Last updated: 2022-07-15

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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1 Version ID

The results displayed on this site correspond to the Version_ID: v_XXX

2 Required data

Required are:

  • cleaned and prepared GLODAPv2_2020 file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, oxygen, phosphate, nitrate, silicate
# 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,
         data_source == "obs")

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[3]
print(i_gamma_slab)

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

# MLR_predictors <-
#   c(
#     params_local$MLR_predictors,
#     params_local$MLR_predictors_trans
#   )

# 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)

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

# remove helper objects
rm(i_gamma_slab,
   i_era,
   i_basin,
   GLODAP_basin_era,
   GLODAP_basin_era_slab,
   lm_full)

4 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 7
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:

  • 120

5 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.

# prepare nested data frame
GLODAP %>%
  filter_all(any_vars(is.na(.)))

GLODAP_nested <- GLODAP %>% 
  # filter(gamma_slab %in% params_local$plot_slabs) %>%
  nest(data = !c(gamma_slab, era, basin, data_source))

# expand with model definitions
GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all#[1:3,]
)

# fit models and extract tidy model output
if (params_local$MLR_function == "lm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ lm(as.formula(.y), data = .x))
  )
}

if (params_local$MLR_function == "rlm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ MASS::rlm(as.formula(.y), data = .x))
  )
}

# Cautionary note:
# ols_vif_tol requires a lm object with at least 2 predictors

GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>% 
  mutate(
    tidied = map(fit, tidy),
    glanced = map(fit, glance),
    augmented = map(fit, augment),
    vif = map(fit, ols_vif_tol)
  )

6 Tidy models

# extract glanced model output (model diagnostics, such as AIC)
GLODAP_glanced <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, vif)) %>%
  unnest(glanced) %>% 
  rename(n_predictors = n)

# extract tidy model output (model coefficients)
GLODAP_tidy <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, glanced, augmented, vif)) %>%
  unnest(tidied)

# extract augmented model output (fitted values and residuals)
GLODAP_augmented <- GLODAP_nested_lm_fit %>% 
  select(-c(data, fit, tidied, glanced, vif)) %>% 
  unnest(augmented) 

# print(object.size(GLODAP_augmented), units = "MB")

# extract VIF from output
GLODAP_glanced_vif <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, glanced)) %>%
  unnest(vif)

# calculte max VIF per model
GLODAP_glanced_vif_max <- GLODAP_glanced_vif %>% 
  group_by(data_source, era, basin, gamma_slab, model, n) %>% 
  summarise(vif_max = max(VIF)) %>% 
  ungroup()

# calculate RMSE from augmented output
GLODAP_glanced_rmse <- GLODAP_augmented %>%
  group_by(data_source, era, basin, gamma_slab, model) %>%
  summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
  ungroup()

# add RMSE and vif_max to glanced output
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_rmse)
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_vif_max)
rm(GLODAP_glanced_rmse)
rm(GLODAP_glanced_vif_max)


# extract input data
GLODAP_data <- GLODAP_nested_lm_fit %>%
  select(-c(fit, tidied, glanced, augmented, vif)) %>%
  unnest(data)

# append input data with augmented data
GLODAP_augmented <- bind_cols(
  GLODAP_data,
  GLODAP_augmented %>% select(.fitted, .resid)
)

rm(GLODAP, GLODAP_nested, GLODAP_nested_lm, GLODAP_nested_lm_fit, lm_all,
   GLODAP_data)

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

GLODAP_glanced_clean <- GLODAP_glanced %>% 
  filter(vif_max <= params_local$vif_max)

GLODAP_glanced_clean %>% 
  group_by(data_source, era, basin, gamma_slab) %>% 
  count() %>% 
  filter(n < params_local$MLR_number)
# A tibble: 0 × 5
# Groups:   data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
#   gamma_slab <chr>, n <int>

7.2 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.

# calculate RMSE sum for adjacent eras
lm_all <- GLODAP_glanced_clean  %>%
  select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>% 
  arrange(era) %>% 
  group_by(data_source, basin, gamma_slab, model) %>% 
  mutate(rmse_sum = rmse + lag(rmse),
         aic_sum = AIC + lag(AIC),
         bic_sum = BIC + lag(BIC)
         ) %>% 
  ungroup() %>% 
  select(-c(era)) %>% 
  drop_na()

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

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
} 

if (params_local$MLR_criterion == "bic") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = bic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
}

