Last updated: 2021-10-21

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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)

# 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: 3
  • 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:

  • 99

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% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
  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))
  )
}


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 VIC 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,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 3300.835 3326.265 6.0063325 11.414764 7668.706 7721.451
obs Atlantic (-Inf,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3302.741 3332.409 6.0057819 11.369654 7661.013 7722.549
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3302.310 3331.978 6.0032552 11.035640 7571.145 7632.681
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3303.858 3337.765 6.0006076 11.024612 7572.357 7642.684
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 4010.330 4036.859 6.2447176 10.310115 7498.356 7551.425
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4012.099 4043.050 6.2435461 9.981898 7398.802 7460.716
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4004.997 4035.949 6.2076021 10.012327 7413.382 7475.296
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3319.295 3348.963 6.1036601 11.157305 7594.041 7655.576
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3999.046 4034.419 6.1676025 9.892606 7383.342 7454.101
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3321.283 3355.190 6.1035894 11.150322 7596.110 7666.436
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 4026.554 4057.505 6.3173540 10.381043 7516.063 7577.977
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 3989.011 4015.541 6.1374160 10.215819 7480.972 7534.042
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3990.408 4021.359 6.1344073 9.916682 7391.501 7453.415
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3972.736 4003.688 6.0469037 9.901695 7397.227 7459.141
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3347.991 3377.659 6.2771245 11.366285 7632.555 7694.091
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3969.093 4004.466 6.0192211 9.794847 7370.018 7440.777
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3349.878 3383.785 6.2764336 11.359313 7634.711 7705.038
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4004.919 4035.871 6.2072088 10.306283 7505.109 7567.024
obs Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 3317.784 3343.214 6.1065757 11.467009 7673.157 7725.902
obs Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3319.636 3349.304 6.1056940 11.428077 7667.021 7728.557
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3856.845 3889.120 3.2126450 6.083496 7670.213 7734.995
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 4987.636 5015.818 5.2197096 10.259246 10173.411 10230.078
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3824.099 3856.374 3.1426245 6.020687 7641.321 7706.102
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4975.274 5008.153 5.1736396 10.134967 10136.397 10202.509
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3714.020 3750.905 2.9143142 5.780531 7526.906 7600.942
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4962.886 5000.462 5.1278922 10.082538 10123.712 10199.269
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3733.513 3765.788 2.9567732 6.074903 7673.793 7738.575
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4975.907 5008.786 5.1756594 10.202046 10159.229 10225.341
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 4989.646 5017.829 5.2261909 10.224020 10161.260 10217.928
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3761.963 3794.238 3.0139276 5.931299 7600.022 7664.804
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4967.932 5000.811 5.1502451 10.066986 10113.672 10179.784
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3700.679 3737.564 2.8882677 5.794427 7534.823 7608.859
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4959.999 4997.575 5.1187619 10.029540 10105.671 10181.228
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4982.342 5015.221 5.1962599 10.181635 10151.704 10217.816
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 3851.357 3879.021 3.2051120 6.097016 7673.948 7729.475
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3761.110 3793.385 3.0121977 5.885091 7575.571 7640.352
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 3777.238 3804.902 3.0491677 5.971751 7616.038 7671.565
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 4972.559 5000.741 5.1713551 10.301196 10188.597 10245.265
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3727.997 3760.272 2.9458187 5.853552 7560.973 7625.755
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4965.300 4998.179 5.1418838 10.266945 10181.750 10247.862
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 6102.075 6138.613 2.2467690 3.868999 10861.510 10933.947
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 6263.532 6294.850 2.3852967 4.062134 11103.537 11165.626
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6057.505 6094.043 2.2104123 4.247043 11384.312 11456.749
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5812.740 5854.497 2.0195103 3.727862 10703.181 10785.967
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7615.467 7656.372 5.3404335 10.110721 14071.172 14151.955
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 5950.006 5986.544 2.1251259 3.866077 10885.591 10958.028
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 7613.469 7649.261 5.3404386 10.126347 14074.236 14144.921
