4297.2804 14.997443 1982-1999 –> 2000-2009 6.6243388 12315.8398
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 821 3.2858870 4297.2804 14.997443 1982-1999 –> 2000-2009 6.6243388 12315.8398
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate_star 821 3.3139433 4311.2410 15.228955 1982-1999 –> 2000-2009 6.6844742 12358.9679
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 792 3.2824341 4144.3177 10.799840 2000-2009 –> 2010-2019 6.5653808 8440.1281
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 792 3.2824341 4144.3177 10.799840 2000-2009 –> 2010-2019 6.5653808 8440.1281
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 792 3.2824341 4144.3177 10.799840 2000-2009 –> 2010-2019 6.5653808 8440.1281
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 792 3.1618949 4085.0543 10.323520 2000-2009 –> 2010-2019 6.3721362 8344.0917
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 792 3.1618949 4085.0543 10.323520 2000-2009 –> 2010-2019 6.3721362 8344.0917
Atlantic (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 792 3.1618949 4085.0543 10.323520 2000-2009 –> 2010-2019 6.3721362 8344.0917
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 792 3.2434298 4125.3827 10.619757 2000-2009 –> 2010-2019 6.5293168 8422.6631
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 792 3.2434298 4125.3827 10.619757 2000-2009 –> 2010-2019 6.5293168 8422.6631
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 792 3.2434298 4125.3827 10.619757 2000-2009 –> 2010-2019 6.5293168 8422.6631
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + nitrate + silicate 792 3.2701334 4138.3706 10.653222 2000-2009 –> 2010-2019 6.5840768 8449.6116
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1062 3.1174403 5442.8394 9.457124 1982-1999 –> 2000-2009 6.1732643 15078.3772
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 1062 3.1174403 5442.8394 9.457124 1982-1999 –> 2000-2009 6.1732643 15078.3772
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1062 3.1174403 5442.8394 9.457124 1982-1999 –> 2000-2009 6.1732643 15078.3772
Atlantic (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate 1062 3.1174403 5442.8394 9.457124 1982-1999 –> 2000-2009 6.1732643 15078.3772
Atlantic (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate 1062 3.1174403 5442.8394 9.457124 1982-1999 –> 2000-2009 6.1732643 15078.3772
Atlantic (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 1062 3.1174403 5442.8394 9.457124 1982-1999 –> 2000-2009 6.1732643 15078.3772
Atlantic (26.5,26.75] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 1062 3.1174403 5442.8394 9.457124 1982-1999 –> 2000-2009 6.1732643 15078.3772
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1062 3.0706532 5410.7205 9.342972 1982-1999 –> 2000-2009 6.0536869 14954.7906
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1062 3.0706532 5410.7205 9.342972 1982-1999 –> 2000-2009 6.0536869 14954.7906
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1062 3.0706532 5410.7205 9.342972 1982-1999 –> 2000-2009 6.0536869 14954.7906
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 991 3.4589265 5285.9155 9.305480 2000-2009 –> 2010-2019 6.5763667 10728.7549
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 991 3.4589265 5285.9155 9.305480 2000-2009 –> 2010-2019 6.5763667 10728.7549
Atlantic (26.5,26.75] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 991 3.4589265 5285.9155 9.305480 2000-2009 –> 2010-2019 6.5763667 10728.7549
Atlantic (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star 991 3.4589265 5285.9155 9.305480 2000-2009 –> 2010-2019 6.5763667 10728.7549
Atlantic (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 991 3.4589265 5285.9155 9.305480 2000-2009 –> 2010-2019 6.5763667 10728.7549
Atlantic (26.5,26.75] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 991 3.4589265 5285.9155 9.305480 2000-2009 –> 2010-2019 6.5763667 10728.7549
Atlantic (26.5,26.75] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate_star 991 3.4589265 5285.9155 9.305480 2000-2009 –> 2010-2019 6.5763667 10728.7549
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 991 3.4937733 5305.7831 10.866053 2000-2009 –> 2010-2019 6.5644265 10716.5036
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 991 3.4937733 5305.7831 10.866053 2000-2009 –> 2010-2019 6.5644265 10716.5036
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 991 3.4937733 5305.7831 10.866053 2000-2009 –> 2010-2019 6.5644265 10716.5036
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1823 2.0174770 7746.3868 12.816682 1982-1999 –> 2000-2009 3.6572760 19777.2434
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 1823 2.0174770 7746.3868 12.816682 1982-1999 –> 2000-2009 3.6572760 19777.2434
Atlantic (26.75,27] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1823 2.0174770 7746.3868 12.816682 1982-1999 –> 2000-2009 3.6572760 19777.2434
Atlantic (26.75,27] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 1823 2.0174770 7746.3868 12.816682 1982-1999 –> 2000-2009 3.6572760 19777.2434
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1823 1.9766315 7671.8129 13.781569 1982-1999 –> 2000-2009 3.6296205 19752.9816
Atlantic (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1823 1.9766315 7671.8129 13.781569 1982-1999 –> 2000-2009 3.6296205 19752.9816
Atlantic (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1823 1.9766315 7671.8129 13.781569 1982-1999 –> 2000-2009 3.6296205 19752.9816
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1823 2.0641208 7829.7220 15.633375 1982-1999 –> 2000-2009 3.5775700 19357.0333
Atlantic (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1823 2.0641208 7829.7220 15.633375 1982-1999 –> 2000-2009 3.5775700 19357.0333
Atlantic (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1823 2.0641208 7829.7220 15.633375 1982-1999 –> 2000-2009 3.5775700 19357.0333
Atlantic (26.75,27] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star 1838 2.3838792 8423.4661 22.754277 2000-2009 –> 2010-2019 4.4013562 16169.8528
Atlantic (26.75,27] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 1838 2.3838792 8423.4661 22.754277 2000-2009 –> 2010-2019 4.4013562 16169.8528
Atlantic (26.75,27] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 1838 2.3838792 8423.4661 22.754277 2000-2009 –> 2010-2019 4.4013562 16169.8528
Atlantic (26.75,27] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate_star 1838 2.3838792 8423.4661 22.754277 2000-2009 –> 2010-2019 4.4013562 16169.8528
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1838 2.3752932 8410.2024 25.710403 2000-2009 –> 2010-2019 4.3519247 16082.0153
Atlantic (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1838 2.3752932 8410.2024 25.710403 2000-2009 –> 2010-2019 4.3519247 16082.0153
Atlantic (26.75,27] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1838 2.3752932 8410.2024 25.710403 2000-2009 –> 2010-2019 4.3519247 16082.0153
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1838 2.1210877 7994.1091 22.432680 2000-2009 –> 2010-2019 4.1852085 15823.8311
Atlantic (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1838 2.1210877 7994.1091 22.432680 2000-2009 –> 2010-2019 4.1852085 15823.8311
Atlantic (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1838 2.1210877 7994.1091 22.432680 2000-2009 –> 2010-2019 4.1852085 15823.8311
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate 1559 1.8319102 6325.7606 10.694444 1982-1999 –> 2000-2009 3.5337055 16525.9099
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1559 1.8550315 6364.8678 9.477884 1982-1999 –> 2000-2009 3.4250171 16144.0336
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 1559 1.8319102 6325.7606 10.694444 1982-1999 –> 2000-2009 3.5337055 16525.9099
Atlantic (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1559 1.8550315 6364.8678 9.477884 1982-1999 –> 2000-2009 3.4250171 16144.0336
Atlantic (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1559 1.8550315 6364.8678 9.477884 1982-1999 –> 2000-2009 3.4250171 16144.0336
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1559 1.8625185 6377.4268 9.147187 1982-1999 –> 2000-2009 3.4192895 16112.4532
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1559 1.8837810 6412.8203 8.440864 1982-1999 –> 2000-2009 3.4652098 16229.9098
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1559 1.8884128 6420.4774 8.297018 1982-1999 –> 2000-2009 3.4817695 16276.8061
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 1559 1.8884128 6420.4774 8.297018 1982-1999 –> 2000-2009 3.4817695 16276.8061
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1559 1.8884128 6420.4774 8.297018 1982-1999 –> 2000-2009 3.4817695 16276.8061
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1614 2.0820949 6961.6667 10.747860 2000-2009 –> 2010-2019 3.9140052 13287.4272
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate 1614 2.0820949 6961.6667 10.747860 2000-2009 –> 2010-2019 3.9140052 13287.4272
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1614 2.1987074 7135.5768 13.608209 2000-2009 –> 2010-2019 4.0780550 13539.0504
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1614 2.1986925 7137.5549 13.623827 2000-2009 –> 2010-2019 4.0537240 13502.4226
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 1614 2.0820949 6961.6667 10.747860 2000-2009 –> 2010-2019 3.9140052 13287.4272