if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
}


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 15710.9346 15750.2795 11.3401481 22.7664945 29209.236 29286.849
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 15711.5642 15756.5299 11.3363398 22.7161971 29197.605 29286.305
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 14452.4179 14496.8148 10.8061866 22.4675167 28023.926 28112.057
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 15833.6638 15878.6295 11.6807227 22.8106015 29242.008 29330.708
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate 14417.0231 14466.9696 10.7003674 22.3567284 27989.041 28088.188
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate 15713.2991 15763.8854 11.3356032 22.4484715 29118.293 29218.081
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate 14421.0382 14465.4351 10.7173186 22.4102157 28002.003 28090.134
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate 15801.1006 15846.0662 11.5878678 22.7268545 29212.306 29301.006
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14501.0798 14539.9270 10.9512202 22.6134602 28070.861 28147.976
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14453.2200 14497.6168 10.8084677 22.4651052 28023.320 28111.452
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15712.7008 15757.6665 11.3394984 22.5038270 29131.856 29220.556
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 14452.2945 14491.1417 10.8115244 22.5044305 28031.262 28108.377
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 15799.5843 15838.9293 11.5892418 22.7851296 29226.613 29304.226
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15732.9844 15772.3293 11.4016003 22.7843654 29217.919 29295.531
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14468.2858 14507.1331 10.8571178 22.5643509 28051.536 28128.651
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14428.2341 14472.6310 10.7376328 22.4305152 28009.194 28097.326
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15734.6709 15779.6365 11.4007242 22.5146558 29137.999 29226.699
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14430.6078 14469.4551 10.7499986 22.4636018 28015.761 28092.876
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15807.6562 15847.0011 11.6121926 22.7513508 29216.916 29294.528
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 14526.6563 14565.5036 11.0251779 22.8524621 28145.594 28222.709
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 8122.4485 8153.0288 6.9450917 14.3842267 15068.051 15128.150
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8124.3750 8160.0520 6.9448803 14.3750635 15069.541 15139.656
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 8162.2098 8192.7901 7.0603363 14.4255331 15087.595 15147.694
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 8025.5630 8061.2401 6.6665718 14.0006932 14944.391 15014.506
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 7575.0212 7615.7950 5.5278304 12.0871475 15187.218 15268.379
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8019.6158 8060.3896 6.6446789 13.9780410 14940.234 15020.365
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8152.5914 8188.2685 7.0264651 14.3821604 15077.364 15147.479
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7553.0789 7588.7559 5.4823900 12.0757282 15175.185 15246.201
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8024.5034 8060.1805 6.6636488 14.1059019 14972.954 15043.069
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7505.8795 7546.6533 5.3718758 11.8071208 15074.116 15155.277
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8024.6711 8065.4449 6.6585970 14.0938581 14973.220 15053.351
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 7528.1322 7563.8092 5.4260721 11.8811541 15101.454 15172.470
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7525.1399 7565.9137 5.4148716 11.9066770 15113.521 15194.682
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7554.2626 7589.9396 5.4850767 11.9932149 15146.428 15217.444
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 8105.3994 8141.0764 6.8905480 14.2766499 15038.522 15108.636
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + oxygen + phosphate + silicate 8165.0208 8200.6979 7.0627067 14.4480220 15097.927 15168.042
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7509.4924 7545.1694 5.3843703 11.8278761 15078.682 15149.698
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 7527.7987 7558.3791 5.4298163 11.9011835 15104.921 15165.792
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7531.6639 7567.3410 5.4340099 11.9281486 15118.872 15189.888
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 7555.0836 7585.6639 5.4914850 12.0064008 15147.645 15208.516
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4057.7796 4094.3355 4.1181706 8.1048459 8046.868 8119.935
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4156.6920 4188.6783 4.4201563 8.4466561 8157.875 8221.809
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4127.6830 4159.6694 4.3311459 8.3906075 8140.427 8204.361
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6506.5097 6540.9751 5.9073315 11.5049666 11967.494 12035.315
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4047.9499 4084.5058 4.0898808 7.9838274 8003.667 8076.734
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6493.4863 6532.8754 5.8638173 11.4486743 11952.508 12030.017
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4155.2379 4187.2243 4.4156515 8.3622288 8127.992 8191.926
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 6491.5755 6526.0409 5.8640746 11.4606989 11952.247 12020.067
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 6491.6278 6521.1696 5.8700003 11.3588913 11916.595 11974.727
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6493.2929 6527.7583 5.8690329 11.3510063 11918.073 11985.894
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4101.5995 4138.1554 4.2466833 8.0486302 8023.412 8096.479
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6473.6658 6513.0549 5.8068985 11.2739687 11895.725 11973.235
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4200.8136 4232.8000 4.5590574 8.4185396 8141.924 8205.858
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6471.9923 6506.4577 5.8078317 11.2891608 11896.568 11964.389
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4052.7966 4084.7830 4.1095648 8.1722720 8066.674 8130.607
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 6491.6511 6521.1929 5.8700676 11.4989582 11960.291 12018.423
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4107.1722 4139.1585 4.2692948 8.0794855 8030.056 8093.990
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6471.6737 6506.1391 5.8069210 11.4348010 11942.002 12009.822
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 4202.1257 4229.5426 4.5696587 8.4573782 8151.573 8206.373
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 6470.1063 6499.6481 5.8081575 11.4503005 11942.823 12000.955
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6418.0919 6453.1388 4.3993879 9.5060000 12726.208 12795.829
obs Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 7857.0829 7892.5422 6.8891246 13.1510391 14163.206 14232.785
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6186.2010 6226.2546 3.9571994 9.0479388 12489.891 12569.459
obs Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 7850.6278 7891.1527 6.8642981 13.1260437 14158.699 14238.217
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate 6422.6699 6452.7101 4.4125139 9.5249954 12731.157 12790.832
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6206.2722 6241.3191 3.9969540 9.0987564 12512.443 12582.065
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6420.5278 6455.5747 4.4042441 9.5081109 12727.534 12797.155
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7853.2963 7888.7556 6.8779949 13.0607682 14134.821 14204.399
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6171.0522 6211.1058 3.9301425 9.0171706 12473.237 12552.805
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7847.2222 7887.7471 6.8543236 13.0370782 14130.741 14210.259
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6502.1787 6537.2256 4.5701599 9.7756609 12849.882 12919.503
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7856.9903 7892.4496 6.8888521 13.0120877 14119.801 14189.379
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6207.7629 6247.8164 3.9960321 9.1839790 12550.494 12630.061
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7852.7776 7893.3025 6.8706020 12.9928061 14117.262 14196.781
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 7868.0639 7898.4576 6.9274148 13.1135733 14148.647 14208.286
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6214.1062 6249.1530 4.0111604 9.4375900 12647.600 12717.222
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7868.0513 7903.5106 6.9214642 13.1075950 14150.626 14220.204
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 7880.8940 7911.2877 6.9654693 13.0957179 14143.918 14203.557
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6212.6143 6247.6611 4.0084510 9.3209708 12602.320 12671.942
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7882.3638 7917.8231 6.9638924 13.0919592 14146.700 14216.278
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 10727.0751 10764.9939 6.0504612 12.2115536 19882.907 19957.595
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 8483.0049 8514.7956 4.2493245 8.6301772 15984.531 16047.310
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 10738.3630 10776.2819 6.0710181 12.1271802 19845.685 19920.373
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 10728.5930 10771.9289 6.0495849 12.1052695 19837.692 19923.050
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8465.8194 8502.9086 4.2218341 8.5681827 15948.898 16022.140
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate 8496.9370 8523.4292 4.2722891 8.6579451 15999.297 16051.613
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 8498.8793 8530.6700 4.2722056 8.6498942 15998.537 16061.316
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8491.3638 8528.4529 4.2584753 8.6057913 15975.017 16048.260
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 8489.5309 8521.3216 4.2587161 8.6060385 15971.188 16033.967
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 8493.6528 8525.4435 4.2646586 8.6271036 15984.290 16047.069
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8492.5710 8529.6601 4.2602147 8.6226591 15985.208 16058.450
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10736.3863 10774.3051 6.0674131 12.0281775 19798.870 19873.558
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8480.1601 8522.5477 4.2394962 8.5808634 15962.273 16045.978
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10728.7117 10772.0476 6.0498007 12.0101685 19793.007 19878.365
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 8480.4265 8517.5157 4.2427480 8.5853398 15961.269 16034.511
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10742.6262 10780.5451 6.0788001 12.0307263 19800.919 19875.608
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10738.4382 10781.7740 6.0675078 12.0135121 19795.920 19881.278
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 10734.4091 10766.9110 6.0674547 12.2460640 19896.259 19960.277
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10728.4557 10766.3745 6.0529718 12.1944974 19875.305 19949.993
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10740.1300 10778.0489 6.0742423 12.2292380 19893.166 19967.854
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 11426.5592 11465.0706 5.6517278 11.0939640 21757.467 21833.868
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 11533.5607 11566.5705 5.8243977 11.1313516 21779.049 21844.535
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 12251.8177 12291.3556 4.4771920 8.5067658 21952.409 22030.106
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 11284.4612 11322.9726 5.4342927 10.6656918 21484.429 21560.830
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12233.3830 12278.5691 4.4554305 8.4841646 21935.257 22024.053
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 11270.5906 11314.6036 5.4105332 10.6390349 21470.722 21558.037
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11530.9207 11569.4321 5.8169410 11.1081776 21768.579 21844.980
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate 12287.5069 12321.3964 4.5176074 8.6973607 22112.120 22178.717
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 12260.7427 12300.2805 4.4867298 8.6653995 22086.463 22164.159
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 13127.1414 13161.0310 5.5189161 9.5537586 22830.233 22896.830
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12251.8273 12291.3651 4.4772022 8.4717634 21922.363 22000.060
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11321.7030 11360.2144 5.4904569 10.6383198 21468.325 21544.726
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12230.0701 12275.2562 4.4519125 8.4463441 21902.494 21991.290
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11320.3625 11364.3756 5.4853956 10.6262941 21464.498 21551.813
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 13125.2460 13164.7838 5.5137925 9.5485461 22830.262 22907.958
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12275.6509 12315.1888 4.5027070 8.5501346 21991.468 22069.165
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11347.7557 11386.2671 5.5300917 10.6641551 21485.482 21561.883
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12263.2395 12308.4256 4.4872613 8.5340352 21980.500 22069.296
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11348.3780 11392.3911 5.5279887 10.6459250 21477.678 21564.993
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11455.3156 11493.8270 5.6967775 11.1220217 21775.860 21852.261
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate 17080.1330 17110.0468 4.4551175 7.9383956 31384.783 31444.165
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 16943.9918 16979.8884 4.3513227 7.7777244 31162.399 31233.657
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 16801.2712 16837.1677 4.2466261 7.2325490 30282.133 30353.391
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 12619.2457 12658.3142 6.0197492 11.4325235 23472.904 23550.220
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12617.7559 12662.4055 6.0143951 11.3688713 23435.643 23524.005
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 16622.5133 16664.3926 4.1176341 6.9585999 29838.636 29921.770
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 17493.5150 17529.4116 4.7791139 8.1489395 31622.680 31693.938
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 17129.6144 17165.5110 4.4913624 7.7008554 30997.491 31068.749
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12587.0475 12626.1160 5.9705315 11.3091373 23392.581 23469.897
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12588.2364 12632.8860 5.9692968 11.2545441 23360.733 23449.094
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 16953.5007 16995.3800 4.3569020 7.4029417 30543.206 30626.340
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12715.1327 12754.2011 6.1687367 11.4671331 23494.296 23571.612
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 17402.5721 17438.4686 4.7055181 8.1602109 31665.054 31736.312
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12575.1599 12614.2284 5.9524622 11.2668096 23364.808 23442.124
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12575.3150 12619.9647 5.9496628 11.1923070 23319.582 23407.943
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17215.5057 17257.3851 4.5561228 7.8200571 31175.539 31258.673
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12708.8881 12747.9566 6.1589228 11.4175183 23461.751 23539.067
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12645.3736 12684.4421 6.0599859 11.4471536 23482.492 23559.808
mod Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 17399.1852 17435.0818 4.7027993 8.4444025 32089.292 32160.550
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12635.2612 12674.3296 6.0443810 11.3993809 23451.490 23528.806
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 6346.8984 6377.1363 3.8848740 6.2248905 11142.154 11202.154
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 6257.8498 6283.0481 3.7394735 5.9302093 10912.145 10962.145
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 6072.1957 6102.4336 3.4442718 5.4789485 10572.708 10632.708
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6920.6783 6960.4442 6.1885108 10.8618126 13491.899 13571.740
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6972.5717 7007.3668 6.3470907 11.0249367 13543.944 13613.805
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6922.2719 6957.0670 6.1989605 10.9339387 13520.521 13590.382
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6427.8764 6458.1144 4.0252060 6.2728654 11138.246 11198.246
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6970.8194 7000.6438 6.3478288 11.0836925 13567.483 13627.364
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 6929.1361 6963.9312 6.2189695 10.8946800 13499.498 13569.359
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6403.5351 6438.8128 3.9790100 6.2719296 11157.931 11227.931
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 6375.9375 6406.1755 3.9346261 6.2719427 11168.759 11228.759