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 7612.925 7643.604 5.3436059 10.073459 14046.244 14106.831
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7614.234 7650.026 5.3421022 10.067793 14047.651 14118.336
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5933.532 5975.289 2.1108039 3.908028 10950.456 11033.241
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7560.985 7601.890 5.2232709 9.948958 13996.400 14077.183
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6119.226 6155.763 2.2609176 4.086590 11173.318 11245.755
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7559.688 7595.480 5.2247655 9.954612 13995.004 14065.689
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5915.636 5952.174 2.0985582 3.821682 10825.551 10897.988
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 6205.455 6236.773 2.3351253 4.127073 11211.046 11273.134
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate 7632.762 7658.327 5.3913284 10.138374 14071.917 14122.407
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 7630.607 7661.286 5.3822152 10.118477 14066.850 14127.437
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5980.028 6016.566 2.1486077 3.963590 11019.474 11091.911
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7590.346 7626.138 5.2903949 10.026041 14028.308 14098.993
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 7589.071 7619.750 5.2919562 10.038344 14029.927 14090.514
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 7934.669 7972.844 2.4002611 4.224022 14703.013 14779.140
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 7753.962 7792.137 2.2778427 4.129220 14572.561 14648.688
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11602.370 11640.981 5.6701614 10.462345 23351.053 23428.747
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7618.278 7661.907 2.1887788 3.531253 13364.065 13451.067
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11566.973 11611.100 5.6127385 10.396736 23310.938 23399.731
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 8387.711 8425.886 2.7368780 4.151925 14307.554 14383.681
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 11578.456 11617.067 5.6333750 10.553957 23431.052 23508.746
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7470.985 7509.160 2.0985656 3.821360 14048.876 14125.003
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 11586.007 11619.102 5.6480387 10.447864 23338.953 23405.548
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11562.611 11601.222 5.6091315 10.293608 23221.958 23299.652
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7331.736 7375.364 2.0144295 3.450486 13302.863 13389.866
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11518.696 11562.823 5.5394688 10.210956 23169.131 23257.924
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11527.779 11566.390 5.5562051 10.334950 23265.427 23343.121
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 7789.904 7822.626 2.3030176 4.160065 14616.730 14681.982
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7765.665 7803.840 2.2855783 3.811337 13937.407 14013.535
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11653.126 11691.737 5.7490385 10.579712 23433.249 23510.943
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 7494.789 7527.510 2.1143115 3.857463 14109.962 14175.214
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 11626.214 11659.309 5.7101883 10.432539 23315.208 23381.803
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7461.316 7499.491 2.0926956 3.591200 13572.785 13648.912
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11610.854 11649.465 5.6832703 10.402691 23299.408 23377.102
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 14112.291 14153.580 3.3156129 5.681940 28300.496 28384.077
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 14780.701 14821.990 3.7537067 5.933844 28459.498 28543.079
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 13865.763 13907.052 3.1672715 5.242073 27236.730 27320.311
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 15281.107 15315.954 5.3899625 9.826236 31948.628 32019.233
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15280.789 15321.445 5.3874243 9.798056 31917.118 31999.491
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15282.778 15329.241 5.3874115 9.796662 31919.313 32013.453
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 14762.938 14804.227 3.7413477 5.866760 28283.711 28367.292
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 15283.098 15323.753 5.3899527 9.824421 31950.288 32032.661
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13651.415 13692.704 3.0436978 4.874815 26245.757 26329.338
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 15250.223 15285.070 5.3562346 9.777792 31898.719 31969.324
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15249.814 15290.470 5.3536130 9.749589 31867.085 31949.458
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15251.430 15297.893 5.3531951 9.745831 31866.349 31960.489
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15251.853 15292.508 5.3558321 9.773363 31897.132 31979.505
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 14002.617 14038.008 3.2499869 5.366469 27495.217 27566.858
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13985.432 14026.721 3.2384309 5.313368 27356.805 27440.386
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 13787.377 13822.768 3.1226692 5.019518 26598.946 26670.587
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 14532.666 14568.056 3.5860927 5.910574 28607.964 28679.604
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13734.764 13776.053 3.0911658 4.987951 26548.122 26631.703