Atlantic (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1614 2.1986925 7137.5549 13.623827 2000-2009 –> 2010-2019 4.0537240 13502.4226
Atlantic (27,27.25] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1614 2.1986925 7137.5549 13.623827 2000-2009 –> 2010-2019 4.0537240 13502.4226
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1614 2.1974375 7135.7119 13.756871 2000-2009 –> 2010-2019 4.0599560 13513.1387
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1614 2.2179016 7165.6341 13.737545 2000-2009 –> 2010-2019 4.1016826 13578.4544
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate 1614 2.2217600 7171.2449 13.731026 2000-2009 –> 2010-2019 4.1101729 13591.7224
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1594 2.2130263 7069.9987 21.291778 1982-1999 –> 2000-2009 3.8695038 18156.4240
Atlantic (27.25,27.5] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star 1594 2.2130263 7069.9987 21.291778 1982-1999 –> 2000-2009 3.8695038 18156.4240
Atlantic (27.25,27.5] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 1594 2.2130263 7069.9987 21.291778 1982-1999 –> 2000-2009 3.8695038 18156.4240
Atlantic (27.25,27.5] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate_star 1594 2.2130263 7069.9987 21.291778 1982-1999 –> 2000-2009 3.8695038 18156.4240
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1594 2.0941734 6894.0147 18.140447 1982-1999 –> 2000-2009 3.7326178 17917.4339
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1594 2.0941734 6894.0147 18.140447 1982-1999 –> 2000-2009 3.7326178 17917.4339
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 1594 2.0941734 6894.0147 18.140447 1982-1999 –> 2000-2009 3.7326178 17917.4339
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1594 2.1002437 6903.2422 12.770827 1982-1999 –> 2000-2009 3.7990850 18135.0241
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1594 2.1002437 6903.2422 12.770827 1982-1999 –> 2000-2009 3.7990850 18135.0241
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1594 2.1002437 6903.2422 12.770827 1982-1999 –> 2000-2009 3.7990850 18135.0241
Atlantic (27.25,27.5] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1540 2.6693731 7408.4092 20.822684 2000-2009 –> 2010-2019 4.8823994 14478.4079
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1540 2.6328749 7366.0059 17.781896 2000-2009 –> 2010-2019 4.7270483 14260.0206
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1540 2.6328749 7366.0059 17.781896 2000-2009 –> 2010-2019 4.7270483 14260.0206
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 1540 2.6328749 7366.0059 17.781896 2000-2009 –> 2010-2019 4.7270483 14260.0206
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1540 2.6767284 7416.8842 13.592298 2000-2009 –> 2010-2019 4.7769720 14320.1264
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate_star 1540 2.6767284 7416.8842 13.592298 2000-2009 –> 2010-2019 4.7769720 14320.1264
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + silicate_star 1540 2.6767284 7416.8842 13.592298 2000-2009 –> 2010-2019 4.7769720 14320.1264
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1540 2.6851756 7426.5888 16.530589 2000-2009 –> 2010-2019 4.8758026 14464.1555
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 1540 2.6851756 7426.5888 16.530589 2000-2009 –> 2010-2019 4.8758026 14464.1555
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 1540 2.6851756 7426.5888 16.530589 2000-2009 –> 2010-2019 4.8758026 14464.1555
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2189 2.3935619 10047.1550 14.390315 1982-1999 –> 2000-2009 4.4603554 26079.5439
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2189 2.4106189 10078.2430 14.012959 1982-1999 –> 2000-2009 4.4771004 26109.5044
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate_star + phosphate 2189 2.3870733 10035.2709 14.588691 1982-1999 –> 2000-2009 4.4547711 26070.9265
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate_star + phosphate_star 2189 2.4076005 10072.7576 14.188076 1982-1999 –> 2000-2009 4.4777548 26117.2802
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate 2189 2.4097563 10076.6760 14.011715 1982-1999 –> 2000-2009 4.4771321 26111.1685
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 2189 2.4097563 10076.6760 14.011715 1982-1999 –> 2000-2009 4.4771321 26111.1685
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate_star + phosphate 2189 2.4038085 10065.8569 14.215419 1982-1999 –> 2000-2009 4.4732562 26107.8298
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate_star + phosphate_star 2189 2.4038085 10065.8569 14.215419 1982-1999 –> 2000-2009 4.4732562 26107.8298
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2189 2.4097563 10076.6760 14.011715 1982-1999 –> 2000-2009 4.4771321 26111.1685
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate_star + phosphate + phosphate_star 2189 2.4038085 10065.8569 14.215419 1982-1999 –> 2000-2009 4.4732562 26107.8298
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2130 2.5794122 10095.2903 18.353391 2000-2009 –> 2010-2019 4.9765823 20149.0400
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate 2130 2.5794122 10095.2903 18.353391 2000-2009 –> 2010-2019 4.9765823 20149.0400
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 2130 2.5794122 10095.2903 18.353391 2000-2009 –> 2010-2019 4.9765823 20149.0400
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 2130 2.6928146 10278.5786 15.089780 2000-2009 –> 2010-2019 5.0830507 20319.6463
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate 2130 2.6928146 10278.5786 15.089780 2000-2009 –> 2010-2019 5.0830507 20319.6463
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate_star 2130 2.6928146 10278.5786 15.089780 2000-2009 –> 2010-2019 5.0830507 20319.6463
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate_star + phosphate 2130 2.6907386 10275.2932 15.310719 2000-2009 –> 2010-2019 5.0778119 20310.5641
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate_star + phosphate 2130 2.6980540 10286.8593 16.585551 2000-2009 –> 2010-2019 5.1018626 20352.7162
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate_star + phosphate_star 2130 2.6980540 10286.8593 16.585551 2000-2009 –> 2010-2019 5.1018626 20352.7162
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate_star + phosphate + phosphate_star 2130 2.6980540 10286.8593 16.585551 2000-2009 –> 2010-2019 5.1018626 20352.7162
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 779 1.5167730 2873.7457 13.982378 1982-1999 –> 2000-2009 3.0428640 7749.6967
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 779 1.5464546 2903.9397 12.779586 1982-1999 –> 2000-2009 3.1406476 7895.1479
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 779 1.5167730 2873.7457 13.982378 1982-1999 –> 2000-2009 3.0428640 7749.6967
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 779 1.5167730 2873.7457 13.982378 1982-1999 –> 2000-2009 3.0428640 7749.6967
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate 779 1.5464546 2903.9397 12.779586 1982-1999 –> 2000-2009 3.1406476 7895.1479
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate_star 779 1.5464546 2903.9397 12.779586 1982-1999 –> 2000-2009 3.1406476 7895.1479
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 779 1.5324938 2889.8107 14.232985 1982-1999 –> 2000-2009 3.0714680 7787.9550
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 779 1.5657381 2923.2469 14.739541 1982-1999 –> 2000-2009 3.1313985 7866.7771
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 779 1.5657381 2923.2469 14.739541 1982-1999 –> 2000-2009 3.1313985 7866.7771
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 779 1.5657381 2923.2469 14.739541 1982-1999 –> 2000-2009 3.1313985 7866.7771
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 770 1.5971833 2920.2575 13.396783 2000-2009 –> 2010-2019 3.1139563 5794.0032
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 770 1.6646329 2983.9565 11.999847 2000-2009 –> 2010-2019 3.2110875 5887.8961
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 770 1.5971833 2920.2575 13.396783 2000-2009 –> 2010-2019 3.1139563 5794.0032
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 770 1.5971833 2920.2575 13.396783 2000-2009 –> 2010-2019 3.1139563 5794.0032
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate 770 1.6646329 2983.9565 11.999847 2000-2009 –> 2010-2019 3.2110875 5887.8961
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate_star 770 1.6646329 2983.9565 11.999847 2000-2009 –> 2010-2019 3.2110875 5887.8961
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 770 1.6063416 2929.0626 13.673612 2000-2009 –> 2010-2019 3.1388353 5818.8733
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 770 1.6277139 2949.4172 14.213820 2000-2009 –> 2010-2019 3.1934520 5872.6641
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 770 1.6277139 2949.4172 14.213820 2000-2009 –> 2010-2019 3.1934520 5872.6641
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 770 1.6277139 2949.4172 14.213820 2000-2009 –> 2010-2019 3.1934520 5872.6641
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 738 2.7069777 3578.2025 21.146803 1982-1999 –> 2000-2009 5.4358303 10065.9769
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate 738 2.7069777 3578.2025 21.146803 1982-1999 –> 2000-2009 5.4358303 10065.9769