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6923.1540 6962.9198 6.1957077 10.8936683 13506.026 13585.867
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6182.7414 6218.0190 3.6120611 5.6237078 10661.258 10731.258
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6972.7940 7007.5891 6.3477532 11.0488297 13555.134 13624.995
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6914.1082 6953.8741 6.1694515 10.8449959 13486.391 13566.232
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6216.1221 6251.3998 3.6652861 5.7461295 10765.931 10835.931
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6965.5099 7000.3050 6.3260822 11.0044815 13537.144 13607.005
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 6183.9989 6214.2368 3.6172209 5.8134221 10845.546 10905.546
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6941.0637 6975.8588 6.2538925 10.9989132 13544.004 13613.865
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 6217.2843 6247.5222 3.6703686 5.9367974 10945.184 11005.184
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 5950.4560 5980.8085 3.1084928 6.2355104 11658.831 11719.272
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5937.2170 5972.6283 3.0881938 6.1966481 11634.338 11704.853
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 5990.0837 6020.4363 3.1619055 6.2265241 11653.590 11714.031
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 11088.0404 11131.8928 5.4736523 9.4872010 21484.679 21572.706
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 5868.6784 5904.0897 2.9985239 5.9571608 11455.842 11526.357
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11127.0299 11165.4008 5.5372192 9.5619705 21531.970 21608.994
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 6075.7196 6106.0721 3.2804862 6.3249594 11724.545 11784.986
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 11300.1256 11338.4965 5.8139011 10.0330139 21879.376 21956.400
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 11319.6968 11352.5861 5.8493361 10.0787842 21905.990 21972.010
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 5985.9350 6021.3463 3.1535581 6.2832613 11698.221 11768.736
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 6050.8755 6081.2281 3.2456337 6.3443881 11739.039 11799.481
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11115.4812 11159.3336 5.5161264 9.5009145 21485.539 21573.567
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 5916.4110 5951.8223 3.0606932 6.0435482 11521.721 11592.236
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 11154.0523 11192.4232 5.5795291 9.5762777 21533.188 21610.212
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6011.0165 6046.4278 3.1877472 6.3384028 11738.155 11808.670
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11109.1249 11152.9774 5.5062587 9.4928631 21480.867 21568.895
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5938.8282 5974.2395 3.0903338 6.0912896 11557.605 11628.120
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11146.6776 11185.0485 5.5679502 9.5663547 21527.344 21604.368
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 11201.2460 11239.6169 5.6541984 9.7640582 21683.528 21760.552
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 11284.7389 11317.6283 5.7920187 9.9040009 21766.929 21832.950
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 7047.5014 7078.7619 3.2577118 6.6923779 14333.639 14396.239
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12692.9745 12738.3229 4.6784712 9.0004154 25288.832 25379.685
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7037.8666 7074.3371 3.2437348 6.6778031 14325.527 14398.560
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12705.2421 12744.9220 4.6940932 9.0260636 25309.212 25388.708
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 12836.1078 12875.7877 4.8398370 9.2688092 25536.719 25616.215
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 12882.9213 12916.9326 4.8953514 9.3348352 25591.877 25660.017
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7003.0427 7034.3032 3.2046259 6.5623324 14227.042 14289.642
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12743.1715 12788.5200 4.7336646 9.0941620 25377.785 25468.638
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6973.7932 7010.2637 3.1678310 6.5229047 14197.642 14270.675
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 12759.4704 12799.1504 4.7539465 9.1276209 25405.252 25484.748
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 6984.5848 7015.8453 3.1828412 6.5044003 14178.905 14241.505
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12730.6119 12775.9604 4.7197942 9.0693068 25354.218 25445.071
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6944.0104 6980.4809 3.1331563 6.4480586 14134.830 14207.863
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12748.2089 12787.8888 4.7414544 9.1036104 25382.482 25461.978
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 12852.0406 12891.7206 4.8578875 9.3272752 25592.294 25671.789
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 12850.2188 12884.2301 4.8580897 9.3330075 25593.868 25662.007
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate 7098.6491 7124.6995 3.3223279 6.7504397 14377.549 14429.716
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 7060.1919 7091.4524 3.2730255 6.6904803 14332.554 14395.155
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 7092.4765 7118.5269 3.3147581 6.7226643 14355.167 14407.334
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 7042.7742 7074.0346 3.2520257 6.6411658 14292.324 14354.924
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 3177.4164 3202.2888 1.0645446 1.8641729 5661.750 5711.333
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 3169.4659 3199.3128 1.0596017 1.8097287 5523.517 5583.017
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 3173.5438 3203.3906 1.0616246 1.8545584 5642.474 5701.974
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8821.8028 8859.0973 4.3691033 9.2401923 17686.454 17760.818
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 8842.1027 8874.0694 4.4012283 9.2868376 17713.528 17777.269
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 8761.1591 8798.4536 4.2829217 9.1616202 17630.412 17704.776
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 8776.3273 8808.2940 4.3071456 9.1982062 17651.040 17714.781
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3223.9995 3253.8463 1.0869764 1.8998764 5744.408 5803.907
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8810.6483 8853.2706 4.3502632 9.1869243 17656.389 17741.377
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 3222.1518 3256.9731 1.0850219 1.8599556 5645.551 5714.967
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8826.3684 8863.6629 4.3756613 9.2267890 17678.914 17753.278
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 3239.4415 3269.2884 1.0948556 1.9190157 5788.326 5847.826
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8850.9561 8882.9228 4.4140477 9.2264837 17677.895 17741.636
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8843.0049 8880.2993 4.3996412 9.2087914 17669.930 17744.294
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8760.0596 8802.6819 4.2785630 9.0293691 17553.001 17637.989
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3238.3411 3273.1624 1.0932691 1.8827464 5700.229 5769.645
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8777.1361 8814.4306 4.3054605 9.0702065 17576.715 17651.079
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3222.5329 3247.4053 1.0872476 1.9014889 5744.354 5793.937
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 3220.1518 3249.9987 1.0850219 1.8622875 5647.770 5707.270
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 3236.3686 3266.2154 1.0932831 1.8867112 5706.589 5766.089
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 4283.4023 4316.9018 0.7174387 1.4477914 8387.251 8453.895
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 4460.6154 4494.1149 0.7505302 1.4845466 8582.998 8649.642
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 4654.7190 4688.2185 0.7885298 1.5807140 9059.578 9126.222
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4256.9059 4295.9886 0.7122554 1.4425733 8362.578 8440.329
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 4340.0893 4379.1721 0.7274919 1.4713142 8513.627 8591.378
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10419.9574 10464.0277 4.1913525 8.3299927 19215.091 19301.909
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 10418.9965 10457.5580 4.1925466 8.3361580 19215.842 19291.807
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4370.5376 4409.6203 0.7331501 1.4866067 8591.743 8669.494
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 10347.0203 10380.0731 4.1128913 8.1760485 19081.240 19146.353
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10348.8586 10387.4201 4.1127089 8.1735499 19083.315 19159.280
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10342.7664 10386.8367 4.1035959 8.1604626 19076.195 19163.013
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10341.1270 10379.6885 4.1040016 8.1646640 19075.447 19151.413
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 4354.7454 4388.2449 0.7305817 1.4745546 8527.034 8593.677
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 4562.1725 4595.6720 0.7701778 1.5226562 8776.566 8843.210
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 4385.9208 4419.4203 0.7364002 1.4900028 8605.844 8672.488
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 10388.1127 10415.6567 4.1617633 8.2371032 19129.589 19183.850
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 4600.9795 4634.4790 0.7778207 1.5422356 8873.668 8940.312
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 10389.9718 10423.0246 4.1616026 8.2352506 19132.164 19197.277
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10368.2311 10406.7926 4.1346073 8.2015027 19107.294 19183.259
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 10366.7253 10399.7780 4.1351674 8.2056418 19106.508 19171.621
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 649.8588 678.5724 0.3469529 0.9093639 1700.948 1756.201
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + silicate 1062.2752 1090.9888 0.4379885 1.0485613 2214.591 2269.844
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 1037.7314 1066.4449 0.4319570 0.9265470 1930.504 1985.757
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate 934.4336 963.1471 0.4074693 1.0874352 2219.368 2274.621
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 1064.9391 1093.6526 0.4386481 0.9361298 1964.893 2020.146
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 4026.1667 4053.8551 3.5662754 7.9114750 7757.924 7812.418
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4027.1109 4059.4140 3.5637526 7.9071192 7760.325 7823.902
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3947.6585 3984.5763 3.3744127 7.7177253 7682.856 7755.516
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 3947.2763 3979.5793 3.3780736 7.7232710 7681.033 7744.610
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 1076.7576 1105.4712 0.4415869 0.9414898 1982.693 2037.946
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 4016.3741 4044.0624 3.5429450 7.8169919 7726.866 7781.360
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4016.5584 4048.8615 3.5386361 7.8116840 7728.749 7792.326
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3924.8771 3961.7949 3.3232801 7.5958232 7638.915 7711.575
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3924.3328 3956.6359 3.3265242 7.6002563 7636.730 7700.306
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 668.6445 697.3580 0.3506548 0.9177445 1729.940 1785.193
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + silicate 1077.1399 1105.8535 0.4416822 1.0601441 2245.272 2300.525
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 674.2370 702.9505 0.3517645 0.9216246 1741.536 1796.789
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3940.3041 3972.6072 3.3623246 7.9463003 7742.963 7806.540
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 1079.2947 1108.0082 0.4422203 1.0645304 2255.069 2310.322
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 3939.7165 3967.4049 3.3655091 7.9495116 7740.383 7794.877
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3278.8328 3318.6584 0.5107693 1.0162784 5869.982 5948.075
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3239.0044 3278.8300 0.5061353 1.0069490 5797.511 5875.604
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 7700.2329 7737.5182 3.0326219 6.4592383 14918.324 14992.111
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 7687.0831 7729.6948 3.0175464 6.4430156 14906.264 14990.592
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3308.8057 3348.6313 0.5142846 1.0100973 5832.206 5910.299
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7685.1771 7722.4624 3.0176398 6.4431314 14902.376 14976.163
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3439.5553 3473.6915 0.5301470 1.0401254 6059.495 6126.432
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3268.8811 3308.7067 0.5096075 1.0149884 5859.143 5937.236
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 7700.2740 7732.2328 3.0346587 6.4564248 14912.515 14975.761
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3226.8786 3266.7042 0.5047328 1.0054921 5785.004 5863.098
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7700.4401 7737.7253 3.0328285 6.4544941 14914.601 14988.388
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7679.8095 7722.4213 3.0103352 6.4309281 14895.119 14979.446
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 3291.0491 3330.8747 0.5121992 1.0078602 5813.380 5891.473
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 7677.8218 7715.1071 3.0103474 6.4309455 14891.135 14964.922
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3285.6087 3325.4343 0.5115619 1.0173100 5878.411 5956.504
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3245.0036 3284.8292 0.5068306 1.0077816 5804.469 5882.562
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7735.7570 7773.0422 3.0682676 6.4566398 14923.342 14997.129
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7689.5889 7732.2006 3.0200347 6.4083028 14879.091 14963.418
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3311.7365 3351.5621 0.5146297 1.0106536 5836.627 5914.720
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7687.6836 7724.9689 3.0201289 6.4084180 14875.202 14948.989
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8071.1828 8112.1528 6.2611653 12.9376873 19705.193 19789.906
obs Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8365.7292 8406.4764 7.7566998 16.4978872 20771.174 20855.554
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8072.3707 8108.2195 6.2692319 12.9461857 19704.607 19778.732
obs Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8367.9845 8403.6384 7.7704195 16.5130602 20772.003 20845.836
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 8234.9216 8265.6491 6.7000313 13.5368844 19948.035 20011.571
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 8391.8298 8422.3903 7.8542693 16.7311203 20846.469 20909.754
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8219.4470 8255.2958 6.6529116 13.4378193 19907.852 19981.976
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8374.4041 8410.0580 7.7911626 16.6471311 20822.908 20896.741
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8102.9832 8143.9532 6.3420989 12.8871067 19667.322 19752.036
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8265.6720 8306.4192 7.4409981 16.0347957 20612.380 20696.761
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 8115.7622 8151.6110 6.3800674 12.9273808 19679.335 19753.459
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 8266.0494 8301.7032 7.4483480 16.0464231 20612.477 20686.309
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 8370.6565 8401.2169 7.7855100 16.6492002 20820.171 20883.456
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8230.7685 8266.6172 6.6834016 13.4654512 19917.698 19991.822
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8354.9378 8390.5917 7.7284326 16.5709404 20798.188 20872.021
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8116.3098 8157.2798 6.3763261 12.9176123 19678.657 19763.371
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8253.6959 8294.4432 7.4040825 15.9859396 20595.602 20679.982
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8133.2798 8169.1285 6.4253661 12.9693207 19695.055 19769.180
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8253.4762 8289.1300 7.4095585 15.9956570 20595.089 20668.922
mod Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 8236.6601 8272.5088 6.6993236 13.3443848 19852.129 19926.254
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 2976.5344 3001.8817 4.5550842 9.1683053 8100.132 8154.070
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2957.0830 2986.6549 4.4593591 8.9308361 8028.567 8091.494
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2292.1801 2325.9607 2.3144605 4.5873199 6362.539 6434.783
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2920.4804 2954.2768 4.2921363 8.7274514 7979.884 8051.801