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15326.664 15367.319 5.4378923 9.863838 31982.840 32065.212
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 15326.164 15361.011 5.4395502 9.890917 32013.133 32083.738
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 18193.434 18235.354 5.2880956 9.423198 36651.686 36736.209
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 18215.616 18251.547 5.3098360 9.476770 36721.698 36794.145
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 18261.977 18299.699 2.4070210 3.924466 35120.804 35197.113
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 18192.457 18240.365 5.2854248 9.346241 36534.913 36631.510
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 17798.408 17842.417 2.2700084 3.708353 34168.001 34257.029
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 18216.128 18258.048 5.3084961 9.409251 36620.180 36704.703
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 18411.585 18443.020 2.4533991 4.313757 37137.938 37201.529
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 17909.676 17947.398 2.3026067 4.073981 36188.286 36264.595
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 18901.048 18945.057 2.6080039 4.391908 37246.338 37335.366
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 18291.885 18329.607 2.4161002 3.892995 34902.171 34978.480
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18196.103 18244.011 5.2886957 9.376594 36581.750 36678.347
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 17819.010 17863.019 2.2759031 3.669948 33901.546 33990.574
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 18218.410 18260.330 5.3105516 9.430360 36652.584 36737.106
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 18957.574 19001.583 2.6266274 4.357812 37027.596 37116.624
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 18461.999 18499.722 2.4683970 3.943704 35062.412 35138.721
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18210.628 18258.537 5.3017455 9.419988 36644.332 36740.929
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17960.024 18004.034 2.3166635 3.701915 33984.493 34073.521
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18232.313 18274.233 5.3230933 9.470440 36709.779 36794.301
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18200.473 18242.392 5.2944142 9.452540 36694.803 36779.326
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 18220.545 18256.476 5.3142784 9.498845 36754.065 36826.513
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 11285.540 11324.508 4.4665558 8.560695 23767.547 23846.401
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 11287.491 11320.892 4.4711231 8.608106 23813.386 23880.975
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 8456.053 8489.610 2.0321594 3.297764 16909.255 16977.877
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8401.470 8440.620 2.0033869 3.229300 16694.102 16774.162
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 8433.829 8467.386 2.0208096 3.258607 16773.682 16842.305
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8022.870 8062.020 1.8210729 2.880225 15569.498 15649.558
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 11295.438 11334.406 4.4780064 8.572486 23777.811 23856.665
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 8196.491 8230.049 1.9034829 3.090091 16320.861 16389.483
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 11296.664 11330.065 4.4817444 8.620070 23823.989 23891.578
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 8443.878 8483.028 2.0249130 3.272190 16824.653 16904.713
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 8559.875 8593.433 2.0860325 3.391998 17173.241 17241.864
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11292.428 11336.963 4.4722068 8.561562 23771.281 23861.400
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 8109.104 8148.254 1.8610824 2.962259 15854.254 15934.313
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 11293.995 11332.963 4.4763351 8.608206 23816.439 23895.293
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8547.699 8586.849 2.0785930 3.378226 17138.266 17218.326
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11301.161 11345.696 4.4823207 8.575183 23783.792 23873.911
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8220.681 8259.831 1.9141574 3.070773 16216.437 16296.497
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11291.979 11330.947 4.4740016 8.566862 23772.609 23851.463
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 11294.000 11327.401 4.4786566 8.614760 23818.957 23886.546
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11299.680 11338.648 4.4829227 8.577112 23781.740 23860.594
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 10088.633 10127.804 3.0415777 4.495195 20605.992 20687.040
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 9836.563 9870.138 2.8563502 4.325810 20415.419 20484.889
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9810.905 9850.076 2.8365696 4.134193 19663.257 19744.306
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate 9967.013 9994.992 2.9530054 4.523923 20934.979 20992.870
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17894.379 17936.603 4.4176436 8.759871 40412.198 40498.298
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 9946.123 9979.698 2.9360707 4.329846 20215.214 20284.683
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 17892.661 17928.853 4.4178458 8.772241 40430.290 40504.090
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17740.743 17782.967 4.3087565 8.563353 40099.661 40185.761
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 17741.620 17777.813 4.3107710 8.575863 40117.741 40191.541