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 738 2.7069777 3578.2025 21.146803 1982-1999 –> 2000-2009 5.4358303 10065.9769
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 738 2.8294063 3643.4920 21.495006 1982-1999 –> 2000-2009 5.6936617 10260.6639
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 738 2.8293664 3643.4712 21.499302 1982-1999 –> 2000-2009 5.6942195 10261.2006
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate_star 738 2.8296759 3643.6326 21.637149 1982-1999 –> 2000-2009 5.7253286 10289.9350
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 738 2.8294063 3643.4920 21.495006 1982-1999 –> 2000-2009 5.6936617 10260.6639
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 738 2.8294063 3643.4920 21.495006 1982-1999 –> 2000-2009 5.6936617 10260.6639
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 738 2.8293664 3643.4712 21.499302 1982-1999 –> 2000-2009 5.6942195 10261.2006
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 738 2.8293664 3643.4712 21.499302 1982-1999 –> 2000-2009 5.6942195 10261.2006
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 814 3.1902690 4212.6833 30.064558 2000-2009 –> 2010-2019 6.3709966 8028.9309
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 814 3.1902690 4212.6833 30.064558 2000-2009 –> 2010-2019 6.3709966 8028.9309
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 814 3.1902690 4212.6833 30.064558 2000-2009 –> 2010-2019 6.3709966 8028.9309
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 814 3.2842760 4259.9620 30.509318 2000-2009 –> 2010-2019 5.9912538 7838.1645
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 814 3.5142932 4370.1649 30.154796 2000-2009 –> 2010-2019 6.3892549 8037.2322
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate 814 3.2842760 4259.9620 30.509318 2000-2009 –> 2010-2019 5.9912538 7838.1645
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 814 3.2842760 4259.9620 30.509318 2000-2009 –> 2010-2019 5.9912538 7838.1645
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 814 3.6356054 4425.4147 24.695960 2000-2009 –> 2010-2019 6.4650117 8068.9067
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 814 3.6356054 4425.4147 24.695960 2000-2009 –> 2010-2019 6.4650117 8068.9067
Atlantic (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 814 3.6356054 4425.4147 24.695960 2000-2009 –> 2010-2019 6.4650117 8068.9067
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 924 4.0129472 5204.0423 24.166708 1982-1999 –> 2000-2009 7.5447565 14203.9124
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 924 4.0129472 5204.0423 24.166708 1982-1999 –> 2000-2009 7.5447565 14203.9124
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 924 4.0129472 5204.0423 24.166708 1982-1999 –> 2000-2009 7.5447565 14203.9124
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 924 4.1111159 5248.7058 24.251236 1982-1999 –> 2000-2009 7.7479094 14346.7630
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate_star + phosphate + phosphate_star 924 4.1111159 5248.7058 24.251236 1982-1999 –> 2000-2009 7.7479094 14346.7630
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 924 4.1111159 5248.7058 24.251236 1982-1999 –> 2000-2009 7.7479094 14346.7630
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 924 4.1111159 5248.7058 24.251236 1982-1999 –> 2000-2009 7.7479094 14346.7630
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate 924 4.1111159 5248.7058 24.251236 1982-1999 –> 2000-2009 7.7479094 14346.7630
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 924 4.1111159 5248.7058 24.251236 1982-1999 –> 2000-2009 7.7479094 14346.7630
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + silicate + silicate_star + phosphate + phosphate_star 924 4.1111159 5248.7058 24.251236 1982-1999 –> 2000-2009 7.7479094 14346.7630
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 946 3.4174477 5023.6991 27.294519 2000-2009 –> 2010-2019 7.4303949 10227.7415
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + nitrate + silicate_star + phosphate_star 946 3.4174477 5023.6991 27.294519 2000-2009 –> 2010-2019 7.4303949 10227.7415
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + silicate_star + phosphate_star 946 3.4174477 5023.6991 27.294519 2000-2009 –> 2010-2019 7.4303949 10227.7415
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 946 3.4663668 5050.5902 28.181459 2000-2009 –> 2010-2019 7.5774827 10299.2960
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + nitrate + silicate_star + phosphate + phosphate_star 946 3.4663668 5050.5902 28.181459 2000-2009 –> 2010-2019 7.5774827 10299.2960
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate 946 3.4663668 5050.5902 28.181459 2000-2009 –> 2010-2019 7.5774827 10299.2960
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + nitrate + silicate + phosphate_star 946 3.4663668 5050.5902 28.181459 2000-2009 –> 2010-2019 7.5774827 10299.2960
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate 946 3.4663668 5050.5902 28.181459 2000-2009 –> 2010-2019 7.5774827 10299.2960
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + nitrate + silicate_star + phosphate_star 946 3.4663668 5050.5902 28.181459 2000-2009 –> 2010-2019 7.5774827 10299.2960
Atlantic (27.95,28.05] 5 cstar_tref ~ temp + oxygen + silicate + silicate_star + phosphate_star 946 3.4663668 5050.5902 28.181459 2000-2009 –> 2010-2019 7.5774827 10299.2960
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 622 0.9998555 1778.9797 6.138973 1982-1999 –> 2000-2009 1.8893779 4594.5995
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 622 0.9998555 1778.9797 6.138973 1982-1999 –> 2000-2009 1.8893779 4594.5995
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 622 0.9998555 1778.9797 6.138973 1982-1999 –> 2000-2009 1.8893779 4594.5995
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 622 1.0025546 1782.3334 6.048695 1982-1999 –> 2000-2009 1.8964906 4608.6045
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 622 0.9841424 1759.2746 7.226845 1982-1999 –> 2000-2009 1.8548096 4528.7879
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 622 1.0195321 1803.2232 8.736194 1982-1999 –> 2000-2009 1.8681532 4517.5442
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate 622 0.9841424 1759.2746 7.226845 1982-1999 –> 2000-2009 1.8548096 4528.7879
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 622 0.9841424 1759.2746 7.226845 1982-1999 –> 2000-2009 1.8548096 4528.7879
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 622 1.0043925 1784.6118 6.004830 1982-1999 –> 2000-2009 1.9018442 4619.3300
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 622 1.0043925 1784.6118 6.004830 1982-1999 –> 2000-2009 1.9018442 4619.3300
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 616 1.0390641 1809.3431 8.425358 2000-2009 –> 2010-2019 2.0389196 3588.3228
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 616 1.0390641 1809.3431 8.425358 2000-2009 –> 2010-2019 2.0389196 3588.3228
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 616 1.0390641 1809.3431 8.425358 2000-2009 –> 2010-2019 2.0389196 3588.3228
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 616 1.0451768 1816.5694 8.277114 2000-2009 –> 2010-2019 2.0477313 3598.9028
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 616 0.9896539 1749.3195 9.758830 2000-2009 –> 2010-2019 1.9737963 3508.5941
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 616 1.0476595 1819.4925 8.244426 2000-2009 –> 2010-2019 2.0520519 3604.1042
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 616 0.9954371 1756.4980 11.469095 2000-2009 –> 2010-2019 2.0149692 3559.7212
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate 616 0.9896539 1749.3195 9.758830 2000-2009 –> 2010-2019 1.9737963 3508.5941
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 616 0.9896539 1749.3195 9.758830 2000-2009 –> 2010-2019 1.9737963 3508.5941
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 616 1.0476595 1819.4925 8.244426 2000-2009 –> 2010-2019 2.0520519 3604.1042
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 732 0.7664085 1701.8434 5.326021 1982-1999 –> 2000-2009 1.3958613 4191.9721
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 732 0.7665257 1702.0673 5.331895 1982-1999 –> 2000-2009 1.3957079 4191.0820
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 732 0.7664085 1701.8434 5.326021 1982-1999 –> 2000-2009 1.3958613 4191.9721
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 732 0.7664085 1701.8434 5.326021 1982-1999 –> 2000-2009 1.3958613 4191.9721
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate 732 0.7665257 1702.0673 5.331895 1982-1999 –> 2000-2009 1.3957079 4191.0820
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate_star 732 0.7665257 1702.0673 5.331895 1982-1999 –> 2000-2009 1.3957079 4191.0820
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 732 0.7720025 1712.4903 6.961620 1982-1999 –> 2000-2009 1.3564254 4010.3734
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 732 0.8103125 1783.3951 9.339351 1982-1999 –> 2000-2009 1.3960597 4087.1405
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 732 0.8103125 1783.3951 9.339351 1982-1999 –> 2000-2009 1.3960597 4087.1405
Atlantic (28.1,28.15] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 732 0.8103125 1783.3951 9.339351 1982-1999 –> 2000-2009 1.3960597 4087.1405