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2292.8088 2322.3668 2.3205041 4.5980767 6364.917 6428.131
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2919.1100 2948.6819 4.2948131 8.8891428 8037.592 8100.519
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2692.6510 2717.9865 3.4571256 6.6189536 7356.512 7410.695
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2934.1149 2959.4623 4.3677349 8.8436283 8005.310 8059.248
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2694.3674 2723.9254 3.4561529 6.5448163 7317.853 7381.066
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2928.4576 2958.0295 4.3347462 8.6711649 7946.760 8009.687
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2252.1707 2285.9513 2.2243947 4.4897322 6316.530 6388.774
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2885.3921 2919.1886 4.1455843 8.4570171 7895.674 7967.591
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2252.6994 2282.2574 2.2299818 4.4992264 6318.177 6381.391
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2884.2130 2913.7849 4.1489551 8.6102760 7951.754 8014.681
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2314.6153 2344.1733 2.3712516 4.9581173 6617.203 6680.417
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2979.9019 3009.4738 4.5612559 9.3747345 8179.184 8242.111
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2318.4449 2343.7804 2.3850052 4.9805467 6625.093 6679.276
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2272.2853 2301.8434 2.2737351 4.8178527 6544.713 6607.926
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2934.9148 2964.4867 4.3625482 9.0405387 8084.688 8147.616
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2275.7341 2301.0695 2.2860591 4.8393331 6552.664 6606.847
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2105.4860 2134.3587 2.3853344 4.2961036 5491.923 5553.727
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3168.2126 3198.5456 3.9841183 7.5967509 9059.351 9124.622
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2107.1613 2140.1587 2.3844872 3.7791700 4981.781 5052.414
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3070.2750 3104.9413 3.6457478 7.2451826 8955.456 9030.052
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2105.2726 2134.1454 2.3847777 3.7801412 4978.689 5040.493
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3079.7573 3110.0902 3.6831150 7.2837357 8963.655 9028.926
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3119.1143 3145.1139 3.8209076 7.3321552 8946.369 9002.315
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2050.0467 2078.9194 2.2449509 4.2864460 5544.484 5606.288
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3118.6524 3148.9854 3.8125628 7.3225025 8947.097 9012.368
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2049.1816 2082.1790 2.2379247 3.6027726 4888.511 4959.144
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3026.6409 3061.3071 3.5071720 7.0000089 8846.466 8921.062
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2047.4496 2076.3224 2.2385812 3.6050401 4886.705 4948.508
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3048.5671 3078.9001 3.5824929 7.0773545 8867.652 8932.923
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2116.5111 2145.3839 2.4142817 4.0387659 5238.049 5299.853
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3084.0175 3114.3505 3.6970767 7.4784195 9074.382 9139.653
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 2114.5512 2139.2993 2.4143876 4.0662292 5261.345 5314.319
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 3141.3885 3167.3882 3.8972443 7.5828671 9074.012 9129.959
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2056.8672 2085.7400 2.2617661 3.8279541 5118.763 5180.567
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3049.6913 3080.0242 3.5860713 7.2379908 8964.343 9029.615
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2055.2787 2080.0268 2.2627844 3.8601690 5147.362 5200.337
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 3139.2290 3166.1000 2.6722666 5.4046687 8799.428 8856.662
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3140.8477 3172.1972 2.6714841 5.3627201 8767.676 8834.449
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3142.3665 3178.1946 2.6704971 5.0693873 8503.258 8579.570
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4550.1051 4587.6814 3.9744714 8.3292334 13340.778 13420.956
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3140.8653 3172.2149 2.6715203 5.1544406 8579.977 8646.749
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 4548.2207 4581.1000 3.9747552 8.3596122 13357.803 13427.958
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3141.0093 3167.8804 2.6759232 5.3541435 8754.541 8811.775
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4562.9084 4591.0906 4.0159107 8.3613148 13343.050 13403.183
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3142.5541 3173.9037 2.6749878 5.3048877 8715.665 8782.438
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4564.7278 4597.6070 4.0154632 8.3496478 13339.021 13409.176
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3143.8954 3179.7235 2.6736348 5.0446111 8477.515 8553.827
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4558.9463 4596.5226 3.9962216 8.3093826 13320.477 13400.654
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3142.5105 3173.8601 2.6748981 5.1334216 8558.614 8625.387
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4557.9289 4590.8081 3.9986461 8.3350097 13333.748 13403.903
mod Indian (26.75,27] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3193.7270 3225.0766 2.7822171 5.4682206 8816.021 8882.794
mod Indian (26.75,27] cstar_tref ~ sal + temp + phosphate + silicate 3193.1862 3220.0572 2.7853368 5.5098148 8846.618 8903.852
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4551.3712 4584.2504 3.9824925 8.3419462 13343.313 13413.469
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4566.6731 4594.8553 4.0252543 8.3621858 13340.890 13401.023
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4560.9727 4593.8519 4.0061663 8.3211239 13321.768 13391.923
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 4564.4708 4592.6530 4.0197858 8.3565748 13338.588 13398.721
obs Indian (27,27.25] cstar_tref ~ aou + oxygen + phosphate 4376.4533 4399.6853 4.1223391 9.2903649 10356.240 10403.885
obs Indian (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate 4368.8262 4396.7045 4.0966492 9.1758894 10316.822 10373.995
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 3898.8984 3927.0954 2.6497672 5.3626000 9856.551 9915.437
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3894.6046 3927.5011 2.6395180 5.3263686 9830.583 9899.283
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4443.2662 4475.7910 4.2939557 9.2308050 10337.815 10404.516
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 3965.2425 3998.1390 2.7568605 5.4823787 9936.371 10005.071
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3824.1962 3857.0927 2.5275270 5.2403576 9783.847 9852.547
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4404.3538 4436.8785 4.1868159 9.3138028 10372.594 10439.296
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3752.7823 3790.3783 2.4158128 5.0965378 9685.146 9763.660
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4406.0417 4443.2128 4.1859677 9.1130155 10298.715 10374.945
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 3885.9419 3918.8384 2.6254758 5.4317165 9928.871 9997.571
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4404.1305 4436.6552 4.1862089 9.2783290 10359.064 10425.766
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3838.1750 3871.0715 2.5493770 5.2749897 9809.389 9878.089
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3776.5146 3814.1106 2.4513754 5.1520974 9727.160 9805.675
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4451.2020 4488.3731 4.3105382 9.2634484 10354.084 10430.315
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 3885.9280 3914.1250 2.6286887 5.3924445 9889.330 9948.215
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3871.2571 3904.1536 2.6018424 5.3570861 9869.070 9937.770
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4406.3778 4438.9025 4.1923224 9.1203809 10297.451 10364.153
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 4407.6461 4435.5245 4.2012291 9.3094651 10366.742 10423.915
obs Indian (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4449.4424 4481.9672 4.3112113 9.2644700 10350.462 10417.163
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 5702.3550 5731.8493 4.0700618 8.3451186 12985.590 13045.946
obs Indian (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 5728.8085 5758.3029 4.1238202 8.4142048 13021.106 13081.462
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4809.3816 4844.0641 2.3843686 4.7199285 11429.974 11501.645
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5703.8937 5738.3038 4.0691307 8.2271365 12918.836 12989.252
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 4783.2781 4813.0059 2.3571060 4.7071202 11419.849 11481.281
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4780.8671 4815.5496 2.3521508 4.6816508 11393.889 11465.560
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5730.8080 5765.2181 4.1238193 8.3176145 12967.451 13037.866
mod Indian (27.25,27.5] cstar_tref ~ sal + phosphate + nitrate + silicate 4807.9880 4837.7158 2.3850586 4.7300435 11438.316 11499.749
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4707.8280 4742.5104 2.2715972 4.6211637 11345.843 11417.515
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4709.8149 4749.4520 2.2715831 4.6070157 11332.248 11414.158
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5705.8714 5745.1972 4.0690857 8.2188422 12917.786 12998.260
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 5704.8929 5739.3029 4.0711479 8.5684364 13118.443 13188.858
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 4715.8892 4745.6170 2.2825276 4.6321742 11352.004 11413.437
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4711.4918 4746.1743 2.2755715 4.6223369 11346.031 11417.703
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4713.3061 4752.9433 2.2753699 4.5948586 11315.777 11397.688
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5720.1485 5759.4743 4.0980047 8.2711421 12946.289 13026.763
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4713.7778 4748.4602 2.2780546 4.6223492 11345.248 11416.919
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 5816.8217 5851.2318 4.3035715 8.5377132 13077.707 13148.123
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5704.2891 5738.6992 4.0699288 8.3212730 12975.441 13045.856
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5719.4910 5753.9010 4.1007345 8.3911128 13013.785 13084.200
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5486.1910 5522.7694 1.7725113 3.6139852 12485.747 12560.480
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6232.1658 6267.3570 3.8182275 7.4058626 14416.354 14488.807
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 5654.8450 5686.1979 1.8860761 3.8268592 12833.193 12897.249
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5597.4698 5634.0482 1.8457613 3.7859698 12776.798 12851.531
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 6262.6566 6297.8478 3.8702293 7.4620992 14450.419 14522.873
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 6272.2424 6302.4063 3.8901739 7.4839176 14459.585 14521.688
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5473.6318 5515.4357 1.7631452 3.5607289 12392.156 12477.566
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6179.3145 6219.5330 3.7264321 7.2308407 14294.384 14377.188
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 5571.3850 5607.9634 1.8283237 3.6564998 12545.995 12620.728
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 6188.2299 6223.4211 3.7445218 7.5064178 14516.131 14588.584
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5455.1116 5496.9154 1.7513023 3.5428836 12362.123 12447.533
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6198.6698 6238.8883 3.7585690 7.2789376 14327.508 14410.312
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5545.0272 5581.6055 1.8108709 3.6249286 12492.952 12567.685
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6204.9605 6240.1517 3.7724193 7.5410855 14538.309 14610.763
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 6273.0734 6308.2646 3.8881567 7.4468606 14432.728 14505.182
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5661.5497 5698.1281 1.8893079 3.8290559 12840.061 12914.794
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6197.5626 6232.7538 3.7600581 7.5291414 14531.247 14603.700
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5652.9097 5689.4881 1.8833770 3.8146311 12816.316 12891.049
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6222.3087 6257.4999 3.8015663 7.6107735 14588.078 14660.532
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 5671.4922 5702.8451 1.8975365 3.8333018 12840.929 12904.986
mod Indian (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 2581.2669 2603.4236 1.9180800 4.2210831 6155.754 6201.277
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 2403.7827 2430.3707 1.6599914 3.9219126 5951.795 6006.423
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 2599.9933 2626.5813 1.9440860 4.1736198 6125.190 6179.818
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 2344.8660 2371.4540 1.5830850 3.7069042 5793.214 5847.842
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 2605.7336 2636.7529 1.9499495 4.0921126 6069.687 6133.420
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3090.1383 3120.7873 3.2949281 6.6200328 7150.097 7213.289
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3017.4827 3052.5101 3.0925916 6.2674605 7008.055 7080.274
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 2342.1798 2373.1991 1.5771230 3.5601205 5683.993 5747.725
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 3038.1557 3068.8047 3.1526912 6.6206216 7163.050 7226.242
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2592.9804 2623.9998 1.9300294 4.0635937 6050.571 6114.304
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3100.8465 3131.4954 3.3250158 6.6565445 7163.785 7226.977
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3023.2448 3058.2722 3.1077558 6.2849169 7014.931 7087.151
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2339.8156 2370.8350 1.5741239 3.5506269 5676.439 5740.171
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3038.5695 3069.2185 3.1537988 6.6000481 7153.781 7216.973
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3018.5541 3049.2031 3.1006655 6.4079261 7070.205 7133.397
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 2583.0135 2609.6015 1.9176887 4.1552746 6113.913 6168.541
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 3038.3271 3064.5977 3.1585080 6.6380301 7166.374 7220.538
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3026.0135 3056.6625 3.1203618 6.4335253 7080.418 7143.609
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 2585.2422 2611.8302 1.9211330 4.1569930 6114.921 6169.549
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 3036.7874 3063.0579 3.1543823 6.6157850 7156.773 7210.937
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 2811.1618 2838.7036 1.6546056 3.6528855 6555.808 6612.057
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 3006.5078 3034.0496 1.8921787 3.6752279 6549.670 6605.918
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2939.4967 2971.6288 1.8045859 3.4633620 6356.929 6422.553
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4127.9739 4156.3385 2.8454366 6.0350300 9416.264 9474.212
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4129.4116 4162.5036 2.8444787 6.0154149 9407.699 9475.304
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4113.1400 4150.9594 2.8135265 5.8306760 9291.712 9368.975
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 2788.7613 2820.8934 1.6271079 3.2725997 6191.978 6257.601
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 4114.0278 4147.1199 2.8183961 5.8555289 9304.106 9371.711
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 2976.8493 3004.3911 1.8540252 3.5147114 6394.317 6450.565
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 3069.7893 3097.3311 1.9762310 3.6350865 6485.307 6541.555
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 3000.4291 3027.9709 1.8842954 3.6696586 6545.884 6602.132
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2932.4093 2964.5414 1.7958231 3.4544255 6349.657 6415.280
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4132.7623 4170.5817 2.8467801 5.8706185 9315.865 9393.128
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2784.3269 2816.4590 1.6221598 3.2666315 6186.447 6252.071
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4132.8036 4165.8956 2.8502620 5.8864811 9322.266 9389.872
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 2971.5646 2999.1064 1.8473081 3.5074250 6388.426 6444.675
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4116.3352 4149.4272 2.8222928 5.8458473 9297.246 9364.851
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 4114.4190 4142.7836 2.8224344 5.8595743 9302.502 9360.449
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4138.5505 4171.6426 2.8600875 5.8896822 9323.544 9391.150