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 10108.838 10148.009 3.0570574 4.522030 20671.778 20752.826
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 9875.819 9909.394 2.8846627 4.391240 20600.805 20670.275
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17451.160 17499.416 4.1094273 8.261866 39622.652 39721.052
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 9841.939 9881.111 2.8587743 4.178181 19791.815 19872.863
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 17449.188 17491.413 4.1094464 8.292342 39675.638 39761.738
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 9913.517 9947.093 2.9121158 4.463910 20811.734 20881.204
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 17450.271 17498.527 4.1088338 8.258631 39616.803 39715.203
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9870.889 9910.060 2.8796440 4.224584 19933.045 20014.093
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17448.286 17490.511 4.1088442 8.288569 39668.826 39754.926
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 17497.612 17539.837 4.1418993 8.306779 39690.422 39776.522
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 17501.223 17537.415 4.1456761 8.369154 39800.926 39874.726
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 13020.004 13049.040 3.4127652 6.038900 28910.451 28970.040
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 12964.414 12999.256 3.3730182 5.976002 28797.890 28869.397
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 12942.436 12977.278 3.3579720 5.920256 28670.955 28742.462
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 21159.796 21209.477 4.2862918 8.391185 47284.368 47385.538
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12920.622 12961.272 3.3417450 5.892446 28620.965 28704.390
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 21162.906 21206.377 4.2892703 8.394245 47285.661 47374.185
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21395.531 21439.002 4.4270812 8.612930 47698.208 47786.732
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 21399.897 21437.158 4.4309143 8.616788 47700.629 47776.507
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 13307.557 13342.400 3.6168710 6.176575 29029.365 29100.872
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21218.270 21267.951 4.3205002 8.457162 47413.938 47515.109
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 13245.411 13286.061 3.5699834 6.109859 28917.428 29000.853
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 21225.368 21268.839 4.3258468 8.462510 47419.039 47507.563
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 13458.806 13493.648 3.7298792 6.290353 29182.618 29254.125
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21207.707 21257.388 4.3143004 8.441059 47381.273 47482.443
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13382.623 13423.272 3.6710294 6.206599 29043.339 29126.764
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21214.426 21257.897 4.3194171 8.446177 47385.993 47474.517
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 21293.134 21336.605 4.3658823 8.586476 47672.042 47760.566
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 21295.165 21332.426 4.3682754 8.591716 47678.291 47754.169
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 13263.214 13298.057 3.5843930 6.197800 29123.305 29194.812
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 13397.160 13432.002 3.6833993 6.306887 29282.892 29354.399
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 6672.692 6700.595 1.3240930 2.362376 13624.404 13681.189
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 6424.459 6457.943 1.2422109 2.218336 13083.954 13152.095
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 6674.492 6707.977 1.3240257 2.330823 13481.440 13549.581
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6414.559 6453.624 1.2384458 2.155561 12778.855 12858.353
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15775.294 15816.444 4.7882021 9.001917 36298.872 36383.321
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15772.286 15813.436 4.7854751 9.007914 36310.710 36395.159
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 15818.694 15853.965 4.8295507 9.063223 36374.189 36446.574
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 6702.223 6735.707 1.3334253 2.346575 13539.149 13607.290
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15813.357 15854.506 4.8228442 9.063090 36381.988 36466.438
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15766.210 15813.238 4.7781611 8.980145 36271.777 36368.290
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 6463.802 6502.867 1.2541013 2.180210 12874.606 12954.104
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 15826.185 15867.335 4.8345761 9.056250 36363.309 36447.758
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 6711.328 6744.812 1.3365259 2.353610 13566.722 13634.863
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 15731.403 15766.674 4.7503633 8.927814 36190.938 36263.323
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15697.024 15738.174 4.7177465 8.881759 36135.432 36219.881
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15660.334 15707.362 4.6833026 8.818428 36050.772 36147.285
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6481.059 6520.123 1.2596341 2.193165 12929.906 13009.404
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15717.049 15758.199 4.7356730 8.892479 36143.024 36227.473
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 6485.850 6519.334 1.2618184 2.264964 13275.480 13343.620
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 6505.441 6538.925 1.2681402 2.283918 13354.711 13422.852