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 701 0.8130228 1713.1432 6.684612 2000-2009 –> 2010-2019 1.5794312 3414.9866
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 701 0.8130348 1713.1640 6.686677 2000-2009 –> 2010-2019 1.5795605 3415.2313
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 701 0.8130228 1713.1432 6.684612 2000-2009 –> 2010-2019 1.5794312 3414.9866
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 701 0.8130228 1713.1432 6.684612 2000-2009 –> 2010-2019 1.5794312 3414.9866
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate 701 0.8130348 1713.1640 6.686677 2000-2009 –> 2010-2019 1.5795605 3415.2313
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate_star 701 0.8130348 1713.1640 6.686677 2000-2009 –> 2010-2019 1.5795605 3415.2313
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 701 0.7996303 1689.8566 7.409766 2000-2009 –> 2010-2019 1.5807366 3419.5101
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 701 0.7609402 1620.3247 9.744486 2000-2009 –> 2010-2019 1.5329427 3332.8151
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate 701 0.7996303 1689.8566 7.409766 2000-2009 –> 2010-2019 1.5807366 3419.5101
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 701 0.7996303 1689.8566 7.409766 2000-2009 –> 2010-2019 1.5807366 3419.5101
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1187 0.5399010 1919.2989 2.036715 1982-1999 –> 2000-2009 1.0575998 5316.3450
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 1187 0.5399010 1919.2989 2.036715 1982-1999 –> 2000-2009 1.0575998 5316.3450
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 1187 0.3639425 983.0173 1.558967 1982-1999 –> 2000-2009 0.7985975 3602.3709
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1187 0.3375829 804.5289 1.524746 1982-1999 –> 2000-2009 0.7432046 3116.3841
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + oxygen + aou + nitrate 1187 0.4135115 1284.1522 1.354408 1982-1999 –> 2000-2009 0.8510885 3931.3072
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate 1187 0.3375829 804.5289 1.524746 1982-1999 –> 2000-2009 0.7432046 3116.3841
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate_star 1187 0.3375829 804.5289 1.524746 1982-1999 –> 2000-2009 0.7432046 3116.3841
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 1187 0.3534166 913.3440 1.531586 1982-1999 –> 2000-2009 0.7453283 3072.2586
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star 1187 0.3534166 913.3440 1.531586 1982-1999 –> 2000-2009 0.7453283 3072.2586
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + silicate + silicate_star 1187 0.3534166 913.3440 1.531586 1982-1999 –> 2000-2009 0.7453283 3072.2586
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1172 0.7068049 2526.6226 5.901941 2000-2009 –> 2010-2019 1.2467059 4445.9215
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 1172 0.7068049 2526.6226 5.901941 2000-2009 –> 2010-2019 1.2467059 4445.9215
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 1172 0.6659447 2387.0420 8.494778 2000-2009 –> 2010-2019 1.0298872 3370.0593
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 1172 0.6300585 2257.1983 9.797814 2000-2009 –> 2010-2019 0.9676414 3061.7272
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + oxygen + aou + nitrate 1172 0.6702037 2399.9851 9.244325 2000-2009 –> 2010-2019 1.0837152 3684.1373
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate 1172 0.6300585 2257.1983 9.797814 2000-2009 –> 2010-2019 0.9676414 3061.7272
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate_star 1172 0.6300585 2257.1983 9.797814 2000-2009 –> 2010-2019 0.9676414 3061.7272
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 1172 0.6059265 2165.6559 8.858202 2000-2009 –> 2010-2019 0.9593430 3078.9999
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star 1172 0.6059265 2165.6559 8.858202 2000-2009 –> 2010-2019 0.9593430 3078.9999
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + oxygen + aou + silicate + silicate_star 1172 0.6059265 2165.6559 8.858202 2000-2009 –> 2010-2019 0.9593430 3078.9999
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2098 0.3439914 1490.1519 2.094965 1982-1999 –> 2000-2009 0.6458920 3146.5019
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2098 0.3215811 1207.4805 2.070664 1982-1999 –> 2000-2009 0.6212927 2809.8178
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2098 0.3431791 1480.2329 1.865403 1982-1999 –> 2000-2009 0.6422665 3067.0946
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate 2098 0.3215811 1207.4805 2.070664 1982-1999 –> 2000-2009 0.6212927 2809.8178
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate_star 2098 0.3431791 1480.2329 1.865403 1982-1999 –> 2000-2009 0.6422665 3067.0946
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 2098 0.3215811 1207.4805 2.070664 1982-1999 –> 2000-2009 0.6212927 2809.8178
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate_star 2098 0.3431791 1480.2329 1.865403 1982-1999 –> 2000-2009 0.6422665 3067.0946
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2098 0.3426963 1474.3247 2.091905 1982-1999 –> 2000-2009 0.6406669 3033.4231
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2098 0.3426963 1474.3247 2.091905 1982-1999 –> 2000-2009 0.6406669 3033.4231
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 2098 0.3426963 1474.3247 2.091905 1982-1999 –> 2000-2009 0.6406669 3033.4231
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2152 0.3725257 1871.1298 2.592618 2000-2009 –> 2010-2019 0.7165170 3361.2817
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2152 0.3451383 1542.4735 2.599095 2000-2009 –> 2010-2019 0.6667194 2749.9540
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate 2152 0.3451383 1542.4735 2.599095 2000-2009 –> 2010-2019 0.6667194 2749.9540
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 2152 0.3451383 1542.4735 2.599095 2000-2009 –> 2010-2019 0.6667194 2749.9540
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 2152 0.3725257 1871.1298 2.592618 2000-2009 –> 2010-2019 0.7165170 3361.2817
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 2152 0.3725257 1871.1298 2.592618 2000-2009 –> 2010-2019 0.7165170 3361.2817
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2152 0.3727497 1873.7165 2.589800 2000-2009 –> 2010-2019 0.7168965 3365.7650
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2152 0.3716010 1860.4332 2.590160 2000-2009 –> 2010-2019 0.7142973 3334.7579
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 2152 0.3716010 1860.4332 2.590160 2000-2009 –> 2010-2019 0.7142973 3334.7579
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 2152 0.3716010 1860.4332 2.590160 2000-2009 –> 2010-2019 0.7142973 3334.7579
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4068 5.8941008 25991.3573 33.665781 1982-1999 –> 2000-2009 12.1116161 72706.7570
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4068 6.2120635 26418.8320 29.738900 1982-1999 –> 2000-2009 12.6909147 73726.5445
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 4068 5.8941008 25991.3573 33.665781 1982-1999 –> 2000-2009 12.1116161 72706.7570
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 4068 5.8941008 25991.3573 33.665781 1982-1999 –> 2000-2009 12.1116161 72706.7570
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 4068 6.2120635 26418.8320 29.738900 1982-1999 –> 2000-2009 12.6909147 73726.5445
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4068 5.9957900 26130.5282 34.207390 1982-1999 –> 2000-2009 12.3125012 73073.6344
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4068 6.0441722 26195.9170 34.408881 1982-1999 –> 2000-2009 12.4075430 73244.8975
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4068 6.0656718 26224.8061 34.407139 1982-1999 –> 2000-2009 12.4510561 73323.4679
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4068 6.0656718 26224.8061 34.407139 1982-1999 –> 2000-2009 12.4510561 73323.4679
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 4068 6.0656718 26224.8061 34.407139 1982-1999 –> 2000-2009 12.4510561 73323.4679
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 4036 5.7406329 25574.0526 27.355465 2000-2009 –> 2010-2019 11.6347338 51565.4099
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4036 5.9649172 25883.4176 24.031741 2000-2009 –> 2010-2019 12.1769807 52302.2496
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 4036 5.7406329 25574.0526 27.355465 2000-2009 –> 2010-2019 11.6347338 51565.4099
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 4036 5.7406329 25574.0526 27.355465 2000-2009 –> 2010-2019 11.6347338 51565.4099
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 4036 5.9649172 25883.4176 24.031741 2000-2009 –> 2010-2019 12.1769807 52302.2496
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4036 5.8404596 25713.2140 28.185384 2000-2009 –> 2010-2019 11.8362496 51843.7423
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4036 5.8933163 25785.9378 28.802535 2000-2009 –> 2010-2019 11.9374885 51981.8549
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4036 5.9073104 25805.0827 28.348916 2000-2009 –> 2010-2019 11.9729822 52029.8888
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 4036 5.9073104 25805.0827 28.348916 2000-2009 –> 2010-2019 11.9729822 52029.8888
Indo-Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 4036 5.9073104 25805.0827 28.348916 2000-2009 –> 2010-2019 11.9729822 52029.8888