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 4136.7855 4165.1501 2.8604899 5.8968697 9324.356 9382.304
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 3154.9968 3184.6902 1.0933182 2.0687520 6540.635 6600.919
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 3155.6570 3190.2992 1.0926155 2.0658723 6537.888 6608.219
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6426.1337 6457.2096 2.7884118 5.6386637 13393.229 13455.813
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6373.3428 6409.5979 2.7307915 5.5805483 13341.948 13414.963
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6357.4122 6398.8467 2.7121948 5.5431088 13309.310 13392.755
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6418.7444 6454.9996 2.7784520 5.6105457 13369.817 13442.832
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 3155.7153 3185.4087 1.0936953 2.1573045 6750.783 6811.067
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 3154.5990 3184.2923 1.0931095 2.0700319 6543.928 6604.212
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3155.1286 3189.7709 1.0923386 2.0669375 6540.695 6611.026
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6431.1170 6472.5514 2.7894568 5.6784428 13440.277 13523.722
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 2995.0239 3024.7173 1.0125328 2.1051158 6655.133 6715.417
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate 3165.1257 3189.8701 1.0996999 2.0829039 6567.965 6618.202
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 3156.3914 3186.0848 1.0940501 2.0755201 6556.959 6617.243
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 6426.3285 6452.2250 2.7907450 5.6606983 13410.849 13463.002
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 6408.3319 6439.4077 2.7695585 5.6322464 13387.705 13450.288
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6410.0646 6446.3198 2.7692765 5.6002213 13359.993 13433.007
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 6425.3011 6456.3770 2.7875272 5.6197066 13374.459 13437.043
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 3163.7227 3188.4672 1.0989598 2.0829897 6568.594 6618.831
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 3155.4457 3185.1391 1.0935538 2.0761702 6558.839 6619.123
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6477.7313 6513.9865 2.8416183 5.7317280 13485.988 13559.003
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4617.2758 4651.1746 2.8220173 5.7138787 9191.058 9258.720
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 4649.9488 4679.0049 2.8747167 5.7754250 9227.345 9285.341
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1292.0058 1319.2519 0.6093189 1.0725270 2442.983 2498.888
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1213.8035 1245.5907 0.5750608 1.0377714 2364.895 2430.118
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4609.1079 4638.1640 2.8127444 5.7216430 9191.686 9249.682
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4588.1389 4622.0377 2.7784800 5.6871691 9172.585 9240.247
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4569.5468 4608.2883 2.7481163 5.5734427 9102.547 9179.874
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4605.5915 4639.4903 2.8044769 5.6366570 9141.045 9208.706
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1292.4323 1319.6785 0.6095065 1.0730353 2444.623 2500.529
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1214.7317 1246.5189 0.5754461 1.0384597 2366.972 2432.195
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4608.9674 4647.7088 2.8065366 5.7005626 9186.125 9263.452
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4638.8981 4672.7969 2.8547663 5.7610433 9221.819 9289.481
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 1339.8258 1362.5309 0.6316194 1.0953882 2490.925 2537.512
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 1341.0882 1368.3344 0.6312834 1.0950124 2494.036 2549.942
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1263.2941 1290.5403 0.5968264 1.0605879 2416.365 2472.270
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4655.5540 4689.4528 2.8802523 5.7324229 9203.935 9271.596
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4659.5869 4688.6430 2.8895396 5.7428408 9206.696 9264.692
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 1340.1106 1362.8158 0.6317492 1.0956997 2491.896 2538.484
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 1341.3748 1368.6210 0.6314139 1.0953518 2495.113 2551.018
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 1263.7478 1290.9940 0.5970218 1.0609570 2417.476 2473.381
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 12680.5437 12709.8696 2.7539263 5.6789020 25899.335 25958.072
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 12499.3444 12534.5355 2.6587727 5.5046058 25574.755 25645.240
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 7089.6853 7125.5961 0.8073314 1.5726897 13481.147 13552.617
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7065.3811 7107.2771 0.8037242 1.5663484 13439.017 13522.399
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 12490.5052 12525.6963 2.6542657 5.5557042 25668.475 25738.960
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6998.5424 7046.4235 0.7943601 1.5477005 13306.323 13401.616
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 12719.0823 12754.2734 2.7733079 5.8640493 26232.035 26302.520
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6996.7827 7038.6787 0.7943926 1.5480493 13304.888 13388.270
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 12686.2497 12727.3060 2.7548282 5.8228980 26162.182 26244.414
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 12684.7830 12719.9741 2.7551102 5.8300136 26170.507 26240.992
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 7223.1699 7265.0659 0.8256066 1.5845818 13570.234 13653.616
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 7062.0563 7103.9523 0.8032694 1.5657059 13434.328 13517.710
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 12676.0951 12711.2863 2.7505198 5.7627586 26052.693 26123.178
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12676.3358 12717.3921 2.7495911 5.7532679 26039.847 26122.079
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6998.1297 7046.0108 0.7943043 1.5477091 13306.383 13401.677
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12644.0940 12691.0155 2.7315792 5.7303205 26000.889 26094.869
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12645.7863 12686.8426 2.7335157 5.7362277 26007.595 26089.827
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7073.9760 7115.8720 0.8049011 1.5675908 13448.087 13531.469
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7008.3010 7056.1822 0.7956809 1.5493000 13318.131 13413.425
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6998.9605 7040.8565 0.7946872 1.5845792 13567.221 13650.603
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 48965.0373 49012.1950 12.3169672 25.5918070 105230.585 105325.741
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 48720.4403 48774.3348 12.0755206 25.2497516 104881.129 104989.879
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 48116.4744 48170.5391 10.6053281 23.9057633 104210.741 104319.633
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 48966.6267 49013.7843 12.3185389 25.5010490 105134.140 105229.296
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate 47604.6058 47651.9125 10.1887597 23.0351574 103210.745 103306.026
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 48774.5584 48828.4529 12.1280997 25.0711466 104686.577 104795.327
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 47048.4865 47102.5513 9.7515048 22.3839454 102421.559 102530.451
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate 48584.7210 48645.3523 11.9427434 24.8425961 104451.786 104574.130
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate 46958.2967 47019.1195 9.6811071 22.1451522 102145.542 102268.046
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate 48740.9988 48794.8933 12.0954676 25.1990277 104826.138 104934.888
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate 47248.9323 47302.9971 9.9063402 22.4268211 102497.407 102606.299
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 47663.6567 47717.7215 10.2345458 23.3759612 103589.579 103698.471
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 47978.3049 48025.6116 10.4924374 23.6361789 103904.705 103999.985
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 48940.6579 48987.8156 12.2928834 25.6356893 105277.936 105373.093
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 47581.6392 47628.9459 10.1703858 23.4891651 103693.196 103788.477
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 48799.4438 48853.3383 12.1523543 25.4506980 105091.839 105200.589
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 47363.6278 47417.6925 9.9960407 22.8931516 103026.910 103135.802
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 47720.3962 47767.7029 10.2819022 23.1933871 103397.268 103492.549
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate 49054.5342 49108.4286 12.4037920 25.6614376 105303.877 105412.627
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + silicate 49130.3495 49177.5071 12.4815237 25.8233002 105466.544 105561.701
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 19990.9284 20033.5827 5.1183795 9.4721066 37523.932 37608.702
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 19944.3218 19993.0695 5.0805143 9.4319285 37476.104 37572.985
obs Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 18773.0493 18821.1109 5.4907984 11.5005698 36688.126 36783.646
obs Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 18862.8652 18904.9191 5.5753547 11.6226003 36810.578 36894.158
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 19222.5720 19258.6182 5.9213243 11.8027010 37013.316 37084.957
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18940.0543 18982.1082 5.6474474 11.4413650 36649.318 36732.898
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19655.1672 19703.9149 4.8609786 8.9648284 36831.865 36928.746
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18549.4046 18597.4662 5.2901637 11.0548553 36232.490 36328.011
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 19673.5826 19716.2368 4.8761624 8.9813715 36850.288 36935.059
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 18707.0455 18749.0994 5.4326148 11.2674361 36455.508 36539.088
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 19185.4428 19221.4890 5.8848437 11.6969178 36910.140 36981.780
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18885.6263 18927.6802 5.5965168 11.3121520 36519.092 36602.673
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19617.4033 19666.1510 4.8330163 8.8924482 36728.131 36825.012
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18557.9637 18606.0253 5.2977055 11.0007062 36181.099 36276.620
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19628.1430 19670.7973 4.8424314 8.9026260 36738.010 36822.781
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18729.7764 18771.8303 5.4532077 11.2386196 36430.854 36514.434
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 19809.6976 19852.3519 4.9786171 9.1095776 37024.310 37109.081
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 19840.3043 19876.8651 5.0034782 9.1374149 37057.283 37129.944
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 19778.9938 19821.6480 4.9553196 9.0518220 36942.829 37027.599
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 19800.7940 19837.3548 4.9733692 9.0722890 36966.205 37038.866
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 13189.2111 13223.0055 5.8897604 10.8594819 25665.186 25732.769
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12388.1068 12428.3581 3.4750116 6.7166510 22579.766 22659.086
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 12386.3404 12420.8415 3.4751864 6.7360809 22599.227 22667.216
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13039.8120 13079.2388 5.6776601 10.5564214 25441.607 25520.453
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12196.5614 12242.5629 3.3331619 6.4372768 22220.200 22310.851
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12899.8466 12944.9058 5.4857199 10.3387206 25281.808 25371.919
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12198.9859 12239.2372 3.3363390 6.4683405 22255.701 22335.021
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 13165.3934 13204.8202 5.8530391 10.9160776 25720.087 25798.934
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13057.2278 13096.6546 5.7016643 10.5925336 25469.244 25548.091
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12169.1947 12215.1961 3.3135776 6.4149797 22189.404 22280.055
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12950.0433 12995.1026 5.5528339 10.3992422 25326.399 25416.510
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12175.1979 12215.4492 3.3192930 6.4493190 22229.439 22308.759
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13220.9357 13260.3626 5.9323241 11.0002288 25779.591 25858.438
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 13219.3047 13253.0991 5.9328543 10.8965345 25690.263 25757.846
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12257.0665 12297.3178 3.3783273 6.4922923 22291.131 22370.451
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13034.9228 13074.3496 5.6709393 10.6163487 25492.673 25571.520
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 12255.7648 12290.2659 3.3788353 6.5150709 22315.779 22383.767
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12262.5572 12302.8085 3.3823239 6.5137326 22318.530 22397.850
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13130.7224 13170.1492 5.8040854 10.8157305 25643.341 25722.187
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 12261.7161 12296.2172 3.3831680 6.5320671 22337.534 22405.523
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 17458.5665 17494.8111 4.0168277 7.9987541 32006.222 32077.634
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 18570.0506 18605.9656 5.6874751 10.3647022 32786.095 32856.704
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 17459.3874 17501.6728 4.0160651 7.9951006 32005.273 32088.588
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16811.0900 16853.3754 3.6179475 7.5774496 31331.435 31414.750
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18488.6402 18530.5410 5.6073382 10.2834565 32705.548 32787.925
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 16778.1200 16826.4461 3.5976312 7.5430850 31282.018 31377.235
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18475.7526 18523.6392 5.5931540 10.2645697 32689.834 32783.980
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 18642.0646 18683.9654 5.7556248 10.5983923 33026.918 33109.296
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16508.0709 16550.3562 3.4456464 7.4523892 31089.971 31173.286
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18486.3220 18528.2228 5.6051272 10.3431731 32766.328 32848.705
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 16436.6598 16484.9859 3.4051538 7.3819708 30981.651 31076.868
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18466.4896 18514.3762 5.5843469 10.3088019 32734.718 32828.864
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 16816.3549 16852.5995 3.6221825 7.5872940 31342.047 31413.460
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 18504.1803 18540.0953 5.6240956 10.3073167 32726.367 32796.976
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16788.5128 16830.7982 3.6048179 7.5531771 31294.231 31377.546
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18503.2469 18545.1476 5.6212896 10.3026069 32725.484 32807.861
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 16506.1035 16542.3481 3.4456645 7.4601827 31096.065 31167.478
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 18493.3179 18529.2329 5.6137121 10.3619977 32781.677 32852.287
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16436.2926 16478.5780 3.4060492 7.3864097 30983.906 31067.221
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18485.9734 18527.8742 5.6047948 10.3455751 32768.746 32851.124
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20681.0033 20724.6230 3.7868241 7.2877593 38591.849 38678.284
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 24900.3191 24944.6571 4.8068889 8.9833040 46653.245 46741.312
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 24906.8154 24944.8193 4.8117966 8.9893730 46659.863 46735.349
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 24813.0374 24857.3754 4.7567613 8.9559948 46607.548 46695.615
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 24870.4475 24908.4515 4.7908245 9.0278433 46731.325 46806.811
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20671.2836 20714.9032 3.7819288 7.1195110 38262.076 38348.510
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20441.4836 20491.3346 3.6670410 6.9586147 37941.302 38040.084
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 24778.0056 24828.6776 4.7356515 8.9081346 46525.743 46626.391
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 24810.9822 24855.3201 4.7555873 8.9319349 46563.785 46651.852
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 20882.6165 20920.0048 3.8908418 7.3570571 38724.705 38798.791