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4229 4.4636654 24668.2986 44.432429 1982-1999 –> 2000-2009 8.7100381 68872.1153
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 4229 4.4636654 24668.2986 44.432429 1982-1999 –> 2000-2009 8.7100381 68872.1153
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 4229 4.4636654 24668.2986 44.432429 1982-1999 –> 2000-2009 8.7100381 68872.1153
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4229 4.5257730 24785.1724 40.047276 1982-1999 –> 2000-2009 8.8199216 69161.5553
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4229 4.6046688 24931.3466 38.348204 1982-1999 –> 2000-2009 8.9521587 69498.1439
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4229 4.6137243 24947.9636 39.385693 1982-1999 –> 2000-2009 8.9723226 69554.1211
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4229 4.6137243 24947.9636 39.385693 1982-1999 –> 2000-2009 8.9723226 69554.1211
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4229 4.6137243 24947.9636 39.385693 1982-1999 –> 2000-2009 8.9723226 69554.1211
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4229 4.6329783 24983.1870 47.519126 1982-1999 –> 2000-2009 9.0465441 69782.6448
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 4229 4.6329783 24983.1870 47.519126 1982-1999 –> 2000-2009 9.0465441 69782.6448
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 4214 4.5543122 24750.2900 44.713879 2000-2009 –> 2010-2019 9.0179775 49418.5885
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 4214 4.5543122 24750.2900 44.713879 2000-2009 –> 2010-2019 9.0179775 49418.5885
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 4214 4.5543122 24750.2900 44.713879 2000-2009 –> 2010-2019 9.0179775 49418.5885
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4214 4.6220263 24874.6762 39.926251 2000-2009 –> 2010-2019 9.1477994 49659.8486
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4214 4.6898692 24997.4848 38.609227 2000-2009 –> 2010-2019 9.2945381 49928.8313
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4214 4.6946880 25006.1400 38.518122 2000-2009 –> 2010-2019 9.3084123 49954.1036
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate_star 4214 4.6946880 25006.1400 38.518122 2000-2009 –> 2010-2019 9.3084123 49954.1036
Indo-Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4214 4.6946880 25006.1400 38.518122 2000-2009 –> 2010-2019 9.3084123 49954.1036
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4214 4.7030918 25021.2131 48.287445 2000-2009 –> 2010-2019 9.3360700 50004.4001
Indo-Pacific (26,26.5] 5 cstar_tref ~ temp + aou + silicate + silicate_star + phosphate 4214 4.7030918 25021.2131 48.287445 2000-2009 –> 2010-2019 9.3360700 50004.4001
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate 3529 3.8603731 19562.5593 26.478142 1982-1999 –> 2000-2009 7.7331612 54448.7159
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star 3529 3.8603731 19562.5593 26.478142 1982-1999 –> 2000-2009 7.7331612 54448.7159
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 3529 3.8603731 19562.5593 26.478142 1982-1999 –> 2000-2009 7.7331612 54448.7159
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate_star 3529 3.8603731 19562.5593 26.478142 1982-1999 –> 2000-2009 7.7331612 54448.7159
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3529 3.9072257 19647.7052 25.212562 1982-1999 –> 2000-2009 7.7025525 54279.7743
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3529 3.9057203 19644.9853 19.477812 1982-1999 –> 2000-2009 7.6631149 54150.7321
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 3529 3.9072257 19647.7052 25.212562 1982-1999 –> 2000-2009 7.7025525 54279.7743
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 3529 3.9072257 19647.7052 25.212562 1982-1999 –> 2000-2009 7.7025525 54279.7743
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 3529 3.9057203 19644.9853 19.477812 1982-1999 –> 2000-2009 7.6631149 54150.7321
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 3529 3.9057203 19644.9853 19.477812 1982-1999 –> 2000-2009 7.6631149 54150.7321
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate_star 3462 4.1110317 19627.0093 32.089978 2000-2009 –> 2010-2019 7.9714047 39189.5685
Indo-Pacific (26.5,26.75] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate 3462 4.1425663 19679.9188 32.010881 2000-2009 –> 2010-2019 8.0497920 39327.6240
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4017 4.1325162 22813.0860 22.568982 1982-1999 –> 2000-2009 7.7194625 63437.8496
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate 4017 4.1325162 22813.0860 22.568982 1982-1999 –> 2000-2009 7.7194625 63437.8496
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 4017 4.1325162 22813.0860 22.568982 1982-1999 –> 2000-2009 7.7194625 63437.8496
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4017 4.1463178 22839.8731 22.843632 1982-1999 –> 2000-2009 7.8104564 63785.3369
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4017 4.1420159 22831.5333 21.346253 1982-1999 –> 2000-2009 7.7944796 63728.9293
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 4017 4.0899681 22729.9397 20.238887 1982-1999 –> 2000-2009 7.7100514 63493.2103
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 4017 4.1420159 22831.5333 21.346253 1982-1999 –> 2000-2009 7.7944796 63728.9293
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 4017 4.1420159 22831.5333 21.346253 1982-1999 –> 2000-2009 7.7944796 63728.9293
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 4017 4.0899681 22729.9397 20.238887 1982-1999 –> 2000-2009 7.7100514 63493.2103
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 4017 4.0899681 22729.9397 20.238887 1982-1999 –> 2000-2009 7.7100514 63493.2103
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + phosphate + phosphate_star 4205 4.4525537 24507.4214 22.537617 2000-2009 –> 2010-2019 8.5850699 47320.5074
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate 4205 4.4525537 24507.4214 22.537617 2000-2009 –> 2010-2019 8.5850699 47320.5074
Indo-Pacific (26.75,27] 5 cstar_tref ~ sal + temp + oxygen + aou + phosphate_star 4205 4.4525537 24507.4214 22.537617 2000-2009 –> 2010-2019 8.5850699 47320.5074
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 4205 4.4505776 24503.6880 22.782897 2000-2009 –> 2010-2019 8.5968954 47343.5611
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4205 4.4625670 24526.3133 21.572068 2000-2009 –> 2010-2019 8.6045830 47357.8466
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 4205 4.4088553 24424.4760 20.267934 2000-2009 –> 2010-2019 8.4988234 47154.4157
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate 4205 4.4505776 24503.6880 22.782897 2000-2009 –> 2010-2019 8.5968954 47343.5611
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate_star 4205 4.4505776 24503.6880 22.782897 2000-2009 –> 2010-2019 8.5968954 47343.5611
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 4205 4.4088553 24424.4760 20.267934 2000-2009 –> 2010-2019 8.4988234 47154.4157
Indo-Pacific (26.75,27] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 4205 4.4088553 24424.4760 20.267934 2000-2009 –> 2010-2019 8.4988234 47154.4157
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 5080 3.8276250 28067.6197 48.589403 1982-1999 –> 2000-2009 6.9915580 73517.1328
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 5080 3.8276250 28067.6197 48.589403 1982-1999 –> 2000-2009 6.9915580 73517.1328
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 5080 3.8276250 28067.6197 48.589403 1982-1999 –> 2000-2009 6.9915580 73517.1328
Indo-Pacific (27,27.25] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate 5080 3.8276250 28067.6197 48.589403 1982-1999 –> 2000-2009 6.9915580 73517.1328
Indo-Pacific (27,27.25] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate 5080 3.8276250 28067.6197 48.589403 1982-1999 –> 2000-2009 6.9915580 73517.1328
Indo-Pacific (27,27.25] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 5080 3.8276250 28067.6197 48.589403 1982-1999 –> 2000-2009 6.9915580 73517.1328
Indo-Pacific (27,27.25] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 5080 3.8276250 28067.6197 48.589403 1982-1999 –> 2000-2009 6.9915580 73517.1328
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 5080 3.6769895 27659.6941 34.291348 1982-1999 –> 2000-2009 6.7893277 72818.6184
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 5080 3.6769895 27659.6941 34.291348 1982-1999 –> 2000-2009 6.7893277 72818.6184
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 5080 3.6769895 27659.6941 34.291348 1982-1999 –> 2000-2009 6.7893277 72818.6184
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4856 4.5630084 28537.3736 38.660623 2000-2009 –> 2010-2019 8.3906334 56604.9933
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 4856 4.5630084 28537.3736 38.660623 2000-2009 –> 2010-2019 8.3906334 56604.9933
Indo-Pacific (27,27.25] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 4856 4.5630084 28537.3736 38.660623 2000-2009 –> 2010-2019 8.3906334 56604.9933
Indo-Pacific (27,27.25] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate_star 4856 4.5630084 28537.3736 38.660623 2000-2009 –> 2010-2019 8.3906334 56604.9933
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4856 4.3662850 28109.3696 26.056968 2000-2009 –> 2010-2019 8.2550263 56337.9341