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 25132.6272 25170.6312 4.9440845 9.2812847 47171.858 47247.344
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20293.5140 20337.1337 3.5964913 6.8648639 37743.953 37830.388
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 25134.6263 25178.9642 4.9440839 9.2650681 47147.269 47235.335
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20134.7760 20184.6270 3.5203729 6.7465256 37500.129 37598.911
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 24748.6443 24799.3162 4.7189808 8.8793349 46474.164 46574.811
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20863.1232 20906.7428 3.8797283 7.3430481 38701.614 38788.049
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 24767.2837 24811.6217 4.7306933 8.8934061 46495.129 46583.196
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20832.2584 20875.8780 3.8638244 7.2698727 38559.061 38645.496
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 20719.0015 20756.3897 3.8070357 7.1918536 38401.924 38476.011
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 20542.0507 20585.6704 3.7174398 7.0664328 38155.704 38242.138
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate 26630.2859 26669.2776 3.6429208 6.6528049 48593.761 48671.026
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 25616.3654 25661.8557 3.2847462 5.9798859 46620.029 46710.171
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 24691.8506 24736.6647 3.8578889 7.3915497 45657.317 45746.025
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 26192.4793 26231.4710 3.4840118 6.2831819 47523.940 47601.205
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 24805.5805 24843.9925 3.9083135 7.5090839 45916.055 45992.091
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 25770.0391 25815.5295 3.3365750 5.9684574 46566.882 46657.024
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 25022.8118 25067.6259 4.0038512 7.6165470 46161.123 46249.831
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 26145.8176 26184.8094 3.4674894 6.1688462 47167.546 47244.810
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 25146.0257 25184.4377 4.0605024 7.8155642 46584.352 46660.387
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 24672.4967 24723.7127 3.8486561 7.3416686 45549.556 45650.937
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 26164.6495 26210.1399 3.4734404 6.0762878 46864.891 46955.034
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 24779.9131 24824.7271 3.8961989 7.3975738 45673.657 45762.365
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 26519.2567 26558.2485 3.6019478 6.6002568 48449.180 48526.445
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 26179.0019 26223.8159 4.5584870 8.3391739 47672.471 47761.179
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 24634.7355 24685.9516 3.8323834 7.3241431 45508.992 45610.372
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26097.9091 26143.3994 3.4499040 6.0516010 46794.301 46884.443
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 24708.1312 24752.9453 3.8649430 7.3641385 45597.010 45685.718
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 27318.1166 27363.6070 3.9065493 6.5133523 48031.582 48121.725
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 27326.7355 27365.7272 3.9107776 6.5176192 48038.330 48115.595
obs Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 25800.3665 25845.1805 4.3688715 8.3512271 47699.912 47788.619
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 23824.5252 23870.0611 2.6940177 4.7411336 41489.497 41579.320
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 27014.6983 27060.3144 3.6065524 6.8729689 48479.592 48569.475
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 23829.8779 23868.9086 2.6960233 4.7989287 41715.106 41792.097
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 27470.8568 27509.9563 3.7757373 7.1489580 49198.932 49275.975
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 23849.2118 23894.7476 2.7007575 4.7004252 41320.339 41410.162
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 27223.5351 27269.1512 3.6827086 7.0959244 49050.758 49140.641
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 23848.7029 23887.7336 2.7011651 4.7465755 41504.786 41581.777
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 27764.7002 27803.7998 3.8883996 7.4666540 49979.112 50056.155
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 24533.9065 24579.4423 2.8945608 4.8830937 41958.877 42048.701
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26995.2769 27047.4096 3.5988303 6.7745809 48230.162 48332.885
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 27415.8134 27461.4295 3.7542476 6.9910265 48805.582 48895.465
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 24541.8061 24580.8368 2.8974625 4.8860369 41964.949 42041.940
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 24556.7603 24602.2961 2.9012640 4.8945158 42001.323 42091.146
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26962.2125 27014.3453 3.5869436 6.7419985 48143.211 48245.934
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 27327.6214 27373.2376 3.7212641 6.9265122 48636.708 48726.591
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 24563.3559 24602.3866 2.9037892 4.8971039 42006.180 42083.171
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 23970.8093 24016.3451 2.7342023 4.6773938 41205.121 41294.944
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 28221.5877 28267.2039 4.0694738 7.8964954 50991.959 51081.842
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 23973.3169 24012.3476 2.7354500 4.6955802 41277.371 41354.362
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 28603.0120 28648.6282 4.2277885 7.9941693 51241.739 51331.623
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 10692.0852 10727.7861 1.5904392 3.0195689 17356.997 17425.910
obs Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15766.0860 15808.0366 3.4621397 6.5769924 26859.088 26940.810
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 10727.6759 10763.3768 1.6004503 2.9932773 17296.203 17365.115
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 10708.2850 10743.9859 1.5949881 3.0391799 17412.470 17481.383
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 10748.4927 10784.1936 1.6063349 3.0355815 17413.711 17482.624
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 10443.1354 10484.7864 1.5216063 2.8628807 16872.380 16952.778
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 10687.6212 10723.3221 1.5891880 2.9328855 17121.627 17190.540
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15716.0346 15763.9781 3.4318324 6.2647203 26399.614 26493.010
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 15906.2785 15948.2291 3.5451057 6.3834107 26596.142 26677.863
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 10618.1517 10653.8526 1.5698426 3.0186220 17334.218 17403.130
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 10638.0657 10673.7666 1.5753639 3.0456378 17409.300 17478.213
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10436.5065 10478.1575 1.5198291 2.8565600 16853.041 16933.439
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 10680.3074 10716.0083 1.5871401 2.9272331 17104.251 17173.164
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16150.3958 16192.3464 3.6943477 6.6426524 27005.128 27086.849
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15680.4084 15728.3520 3.4112419 6.2466624 26367.863 26461.259
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15842.6068 15884.5574 3.5071811 6.3480066 26536.319 26618.040
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15895.2068 15937.1574 3.5384818 6.4179939 26647.568 26729.290
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 16060.0315 16095.9892 3.6396139 6.5203352 26812.214 26882.261
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15862.1622 15904.1128 3.5187855 6.4062358 26626.461 26708.182
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 16000.7269 16036.6846 3.6033355 6.4919207 26764.729 26834.777
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 19543.9819 19575.1547 3.2299370 5.9579164 33701.380 33762.450
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 19495.6784 19533.0858 3.2084543 5.9288527 33638.825 33712.108
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 12638.3626 12675.2792 1.4901108 2.6967681 19874.502 19945.725
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 12235.9312 12279.0006 1.4058265 2.5794323 19349.202 19432.296
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 12807.6666 12844.5832 1.5268775 2.8321901 20397.140 20468.363
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19269.1227 19318.9992 3.1118068 5.7858161 33315.825 33413.536
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 12336.8238 12379.8932 1.4263956 2.6259000 19548.232 19631.326
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 19342.5383 19386.1803 3.1430958 5.8355307 33427.344 33512.841
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 12831.9558 12868.8725 1.5322261 2.9777951 20880.293 20951.516
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 12630.9981 12667.9148 1.4885318 2.6941846 19863.393 19934.616
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12229.9167 12272.9861 1.4046098 2.5770863 19338.860 19421.954
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 12802.3252 12839.2418 1.5257038 2.8320635 20395.404 20466.627
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19244.1735 19294.0500 3.1015243 5.7825815 33306.248 33403.959
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12333.9402 12377.0096 1.4258036 2.6264838 19549.753 19632.847
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19312.8815 19356.5234 3.1307542 5.8319868 33416.738 33502.236
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 12859.8288 12896.7454 1.5383870 2.9918538 20932.663 21003.886
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 19303.8447 19347.4867 3.1270032 5.8310809 33413.849 33499.347
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 19379.8245 19417.2319 3.1595196 5.8796665 33522.431 33595.715
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 19289.6979 19333.3398 3.1211401 5.8354373 33421.732 33507.229
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 19362.3097 19399.7171 3.1521868 5.8842365 33530.415 33603.698
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 27821.1933 27860.9925 2.8788535 5.5774620 51877.591 51956.475
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 27541.8639 27588.2963 2.8076295 5.5026136 51586.863 51678.894
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 12763.5017 12800.9027 1.3158568 2.4533289 21832.916 21906.206
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 27612.4824 27652.2816 2.8258438 5.5475674 51753.915 51832.799
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 12858.3890 12895.7900 1.3325431 2.4949822 22054.863 22128.153
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 11932.2215 11975.8561 1.1780100 2.2846326 20842.732 20928.236
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 27376.3672 27429.4328 2.7660641 5.4183305 51264.067 51369.246
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 11553.9589 11597.5935 1.1202955 2.0903375 19693.593 19779.097
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 27493.7672 27540.1996 2.7956305 5.4648378 51442.947 51534.978
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 12859.5764 12896.9775 1.3327533 2.4971905 22066.101 22139.390
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11933.4657 11977.1003 1.1782047 2.2860097 20850.225 20935.729
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 27381.6386 27434.7042 2.7673628 5.4367433 51333.464 51438.643
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11565.8290 11609.4636 1.1220629 2.0953173 19724.811 19810.315
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 27504.4984 27550.9308 2.7983032 5.4956235 51558.136 51650.167
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 12667.9939 12705.3949 1.2992723 2.4921626 22015.793 22089.082
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 27495.3321 27541.7645 2.7960201 5.4668238 51450.472 51542.504
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 13057.0297 13094.4308 1.3681632 2.4743100 21963.023 22036.313
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 27772.2319 27812.0310 2.8663294 5.5568264 51798.617 51877.501
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 27531.0565 27577.4889 2.8049288 5.4906968 51541.902 51633.933
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 13087.9317 13125.3328 1.3737895 2.4913786 22054.149 22127.438
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 20855.8143 20893.9452 2.8070145 5.4373271 36372.310 36446.958
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20841.6196 20886.1056 2.8016741 5.3526227 36161.034 36248.123
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 6333.7219 6369.3160 0.7524755 1.5815368 11803.630 11873.445
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 20981.6550 21019.7858 2.8488611 5.4062466 36315.445 36390.092
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20929.4121 20973.8982 2.8307474 5.3998811 36294.985 36382.073
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 6421.4935 6457.0877 0.7644225 1.6196592 12029.166 12098.981
mod Pacific (28.05,28.1] cstar_tref ~ sal + phosphate + silicate 6478.4669 6508.1288 0.7725561 1.6397115 12145.478 12203.658
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6263.7507 6305.2772 0.7428186 1.6363235 12067.428 12148.879
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20828.8686 20873.3547 2.7974763 5.4050309 36290.898 36377.987
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20818.8324 20869.6736 2.7935197 5.3304212 36104.366 36203.895
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 6014.9988 6056.5253 0.7103861 1.4250451 10828.805 10910.256
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 20958.4432 21002.9292 2.8404276 5.3804012 36249.841 36336.929
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 6540.9579 6576.5521 0.7809888 1.6821147 12380.277 12450.092
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20840.0780 20890.9192 2.8005075 5.3304335 36107.719 36207.249
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21003.8720 21048.3580 2.8556419 5.3949474 36293.560 36380.649
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + silicate 6436.3385 6471.9326 0.7664618 1.6032380 11947.297 12017.112
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 6968.9795 7004.5736 0.8433460 1.7395503 12784.026 12853.841
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20974.7361 21019.2221 2.8458748 5.4198605 36352.569 36439.657
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 6728.7418 6764.3360 0.8077577 1.5227424 11542.567 11612.382
mod Pacific (28.05,28.1] cstar_tref ~ temp + phosphate + silicate 7117.3796 7147.0415 0.8664197 1.7045481 12633.495 12691.674
mod Pacific (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate 27572.8133 27607.7179 1.3696726 2.3519709 46040.619 46109.488
mod Pacific (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate 27548.3219 27583.2266 1.3675645 2.3319564 45773.761 45842.630
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 24985.6139 25025.0564 2.5627229 5.0797358 43382.403 43459.496
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 24986.6489 25032.6652 2.5624892 4.9927178 43110.001 43199.943
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 26668.9553 26710.8409 1.2938206 2.1327838 43060.850 43143.493
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 25223.6880 25263.1305 2.6210326 5.0526568 43349.547 43426.640
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 26472.6530 26514.5385 1.2779452 2.1036231 42654.263 42736.905
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 27658.6597 27707.5262 1.3767413 2.3655110 46216.971 46313.387
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 25112.3626 25151.8051 2.5936032 5.0200990 43221.648 43298.742
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 24934.1370 24980.1534 2.5498047 4.9738041 43037.342 43127.284
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 24926.3458 24978.9359 2.5474465 4.9403456 42930.182 43032.974
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 26425.9858 26474.8523 1.2740396 2.0980261 42582.580 42678.996
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 25103.7974 25149.8137 2.5910150 4.9840717 43106.151 43196.093
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 27665.5317 27714.3982 1.3773364 2.3666943 46231.678 46328.094
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 25018.3717 25064.3880 2.5701826 5.0757941 43381.522 43471.464
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 25018.8168 25071.4069 2.5698050 4.9939636 43124.538 43227.329
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26438.5827 26487.4491 1.2750494 2.1001364 42612.761 42709.178
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 25248.5123 25294.5287 2.6266920 5.0524966 43357.561 43447.504
mod Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 28560.4327 28602.3183 1.4572635 2.3556322 45853.609 45936.252
mod Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + silicate 28568.6064 28610.4920 1.4580129 2.3585534 45893.593 45976.236