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 4856 4.2020668 27737.0500 30.840274 2000-2009 –> 2010-2019 7.8790563 55396.7441
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 4856 4.3662850 28109.3696 26.056968 2000-2009 –> 2010-2019 8.2550263 56337.9341
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 4856 4.3662850 28109.3696 26.056968 2000-2009 –> 2010-2019 8.2550263 56337.9341
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 4856 4.2020668 27737.0500 30.840274 2000-2009 –> 2010-2019 7.8790563 55396.7441
Indo-Pacific (27,27.25] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 4856 4.2020668 27737.0500 30.840274 2000-2009 –> 2010-2019 7.8790563 55396.7441
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4470 3.3984893 23635.8896 31.587780 1982-1999 –> 2000-2009 6.3117238 62923.6784
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 4470 3.3984893 23635.8896 31.587780 1982-1999 –> 2000-2009 6.3117238 62923.6784
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + oxygen + nitrate + silicate_star + phosphate_star 4470 3.3984893 23635.8896 31.587780 1982-1999 –> 2000-2009 6.3117238 62923.6784
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate_star + phosphate 4470 3.3896406 23612.5822 32.602373 1982-1999 –> 2000-2009 6.2885971 62822.8214
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4470 3.3062995 23390.0270 33.165974 1982-1999 –> 2000-2009 6.2305929 62737.6192
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 4470 3.2132801 23134.9031 32.685133 1982-1999 –> 2000-2009 6.0779802 62157.5157
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 4470 3.3062995 23390.0270 33.165974 1982-1999 –> 2000-2009 6.2305929 62737.6192
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 4470 3.3062995 23390.0270 33.165974 1982-1999 –> 2000-2009 6.2305929 62737.6192
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 4470 3.2132801 23134.9031 32.685133 1982-1999 –> 2000-2009 6.0779802 62157.5157
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 4470 3.2132801 23134.9031 32.685133 1982-1999 –> 2000-2009 6.0779802 62157.5157
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 4504 3.6824056 24538.3230 34.115645 2000-2009 –> 2010-2019 7.0651139 48132.6029
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 4504 3.7002625 24581.8995 32.621905 2000-2009 –> 2010-2019 7.0065620 47971.9265
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 4504 3.5949365 24321.7714 31.459835 2000-2009 –> 2010-2019 6.8082165 47456.6745
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 4504 3.7517737 24706.4346 34.032692 2000-2009 –> 2010-2019 7.1898399 48445.8330
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star 4504 3.7517737 24706.4346 34.032692 2000-2009 –> 2010-2019 7.1898399 48445.8330
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 4504 3.7002625 24581.8995 32.621905 2000-2009 –> 2010-2019 7.0065620 47971.9265
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 4504 3.7002625 24581.8995 32.621905 2000-2009 –> 2010-2019 7.0065620 47971.9265
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate + silicate_star 4504 3.7517737 24706.4346 34.032692 2000-2009 –> 2010-2019 7.1898399 48445.8330
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 4504 3.5949365 24321.7714 31.459835 2000-2009 –> 2010-2019 6.8082165 47456.6745
Indo-Pacific (27.25,27.5] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 4504 3.5949365 24321.7714 31.459835 2000-2009 –> 2010-2019 6.8082165 47456.6745
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4498 3.0716192 22874.1257 8.608839 1982-1999 –> 2000-2009 5.3871560 59499.7092
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate_star + phosphate 4498 3.0358129 22768.6421 10.606262 1982-1999 –> 2000-2009 5.3235365 59198.3390
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate_star + phosphate_star 4498 3.0434949 22791.3776 10.092547 1982-1999 –> 2000-2009 5.3448096 59317.0909
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 4498 2.9536830 22521.9145 12.549679 1982-1999 –> 2000-2009 5.3664479 59814.2446
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate_star 4498 2.9466536 22500.4798 12.030283 1982-1999 –> 2000-2009 5.3671169 59844.4485
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate + phosphate 4498 3.0687135 22865.6117 8.570056 1982-1999 –> 2000-2009 5.3917430 59543.5628
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate_star + phosphate 4498 3.0346024 22765.0543 10.080040 1982-1999 –> 2000-2009 5.3310958 59256.7726
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate_star + phosphate_star 4498 3.0346024 22765.0543 10.080040 1982-1999 –> 2000-2009 5.3310958 59256.7726
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4498 3.0687135 22865.6117 8.570056 1982-1999 –> 2000-2009 5.3917430 59543.5628
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate_star + phosphate + phosphate_star 4498 3.0346024 22765.0543 10.080040 1982-1999 –> 2000-2009 5.3310958 59256.7726
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate_star + phosphate 4442 3.5910965 23977.6671 9.777848 2000-2009 –> 2010-2019 6.6269093 46746.3092
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate_star + phosphate_star 4442 3.5957488 23989.1691 9.779660 2000-2009 –> 2010-2019 6.6392438 46780.5467
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4442 3.6091258 24022.1582 16.153797 2000-2009 –> 2010-2019 6.6426497 46784.0147
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate_star + phosphate 4442 3.6091258 24022.1582 16.153797 2000-2009 –> 2010-2019 6.6426497 46784.0147
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 4442 3.4215352 23547.9637 14.491368 2000-2009 –> 2010-2019 6.3752182 46069.8782
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate_star 4442 3.3880929 23460.7036 14.058772 2000-2009 –> 2010-2019 6.3347465 45961.1834
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate_star + phosphate 4442 3.5828429 23957.2250 9.760404 2000-2009 –> 2010-2019 6.6174452 46722.2793
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + oxygen + silicate_star + phosphate_star 4442 3.5828429 23957.2250 9.760404 2000-2009 –> 2010-2019 6.6174452 46722.2793
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + silicate_star + phosphate 4442 3.6091258 24022.1582 16.153797 2000-2009 –> 2010-2019 6.6426497 46784.0147
Indo-Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate_star + phosphate + phosphate_star 4442 3.5828429 23957.2250 9.760404 2000-2009 –> 2010-2019 6.6174452 46722.2793
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 1730 2.7146583 8378.9120 19.968826 1982-1999 –> 2000-2009 4.6353049 21365.2738
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + silicate_star + phosphate + phosphate_star 1730 2.7152641 8379.6840 19.804642 1982-1999 –> 2000-2009 4.6336162 21358.5607
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate 1730 2.7152641 8379.6840 19.804642 1982-1999 –> 2000-2009 4.6336162 21358.5607
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate_star 1730 2.7152641 8379.6840 19.804642 1982-1999 –> 2000-2009 4.6336162 21358.5607
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1730 2.6311961 8270.8646 19.372096 1982-1999 –> 2000-2009 4.5387783 21214.4866
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 1730 2.6326971 8272.8379 19.792401 1982-1999 –> 2000-2009 4.5372443 21206.4888
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1730 2.6311961 8270.8646 19.372096 1982-1999 –> 2000-2009 4.5387783 21214.4866
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1730 2.6311961 8270.8646 19.372096 1982-1999 –> 2000-2009 4.5387783 21214.4866
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 1730 2.6326971 8272.8379 19.792401 1982-1999 –> 2000-2009 4.5372443 21206.4888
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 1730 2.6326971 8272.8379 19.792401 1982-1999 –> 2000-2009 4.5372443 21206.4888
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate 1851 2.8491861 9143.0280 32.550541 2000-2009 –> 2010-2019 5.5060714 17447.5099
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + oxygen + aou + silicate_star 1851 2.8437407 9135.9460 33.238292 2000-2009 –> 2010-2019 5.5172309 17461.9847
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1851 2.9099823 9221.1906 28.356597 2000-2009 –> 2010-2019 5.5411784 17492.0552
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 1851 2.9005138 9209.1255 28.582827 2000-2009 –> 2010-2019 5.5332109 17481.9633
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 1851 2.9019753 9210.9903 32.970825 2000-2009 –> 2010-2019 5.5606738 17517.8327
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star 1851 2.9019753 9210.9903 32.970825 2000-2009 –> 2010-2019 5.5606738 17517.8327
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1851 2.9099823 9221.1906 28.356597 2000-2009 –> 2010-2019 5.5411784 17492.0552
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1851 2.9099823 9221.1906 28.356597 2000-2009 –> 2010-2019 5.5411784 17492.0552
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 1851 2.9005138 9209.1255 28.582827 2000-2009 –> 2010-2019 5.5332109 17481.9633
Indo-Pacific (27.75,27.85] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 1851 2.9005138 9209.1255 28.582827 2000-2009 –> 2010-2019 5.5332109 17481.9633