7.3 Alternative model selection

GLODAP_glanced %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

GLODAP_glanced %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, r.squared)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

# calculate RMSE sum for adjacent eras
lm_all_new <- GLODAP_glanced  %>%
  select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>% 
  arrange(era) %>% 
  group_by(data_source, basin, gamma_slab, model) %>% 
  mutate(rmse_sum = rmse + lag(rmse),
         aic_sum = AIC + lag(AIC),
         bic_sum = BIC + lag(BIC)
         ) %>% 
  ungroup() %>% 
  select(-c(era)) %>% 
  drop_na()

lm_best_rmse_sum_max <- lm_all_new %>%
  group_by(data_source, basin, gamma_slab) %>%
  slice_min(order_by = rmse_sum,
            with_ties = FALSE,
            n = 1) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model) %>% 
  mutate(rmse_sum_max = rmse_sum*1.1) %>% 
  select(data_source, basin, gamma_slab, rmse_sum_max)

lm_best_new <- 
  full_join(lm_all_new, lm_best_rmse_sum_max) %>% 
  filter(rmse_sum < rmse_sum_max)

GLODAP_glanced_new <- 
  left_join(lm_best_new %>% select(data_source, basin, gamma_slab, model),
            GLODAP_glanced) 

GLODAP_glanced_new %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

GLODAP_glanced_new %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, r.squared)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

# GLODAP_glanced_new %>%
#   group_by(data_source, basin, gamma_slab) %>%
#   count() %>% 
#   arrange(n)

lm_best_new <- GLODAP_glanced_new %>%
  select(data_source, basin, gamma_slab, model, era, rmse, vif_max) %>%
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, model) %>%
  mutate(
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  group_by(data_source, basin, gamma_slab) %>%
  slice_min(order_by = vif_max_sum,
            with_ties = FALSE,
            n = params_local$MLR_number) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model)

# ggplot() +
#   geom_point(data = GLODAP_glanced %>%
#                filter(data_source == "obs",
#                       era == "2010-2019"),
#              aes(rmse, log10(vif_max), col = "all")) +
#   geom_point(
#     data = GLODAP_glanced_new %>%
#       filter(data_source == "obs",
#              era == "2010-2019"),
#     aes(rmse, log10(vif_max), col = "rmse max")
#   ) +
#   geom_point(
#     data = GLODAP_glanced_clean_new %>%
#       filter(data_source == "obs",
#              era == "2010-2019"),
#     aes(rmse, log10(vif_max), col = "rmse + vif max")
#   ) +
#   facet_grid(gamma_slab ~ basin)

lm_all <- lm_all_new

lm_best <- 
  left_join(lm_best_new %>% select(-c(vif_max, vif_max_sum)),
            lm_all)

GLODAP_glanced_clean <- GLODAP_glanced_new

7.4 Target variable coefficients

A data frame to map the target variable is prepared.

# extend best model selection with coefficients

lm_best <- left_join(
  lm_best,
  GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate)
)

7.5 dcant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of dcant.

# subtract coefficients of adjacent era  
lm_best_dcant <- lm_best %>%
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot to wide format
lm_best_dcant <- lm_best_dcant %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)
# create table of target variable coefficients in wide format
lm_best_target <- lm_best %>% 
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )
GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
  GLODAP_augmented
)

7.6 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 7).

8.1.1 All models

GLODAP_glanced %>%
  group_split(era) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x,
             aes(
               as.factor(n_predictors),
               !!sym(params_local$MLR_criterion),
               col = data_source
             )) +
      geom_hline(yintercept = c(0, 10)) +
      geom_boxplot() +
      facet_grid(gamma_slab ~ basin) +
      scale_color_brewer(palette = "Set1") +
      ylim(c(0, NA)) +
      labs(x = "Number of predictors",
           title = paste("Era:", unique(.x$era)))
  )
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
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c0bbbe4 jens-daniel-mueller 2021-09-22
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3a584b7 jens-daniel-mueller 2021-08-30
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c18a8b1 jens-daniel-mueller 2021-07-09
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9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
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7e1f407 jens-daniel-mueller 2021-06-10
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594ed9a jens-daniel-mueller 2021-06-04
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585b07f jens-daniel-mueller 2021-03-11
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3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
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26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
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013c119 jens-daniel-mueller 2022-01-08
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cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
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dcb68b6 jens-daniel-mueller 2022-01-05
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dfed6a1 jens-daniel-mueller 2022-01-05
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f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
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3c60929 jens-daniel-mueller 2021-12-06
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755c6b1 jens-daniel-mueller 2021-08-09
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910d64a jens-daniel-mueller 2021-07-02
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d054c39 jens-daniel-mueller 2021-06-24
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3b6387f jens-daniel-mueller 2021-06-18
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33ffcab jens-daniel-mueller 2021-06-10
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1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
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207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
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969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
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bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

8.1.2 Best models

left_join(lm_best_target %>% select(basin, gamma_slab, era, model),
          GLODAP_glanced) %>%
  group_split(era) %>%
  # head(1) %>%
  imap(
  ~ ggplot(data = .x,
         aes("",
             !!sym(params_local$MLR_criterion),
             col = data_source)) +
  geom_hline(yintercept = c(0, 10)) +
  geom_boxplot() +
  facet_grid(gamma_slab ~ basin) +
  scale_color_brewer(palette = "Set1") +
  ylim(c(0, NA)) +
  labs(x = "Number of predictors pooled",
           title = paste("Era:", unique(.x$era)))
  )
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjecent eras (ie check whether the same predictor combination performs equal in both eras).

8.2.1 All models

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

lm_all %>%
  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)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(data_source ~ basin)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 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)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(data_source ~ basin)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 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_best_predictor_counts <- lm_best_dcant %>% 
  pivot_longer(starts_with("delta_coeff_"),
               names_to = "term",
               names_prefix = "delta_coeff_",
               values_to = "delta_coeff") %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(data_source, basin, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n, names_from = term)

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 6 7 6 10 10 7 10
(26,26.5] 6 6 5 10 6 9 9
(26.5,26.75] 6 6 6 10 7 10 7
(26.75,27] 7 10 5 10 8 6 6
(27,27.25] 10 4 2 10 10 5 4
(27.25,27.5] 8 8 4 10 10 5 6
(27.5,27.75] 8 NA 6 10 7 6 5
(27.75,27.85] 8 2 5 8 5 8 6
(27.85,27.95] 8 3 6 7 9 8 5
(27.95,28.05] 6 NA 6 10 6 5 8
(28.05,28.1] 7 NA 6 10 5 5 7
(28.1,28.15] 7 10 7 3 4 6 6
(28.15,28.2] 7 6 7 4 4 6 6
(28.2, Inf] 7 7 6 6 10 6 7
total 101.00 — 77.00 118.00 101.00 92.00 92.00
Indian - mod
(-Inf,26] 6 6 5 10 10 7 8
(26,26.5] 4 5 6 10 6 8 10
(26.5,26.75] 5 6 5 10 6 9 9
(26.75,27] 4 5 4 10 10 6 10
(27,27.25] 5 9 3 10 10 6 7
(27.25,27.5] 3 10 4 6 10 10 6
(27.5,27.75] 5 6 5 10 7 10 7
(27.75,27.85] 5 3 5 7 7 10 6
(27.85,27.95] 4 5 5 3 10 8 9
(27.95,28.05] 4 10 4 1 6 5 10
(28.05,28.1] 5 10 5 2 4 4 10
(28.1, Inf] 7 10 5 6 9 10 5
total 57.00 85.00 56.00 85.00 95.00 93.00 97.00
Pacific - mod
(-Inf,26] 8 7 10 8 8 6 10
(26,26.5] 6 6 6 10 5 10 8
(26.5,26.75] 6 5 6 10 4 10 8
(26.75,27] 6 10 6 10 4 5 8
(27,27.25] 4 8 6 10 7 6 9
(27.25,27.5] 4 4 4 10 10 8 5
(27.5,27.75] 4 5 4 6 10 10 6
(27.75,27.85] 4 6 5 4 10 7 6
(27.85,27.95] 4 5 4 5 10 6 10
(27.95,28.05] 5 4 4 6 8 8 9
(28.05,28.1] 5 3 1 7 7 10 7
(28.1, Inf] 5 4 5 8 6 8 6
total 61.00 67.00 61.00 94.00 89.00 94.00 92.00
Atlantic - obs
(-Inf,26] 7 7 7 7 10 9 10
(26,26.5] 10 7 8 10 6 5 4
(26.5,26.75] 3 6 7 10 7 6 10
(26.75,27] 6 10 6 10 6 5 8
(27,27.25] 7 10 6 10 6 6 7
(27.25,27.5] 8 8 7 10 8 6 5
(27.5,27.75] 6 8 6 10 8 7 8
(27.75,27.85] 6 6 6 10 9 10 5
(27.85,27.95] 4 5 6 10 10 10 6
(27.95,28.05] 4 5 6 10 10 10 6
(28.05,28.1] 4 5 6 10 10 8 6
(28.1,28.15] 2 5 8 10 6 6 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 7 6 6 10 10 6 7
total 78.00 93.00 91.00 137.00 114.00 100.00 102.00
Indian - obs
(-Inf,26] 6 5 6 10 10 6 8
(26,26.5] 5 6 5 10 8 6 10
(26.5,26.75] 4 7 6 10 7 6 10
(26.75,27] 3 6 7 10 6 7 10
(27,27.25] 8 7 4 10 5 7 7
(27.25,27.5] 5 9 4 10 6 10 6
(27.5,27.75] 4 8 4 10 8 10 7
(27.75,27.85] 5 6 5 10 6 8 10
(27.85,27.95] 6 5 4 10 6 8 10
(27.95,28.05] 8 6 2 10 5 6 10
(28.05,28.1] 8 5 2 10 8 8 8
(28.1, Inf] 10 4 3 10 8 5 4
total 72.00 74.00 52.00 120.00 83.00 87.00 100.00
Pacific - obs
(-Inf,26] 7 6 8 9 10 7 10
(26,26.5] 6 5 6 10 10 6 8
(26.5,26.75] 6 8 5 10 6 6 9
(26.75,27] 6 9 5 10 5 5 9
(27,27.25] 4 5 6 10 10 8 6
(27.25,27.5] 4 6 6 10 9 9 6
(27.5,27.75] 4 6 5 10 9 10 6
(27.75,27.85] 5 6 5 10 6 9 9
(27.85,27.95] 6 5 6 10 4 8 8
(27.95,28.05] 7 5 4 10 7 9 7
(28.05,28.1] 7 7 3 10 9 8 6
(28.1, Inf] 7 6 3 10 10 6 7
total 69.00 74.00 62.00 119.00 95.00 91.00 91.00