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2180 2.8213675 10722.8586 24.766101 1982-1999 –> 2000-2009 4.9321066 28107.9919
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 2180 2.8213675 10722.8586 24.766101 1982-1999 –> 2000-2009 4.9321066 28107.9919
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 2180 2.8213675 10722.8586 24.766101 1982-1999 –> 2000-2009 4.9321066 28107.9919
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate 2180 2.8213675 10722.8586 24.766101 1982-1999 –> 2000-2009 4.9321066 28107.9919
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star 2180 2.8213675 10722.8586 24.766101 1982-1999 –> 2000-2009 4.9321066 28107.9919
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate 2180 2.8213675 10722.8586 24.766101 1982-1999 –> 2000-2009 4.9321066 28107.9919
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 2180 2.8213675 10722.8586 24.766101 1982-1999 –> 2000-2009 4.9321066 28107.9919
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2180 2.7848617 10666.0762 24.858642 1982-1999 –> 2000-2009 4.8865357 28016.6911
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate 2180 2.7848617 10666.0762 24.858642 1982-1999 –> 2000-2009 4.8865357 28016.6911
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate_star 2180 2.7848617 10666.0762 24.858642 1982-1999 –> 2000-2009 4.8865357 28016.6911
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2269 2.9706721 11394.0640 35.504194 2000-2009 –> 2010-2019 5.7920396 22116.9226
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 2269 2.9706721 11394.0640 35.504194 2000-2009 –> 2010-2019 5.7920396 22116.9226
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + oxygen + aou + nitrate 2269 2.8964124 11279.1829 36.158596 2000-2009 –> 2010-2019 5.7072349 21985.7153
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star 2269 2.8917924 11271.9387 35.660076 2000-2009 –> 2010-2019 5.6766541 21938.0149
Indo-Pacific (27.85,27.95] 4 cstar_tref ~ temp + oxygen + aou + nitrate 2269 2.8993397 11281.7669 35.775673 2000-2009 –> 2010-2019 5.7130440 21990.7671
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate 2269 2.8917924 11271.9387 35.660076 2000-2009 –> 2010-2019 5.6766541 21938.0149
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + nitrate + phosphate_star 2269 2.8917924 11271.9387 35.660076 2000-2009 –> 2010-2019 5.6766541 21938.0149
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate 2269 2.8983098 11282.1548 35.920526 2000-2009 –> 2010-2019 5.7120058 21993.1420
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + nitrate + silicate_star 2269 2.8983098 11282.1548 35.920526 2000-2009 –> 2010-2019 5.7120058 21993.1420
Indo-Pacific (27.85,27.95] 5 cstar_tref ~ temp + oxygen + aou + silicate + silicate_star 2269 2.8983098 11282.1548 35.920526 2000-2009 –> 2010-2019 5.7120058 21993.1420
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate 1874 2.1520300 8204.6922 8.437475 1982-1999 –> 2000-2009 4.0386291 22771.3119
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + silicate_star 1874 2.1520300 8204.6922 8.437475 1982-1999 –> 2000-2009 4.0386291 22771.3119
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + silicate + silicate_star 1874 2.1520300 8204.6922 8.437475 1982-1999 –> 2000-2009 4.0386291 22771.3119
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1874 2.1593636 8217.4429 8.518529 1982-1999 –> 2000-2009 4.0477830 22790.8963
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1874 2.1612514 8220.7181 7.893376 1982-1999 –> 2000-2009 4.0369110 22746.1298
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 1874 2.1616026 8221.3270 7.868344 1982-1999 –> 2000-2009 4.0421952 22765.3504
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1874 2.1612514 8220.7181 7.893376 1982-1999 –> 2000-2009 4.0369110 22746.1298
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1874 2.1612514 8220.7181 7.893376 1982-1999 –> 2000-2009 4.0369110 22746.1298
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 1874 2.1616026 8221.3270 7.868344 1982-1999 –> 2000-2009 4.0421952 22765.3504
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 1874 2.1616026 8221.3270 7.868344 1982-1999 –> 2000-2009 4.0421952 22765.3504
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 1947 2.3459260 8859.6834 8.675710 2000-2009 –> 2010-2019 4.5142029 17092.5652
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star 1947 2.3459260 8859.6834 8.675710 2000-2009 –> 2010-2019 4.5142029 17092.5652
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1947 2.3470339 8861.5219 8.631689 2000-2009 –> 2010-2019 4.5141906 17092.4668
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1947 2.3463199 8860.3372 8.653064 2000-2009 –> 2010-2019 4.5138987 17092.0119
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1947 2.3471464 8861.7087 8.622588 2000-2009 –> 2010-2019 4.5141565 17092.4000
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1947 2.3474775 8862.2578 8.101480 2000-2009 –> 2010-2019 4.5132516 17090.8108
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate_star + phosphate 1947 2.3474775 8862.2578 8.101480 2000-2009 –> 2010-2019 4.5132516 17090.8108
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate 1947 2.3471464 8861.7087 8.622588 2000-2009 –> 2010-2019 4.5141565 17092.4000
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star 1947 2.3471464 8861.7087 8.622588 2000-2009 –> 2010-2019 4.5141565 17092.4000
Indo-Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + silicate_star + phosphate 1947 2.3474775 8862.2578 8.101480 2000-2009 –> 2010-2019 4.5132516 17090.8108
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 1324 1.8544982 5406.7916 10.076261 1982-1999 –> 2000-2009 3.4486971 15050.9542
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate 1324 1.8544982 5406.7916 10.076261 1982-1999 –> 2000-2009 3.4486971 15050.9542
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star 1324 1.8544982 5406.7916 10.076261 1982-1999 –> 2000-2009 3.4486971 15050.9542
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate 1324 1.8544982 5406.7916 10.076261 1982-1999 –> 2000-2009 3.4486971 15050.9542
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 1324 1.8544982 5406.7916 10.076261 1982-1999 –> 2000-2009 3.4486971 15050.9542
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate 1324 1.8544982 5406.7916 10.076261 1982-1999 –> 2000-2009 3.4486971 15050.9542
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate_star 1324 1.8544982 5406.7916 10.076261 1982-1999 –> 2000-2009 3.4486971 15050.9542
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1324 1.8163894 5351.8098 9.232290 1982-1999 –> 2000-2009 3.4429985 15098.7772
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1324 1.8163894 5351.8098 9.232290 1982-1999 –> 2000-2009 3.4429985 15098.7772
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1324 1.8163894 5351.8098 9.232290 1982-1999 –> 2000-2009 3.4429985 15098.7772
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1360 1.9697576 5717.4293 9.651852 2000-2009 –> 2010-2019 3.8241740 11124.1040
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate 1360 1.9697576 5717.4293 9.651852 2000-2009 –> 2010-2019 3.8241740 11124.1040
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + silicate + phosphate_star 1360 1.9697576 5717.4293 9.651852 2000-2009 –> 2010-2019 3.8241740 11124.1040
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ sal + oxygen + aou + silicate_star + phosphate_star 1360 1.9710463 5719.2083 9.580521 2000-2009 –> 2010-2019 3.8288841 11130.7641
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star 1360 1.9324371 5665.3997 9.085089 2000-2009 –> 2010-2019 3.7488265 11017.2096
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + aou + silicate_star + phosphate + phosphate_star 1360 1.9496927 5689.5800 9.081966 2000-2009 –> 2010-2019 3.7846558 11068.3297
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate 1360 1.9324371 5665.3997 9.085089 2000-2009 –> 2010-2019 3.7488265 11017.2096
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + oxygen + aou + silicate + phosphate_star 1360 1.9324371 5665.3997 9.085089 2000-2009 –> 2010-2019 3.7488265 11017.2096
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate 1360 1.9496927 5689.5800 9.081966 2000-2009 –> 2010-2019 3.7846558 11068.3297
Indo-Pacific (28.05,28.1] 5 cstar_tref ~ temp + oxygen + aou + silicate_star + phosphate_star 1360 1.9496927 5689.5800 9.081966 2000-2009 –> 2010-2019 3.7846558 11068.3297
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 11224 1.3225928 38142.6603 13.111764 1982-1999 –> 2000-2009 2.4270878 99907.0057
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ aou + nitrate + silicate_star + phosphate + phosphate_star 11224 1.3225928 38142.6603 13.111764 1982-1999 –> 2000-2009 2.4270878 99907.0057
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ aou + silicate + silicate_star + phosphate + phosphate_star 11224 1.3225928 38142.6603 13.111764 1982-1999 –> 2000-2009 2.4270878 99907.0057
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate 11224 1.3225928 38142.6603 13.111764 1982-1999 –> 2000-2009 2.4270878 99907.0057
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ oxygen + aou + nitrate + silicate + phosphate_star 11224 1.3225928 38142.6603 13.111764 1982-1999 –> 2000-2009 2.4270878 99907.0057