8.4 RMSE alternatives

8.4.1 AIC

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 AIC vs BIC

BIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all %>% 
  ggplot(aes(AIC, BIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 RMSE vs VIF

GLODAP_glanced %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "All models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
ce9412c jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
5a36231 jens-daniel-mueller 2021-09-22 
GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
ce9412c jens-daniel-mueller 2021-09-22 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: cstar_tref

i_binwidth <- 2

p_prop_prop(df = GLODAP_augmented,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  facet_grid(basin_AIP ~ data_source) +
  labs(title = "All models")

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

In the following, we present residual patterns vs latitude across all domains.

i_ylim <- c(-30,30)

GLODAP_augmented_best %>%
  ggplot(aes(lat, .resid)) +
  geom_bin2d(binwidth = i_binwidth) +
  geom_hline(yintercept = 0, col = "black") +
  scale_fill_viridis_c(trans = "log10") +
  labs(
    title = paste(
      "Target variable:",
      params_local$MLR_target,
      "| Selected models",
      "| All domains"
    )
  ) +
  facet_wrap(~data_source)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

Due to the few large residuals, we limit the y axis range for the plots below.

GLODAP_augmented_best %>%
  ggplot(aes(lat, .resid)) +
  geom_bin2d(binwidth = i_binwidth) +
  geom_hline(yintercept = 0, col = "black") +
  scale_fill_viridis_c(trans = "log10") +
  coord_cartesian(ylim = i_ylim) +
  labs(
    title = paste(
      "Target variable:",
      params_local$MLR_target,
      "| Selected models",
      "| All domains"
    )
  ) +
  facet_wrap(~data_source)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 By model domain

In the following, we present residual patterns vs latitude for separate model domains, ie basins, density slabs and eras.

GLODAP_augmented_best %>% 
  group_split(basin, data_source) %>% 
  # head(1) %>%
  map(~ ggplot(data = .x, aes(lat, .resid)) +
      geom_bin2d(binwidth = i_binwidth) +
      geom_hline(yintercept = 0, col = "black") +
      scale_fill_viridis_c(trans = "log10") +
      facet_grid(gamma_slab ~ era) +
      coord_cartesian(ylim = i_ylim) +
      labs(
        title = paste(
          "Target:",
          params_local$MLR_target,
          "| best models | basin:",
          unique(.x$basin),
          "| data_source:",
          unique(.x$data_source)
        )
      ))
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
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de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24 

[[3]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 Latitudinal mean

GLODAP_augmented_best <- GLODAP_augmented_best %>%
  mutate(lat_grid = as.numeric(as.character(cut(
    lat,
    seq(-90, 90, 10),
    seq(-85, 85, 10)
  ))))

lat_residual <- GLODAP_augmented_best %>%
  group_by(data_source, basin, gamma_slab, era, lat_grid) %>% 
  summarise(.resid_mean = mean(.resid)) %>% 
  ungroup()

lat_residual %>%
  group_split(basin) %>% 
  map(
  ~ggplot(data = .x,
          aes(lat_grid, .resid_mean, col=era)) +
  geom_line() +
  geom_point() +
  geom_hline(yintercept = 0, col = "black") +
  facet_grid(gamma_slab ~ data_source) +
    labs(title = paste("Basin:", unique(.x$basin)))
  )
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
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6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

# calculate residual offset for adjacent eras
lat_residual_offset <- lat_residual  %>%
  select(data_source, basin, gamma_slab, era, lat_grid, .resid_mean) %>% 
  arrange(era) %>% 
  group_by(data_source, basin, gamma_slab, lat_grid) %>% 
  mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>% 
  ungroup() %>% 
  drop_na()

lat_residual_offset %>%
  ggplot(aes(lat_grid, .resid_mean_offset, col=data_source)) +
  geom_line() +
  geom_point() +
  geom_hline(yintercept = 0, col = "black") +
  facet_grid(gamma_slab ~ basin)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

GLODAP_augmented_best <- GLODAP_augmented_best %>%
  mutate(lon_grid = as.numeric(as.character(cut(
    lon,
    seq(-360, 500, 10),
    seq(-355, 500, 10)
  ))))

spatial_residual <- GLODAP_augmented_best %>%
  group_by(data_source, gamma_slab, era, lat, lon) %>% 
  summarise(.resid_mean = mean(.resid)) %>% 
  ungroup()

spatial_obs <- GLODAP_augmented_best %>%
  distinct(gamma_slab, era, lat, lon)

spatial_residual %>%
  # rename(lat = lat_grid,
  #        lon = lon_grid) %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_dcant_slab(
    df = .x,
    var = ".resid_mean",
    col = "divergent",
    title_text = "Residual distribution",
    subtitle_text = paste(
      "Data source:",
      unique(.x$data_source),
      "| density slab:",
      unique(.x$gamma_slab)
      ),
    legend_title = paste(params_local$MLR_target, "\nbias")
  ) +
    # geom_raster(data = spatial_obs,
    #             aes(lon, lat)) +
    facet_grid(era ~ .) +
    theme_dark()
  )
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

# calculate residual offset for adjacent eras
spatial_residual_offset <- spatial_residual  %>%
  select(data_source, gamma_slab, era, lat, lon, .resid_mean) %>% 
  arrange(era) %>% 
  group_by(data_source, gamma_slab, lat, lon) %>% 
  mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>% 
  ungroup() %>% 
  drop_na()

spatial_obs <- spatial_obs %>% 
  count(lon, lat, gamma_slab) %>% 
  filter(n == 2) %>% 
  select(-n)

spatial_residual_offset %>%
  # rename(lat = lat_grid,
  #        lon = lon_grid) %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_dcant_slab(
    df = .x,
    var = ".resid_mean_offset",
    col = "divergent",
    title_text = "Residual offset distribution (era 2 - era 1)",
    subtitle_text = paste(
      "Data source:",
      unique(.x$data_source),
      "| density slab:",
      unique(.x$gamma_slab)
      ),
    legend_title = paste(params_local$MLR_target, "\nbias offset")
  ) +
    theme_dark()
    # geom_raster(data = spatial_obs,
    #             aes(lon, lat))
  )
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
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88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
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2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
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b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.8 Predictor

GLODAP_augmented_long <- GLODAP_augmented_best %>%
  select(era, basin_AIP, gamma_slab, data_source,
         params_local$MLR_predictors, params_local$MLR_target, .resid) %>% 
  pivot_longer(c(params_local$MLR_predictors,params_local$MLR_target),
               names_to = "predictor",
               values_to = "value")


GLODAP_augmented_long %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(basin_AIP,
              gamma_slab,
              predictor) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x) +
      geom_hline(yintercept = 0) +
      geom_bin_2d(aes(value, .resid)) +
      facet_grid(data_source ~ era) +
      scale_fill_viridis_c(trans = "log10") +
      labs(
        title = paste("basin_AIP:", .x$basin_AIP,
                      "| gamma_slab:", .x$gamma_slab),
        x = .x$predictor
      ) +
      coord_cartesian(ylim = c(-15, 15))
  )
[[1]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[2]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[3]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[4]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
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Version Author Date
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5599f87 jens-daniel-mueller 2022-07-13
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[66]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[67]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[68]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[69]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[70]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[71]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[72]]

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23

9 VIF

GLODAP_glanced %>% 
  ggplot(aes(as.factor(n),
             log10(vif_max),
             col=data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  scale_color_brewer(palette = "Set1") +
  geom_violin() +
  facet_grid(gamma_slab~basin)

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
cb147cc jens-daniel-mueller 2022-03-21
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6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
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cf50b3e jens-daniel-mueller 2022-01-06
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bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 
GLODAP_glanced_vif %>% 
  ggplot(aes(Variables,
             log10(VIF),
             col = data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Version Author Date
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
013c119 jens-daniel-mueller 2022-01-08
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

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

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

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

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

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

sessionInfo()
R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/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_0.3.1         corrr_0.4.3      broom_0.7.11     kableExtra_1.3.4
 [5] knitr_1.37       olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0 
 [9] colorspace_2.0-2 marelac_2.1.10   shape_1.4.6      ggforce_0.3.3   
[13] metR_0.11.0      scico_1.3.0      patchwork_1.1.1  collapse_1.7.0  
[17] forcats_0.5.1    stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4     
[21] readr_2.1.1      tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5   
[25] tidyverse_1.3.1  workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2           rstudioapi_0.13   
 [5] farver_2.1.0       bit64_4.0.5        fansi_1.0.2        xml2_1.3.3        
 [9] polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6          dbplyr_2.1.1      
[13] compiler_4.1.2     httr_1.4.2         backports_1.4.1    assertthat_0.2.1  
[17] fastmap_1.1.0      cli_3.1.1          later_1.3.0        tweenr_1.0.2      
[21] htmltools_0.5.2    tools_4.1.2        gtable_0.3.0       glue_1.6.0        
[25] Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0   jquerylib_0.1.4   
[29] vctrs_0.3.8        svglite_2.0.0      xfun_0.29          ps_1.6.0          
[33] rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3      oce_1.5-0         
[37] getPass_0.2-2      MASS_7.3-55        scales_1.1.1       vroom_1.5.7       
[41] hms_1.1.1          promises_1.2.0.1   parallel_4.1.2     RColorBrewer_1.1-2
[45] yaml_2.2.1         gridExtra_2.3      sass_0.4.0         reshape_0.8.8     
[49] stringi_1.7.6      highr_0.9          nortest_1.0-4      checkmate_2.0.0   
[53] rlang_1.0.2        pkgconfig_2.0.3    systemfonts_1.0.3  evaluate_0.14     
[57] SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4          processx_3.5.2    
[61] tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0      plyr_1.8.6        
[65] magrittr_2.0.1     R6_2.5.1           generics_0.1.1     DBI_1.1.2         
[69] pillar_1.6.4       haven_2.4.3        whisker_0.4        withr_2.4.3       
[73] abind_1.4-5        modelr_0.1.8       crayon_1.4.2       car_3.0-12        
[77] utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11     grid_4.1.2        
[81] readxl_1.3.1       data.table_1.14.2  callr_3.7.0        git2r_0.29.0      
[85] reprex_2.0.1       digest_0.6.29      webshot_0.5.2      httpuv_1.6.5      
[89] munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1