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ oxygen + aou + nitrate + silicate_star + phosphate_star 11224 1.3225928 38142.6603 13.111764 1982-1999 –> 2000-2009 2.4270878 99907.0057
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ oxygen + aou + silicate + silicate_star + phosphate_star 11224 1.3225928 38142.6603 13.111764 1982-1999 –> 2000-2009 2.4270878 99907.0057
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11224 1.2267167 36453.3847 11.812487 1982-1999 –> 2000-2009 2.2867597 96547.0600
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate 11224 1.2267167 36453.3847 11.812487 1982-1999 –> 2000-2009 2.2867597 96547.0600
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 11224 1.2267167 36453.3847 11.812487 1982-1999 –> 2000-2009 2.2867597 96547.0600
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 11207 1.3842488 39106.1703 9.567526 2000-2009 –> 2010-2019 2.6109655 75559.5551
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate_star + phosphate 11207 1.3842488 39106.1703 9.567526 2000-2009 –> 2010-2019 2.6109655 75559.5551
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + aou + silicate + silicate_star + phosphate 11207 1.3842488 39106.1703 9.567526 2000-2009 –> 2010-2019 2.6109655 75559.5551
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 11207 1.4340576 39898.5122 8.104468 2000-2009 –> 2010-2019 2.7255219 77506.5205
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + nitrate + silicate_star + phosphate + phosphate_star 11207 1.4340576 39898.5122 8.104468 2000-2009 –> 2010-2019 2.7255219 77506.5205
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate 11207 1.4340576 39898.5122 8.104468 2000-2009 –> 2010-2019 2.7255219 77506.5205
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + oxygen + nitrate + silicate + phosphate_star 11207 1.4340576 39898.5122 8.104468 2000-2009 –> 2010-2019 2.7255219 77506.5205
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + oxygen + nitrate + silicate_star + phosphate 11207 1.4340576 39898.5122 8.104468 2000-2009 –> 2010-2019 2.7255219 77506.5205
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + oxygen + nitrate + silicate_star + phosphate_star 11207 1.4340576 39898.5122 8.104468 2000-2009 –> 2010-2019 2.7255219 77506.5205
Indo-Pacific (28.1, Inf] 5 cstar_tref ~ sal + oxygen + silicate + silicate_star + phosphate_star 11207 1.4340576 39898.5122 8.104468 2000-2009 –> 2010-2019 2.7255219 77506.5205

5.3.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 2.3688550 1095.7875
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.1311662 708.8923
Atlantic (26,26.5] 1982-1999 –> 2000-2009 6.5574038 12262.5606
Atlantic (26,26.5] 2000-2009 –> 2010-2019 6.4984578 8407.0260
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 6.1373911 15041.3012
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 6.5727847 10725.0795
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.6250675 19643.9018
Atlantic (26.75,27] 2000-2009 –> 2010-2019 4.3216824 16039.6951
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.4672270 16265.6702
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.0253054 13459.1915
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 3.8073124 18078.3070
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 4.8021868 14361.1315
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.4721146 26103.4250
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 5.0562298 20277.4772
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 3.1016198 7832.2820
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 3.1694323 5848.2564
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 5.6196463 10205.3459
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 6.2871041 7984.5238
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 7.6869636 14303.9078
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 7.5333563 10277.8296
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.8800894 4573.4971
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 2.0204952 3565.7583
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.3919312 4142.0957
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.5752128 3408.1999
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 0.8230485 3673.2296
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.0387968 3436.8221
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 0.6358570 2987.7509
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 0.7009498 3170.3746
Indo-Pacific (-Inf,26] 1982-1999 –> 2000-2009 12.3789891 73186.2295
Indo-Pacific (-Inf,26] 2000-2009 –> 2010-2019 11.8950847 51921.5992
Indo-Pacific (26,26.5] 1982-1999 –> 2000-2009 8.8912251 69350.3698
Indo-Pacific (26,26.5] 2000-2009 –> 2010-2019 9.2093647 49771.5557
Indo-Pacific (26.5,26.75] 1982-1999 –> 2000-2009 7.7029647 54308.6383
Indo-Pacific (26.5,26.75] 2000-2009 –> 2010-2019 7.9792435 39203.3741
Indo-Pacific (26.75,27] 1982-1999 –> 2000-2009 7.7482437 63576.5305
Indo-Pacific (26.75,27] 2000-2009 –> 2010-2019 8.5646949 47281.3299
Indo-Pacific (27,27.25] 1982-1999 –> 2000-2009 6.9308889 73307.5785
Indo-Pacific (27,27.25] 2000-2009 –> 2010-2019 8.1964782 56162.4008
Indo-Pacific (27.25,27.5] 1982-1999 –> 2000-2009 6.2149488 62627.9261
Indo-Pacific (27.25,27.5] 2000-2009 –> 2010-2019 7.0078969 47975.5905
Indo-Pacific (27.5,27.75] 1982-1999 –> 2000-2009 5.3565840 59453.1276
Indo-Pacific (27.5,27.75] 2000-2009 –> 2010-2019 6.5756402 46607.6800
Indo-Pacific (27.75,27.85] 1982-1999 –> 2000-2009 4.5764222 21270.3882
Indo-Pacific (27.75,27.85] 2000-2009 –> 2010-2019 5.5367818 17486.7216
Indo-Pacific (27.85,27.95] 1982-1999 –> 2000-2009 4.9184353 28080.6016
Indo-Pacific (27.85,27.95] 2000-2009 –> 2010-2019 5.7170338 22000.3799
Indo-Pacific (27.95,28.05] 1982-1999 –> 2000-2009 4.0400989 22763.9272
Indo-Pacific (27.95,28.05] 2000-2009 –> 2010-2019 4.5138720 17091.9242
Indo-Pacific (28.05,28.1] 1982-1999 –> 2000-2009 3.4469875 15065.3011
Indo-Pacific (28.05,28.1] 2000-2009 –> 2010-2019 3.7901853 11075.9694
Indo-Pacific (28.1, Inf] 1982-1999 –> 2000-2009 2.3849893 98899.0220
Indo-Pacific (28.1, Inf] 2000-2009 –> 2010-2019 2.6911550 76922.4309

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 = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

6.1.1 All models

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
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
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
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
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

6.1.2 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
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19

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

6.2.2 Best models

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

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

Version Author Date
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

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

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

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate phosphate_star sal silicate silicate_star temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 10 3 6 7 7 10 1 3 3
(26,26.5] 9 8 6 2 2 10 4 5 4
(26.5,26.75] 10 5 6 8 6 0 7 5 3
(26.75,27] 10 2 5 8 7 3 9 3 3
(27,27.25] 7 1 4 7 5 10 9 2 5
(27.25,27.5] 10 5 6 2 3 6 8 7 3
(27.5,27.75] 4 0 4 6 6 10 5 5 10
(27.75,27.85] 7 7 6 7 6 10 0 3 4
(27.85,27.95] 10 1 7 6 7 3 3 3 10
(27.95,28.05] 3 6 4 4 9 0 7 7 10
(28.05,28.1] 8 7 7 6 5 10 0 0 7
(28.1,28.15] 10 1 7 6 6 7 3 6 4
(28.15,28.2] 10 8 7 2 4 3 4 3 8
(28.2, Inf] 7 8 2 6 6 10 4 4 3
total 115.00 62.00 77.00 77.00 79.00 92.00 64.00 56.00 77.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 7 8 5 7 6 10 2 0 5
(26,26.5] 9 8 6 2 2 10 5 4 4
(26.5,26.75] 10 4 6 6 8 0 8 5 3
(26.75,27] 10 2 8 5 7 3 9 3 3
(27,27.25] 9 2 3 8 3 10 9 2 3
(27.25,27.5] 10 6 3 1 4 6 7 7 6
(27.5,27.75] 7 2 4 8 4 10 2 9 4
(27.75,27.85] 7 7 6 7 6 10 0 3 4
(27.85,27.95] 10 4 7 6 6 7 3 0 7
(27.95,28.05] 3 8 5 4 8 0 6 6 10
(28.05,28.1] 8 7 6 6 6 10 0 0 7
(28.1,28.15] 10 1 7 6 6 10 3 3 4
(28.15,28.2] 10 9 7 2 4 3 3 3 8
(28.2, Inf] 7 9 4 8 4 10 2 2 4
total 117.00 77.00 77.00 76.00 74.00 99.00 59.00 47.00 72.00
Indo-Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 7 8 5 7 6 10 2 0 5
(26,26.5] 7 1 4 7 5 8 10 1 7
(26.5,26.75] 10 6 8 5 7 6 6 2 0
(26.75,27] 10 1 6 7 7 3 3 3 10
(27,27.25] 10 5 6 8 6 0 4 8 3
(27.25,27.5] 7 3 6 6 7 4 5 5 7
(27.5,27.75] 5 0 5 6 4 10 4 6 10
(27.75,27.85] 10 0 7 7 6 3 4 7 6
(27.85,27.95] 10 9 6 7 7 0 4 4 3
(27.95,28.05] 10 3 7 4 4 4 6 5 7
(28.05,28.1] 10 4 8 6 6 0 8 5 3
(28.1, Inf] 10 7 4 7 6 3 7 6 0
total 106.00 47.00 72.00 77.00 71.00 51.00 63.00 52.00 61.00
Indo-Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 7 8 5 7 6 10 2 0 5
(26,26.5] 7 1 4 7 5 8 10 1 7
(26.5,26.75] 10 7 7 7 6 1 6 6 0
(26.75,27] 10 3 6 7 7 3 1 3 10
(27,27.25] 10 2 5 7 8 0 6 6 6
(27.25,27.5] 10 2 8 4 4 1 6 5 10
(27.5,27.75] 4 2 4 6 3 10 3 8 10
(27.75,27.85] 10 2 8 4 4 2 5 5 10
(27.85,27.95] 10 9 7 4 4 1 3 3 8
(27.95,28.05] 4 9 3 7 5 10 2 2 8
(28.05,28.1] 10 0 7 6 7 4 6 4 6
(28.1, Inf] 3 8 5 7 5 10 6 6 0
total 95.00 53.00 69.00 73.00 64.00 60.00 56.00 49.00 80.00

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
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] 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