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 8267.407 8303.055 1.0507167 1.932356 17255.182 17327.743
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 8324.841 8360.489 1.0615058 1.948438 17354.163 17426.724
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8268.049 8309.638 1.0504630 1.930515 17245.310 17329.965
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8066.369 8107.958 1.0134473 1.920130 17250.582 17335.237
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 8360.348 8401.937 1.0678512 1.958722 17422.431 17507.086
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15792.616 15833.819 4.6972009 8.608908 34624.670 34708.754
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15789.764 15836.853 4.6929188 8.604553 34623.691 34719.787
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 8179.907 8221.496 1.0341221 1.958478 17498.130 17582.785
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 15674.396 15709.712 4.5956988 8.443186 34392.514 34464.586
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15674.722 15715.924 4.5942528 8.437730 34387.788 34471.872
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15669.887 15716.976 4.5883548 8.431263 34383.953 34480.049
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8217.869 8259.458 1.0411286 1.972203 17586.373 17671.027
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15672.047 15713.249 4.5919434 8.439310 34391.953 34476.037
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 8358.602 8394.250 1.0678996 1.962607 17448.519 17521.080
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 8241.294 8276.942 1.0458477 1.931968 17264.262 17336.823
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 15682.688 15712.119 4.6045986 8.504041 34489.508 34549.568
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 8282.605 8318.253 1.0535611 1.947975 17370.244 17442.805
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 15683.754 15719.070 4.6037899 8.501856 34490.186 34562.258
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15675.617 15716.819 4.5950258 8.485895 34471.552 34555.636
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 15677.381 15712.698 4.5982784 8.492147 34476.528 34548.600
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4495.439 4529.157 0.7268915 1.336622 9474.090 9543.186
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 4518.913 4552.631 0.7310897 1.348580 9565.529 9634.625
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 4344.786 4378.504 0.7005153 1.295618 9192.939 9262.035
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4135.939 4175.277 0.6651997 1.260191 8985.091 9065.702
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 4354.415 4388.133 0.7021722 1.298863 9216.895 9285.990
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4167.903 4207.241 0.6704367 1.267123 9032.337 9112.948
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 8835.378 8867.136 4.8656995 8.533060 16578.539 16641.856
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8825.640 8862.691 4.8463111 8.505468 16564.431 16638.300
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8825.040 8867.384 4.8420280 8.494331 16560.500 16644.922
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 8837.211 8874.262 4.8654224 8.529020 16579.451 16653.321
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 4360.572 4394.290 0.7032336 1.301233 9234.819 9303.915
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4184.892 4224.230 0.6732370 1.271221 9061.004 9141.615
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 8797.602 8829.361 4.8035807 8.440428 16517.001 16580.318
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8793.502 8830.553 4.7936243 8.425380 16510.916 16584.786
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8790.241 8832.585 4.7850530 8.401215 16497.418 16581.840
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8797.863 8834.914 4.8007396 8.426522 16510.595 16584.465
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4534.976 4568.695 0.7339767 1.346211 9535.652 9604.747
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 4550.217 4583.936 0.7367263 1.350367 9563.221 9632.317
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8899.315 8936.367 4.9692932 8.764266 16741.755 16815.625
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 8897.916 8929.674 4.9703087 8.765741 16738.700 16802.017
obs Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12564.123 12603.852 4.4500843 8.100328 25430.360 25510.478
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 4367.517 4402.741 0.5557618 1.183535 10913.861 10985.921
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4341.118 4382.212 0.5527567 1.175089 10829.799 10913.869
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 12542.039 12576.092 4.4293954 8.078841 25405.240 25473.912
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4353.444 4394.538 0.5540590 1.163090 10694.040 10778.110
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 12527.955 12567.683 4.4128962 8.057576 25386.967 25467.085
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12529.950 12575.354 4.4128911 8.045449 25375.184 25466.747
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12542.578 12582.307 4.4278941 8.063749 25390.110 25470.227
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 5164.325 5199.548 0.6470737 1.256687 11509.479 11581.539
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 4367.851 4403.074 0.5557971 1.184606 10925.496 10997.555
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 4340.123 4381.217 0.5526517 1.176182 10841.983 10926.053
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4352.861 4393.955 0.5539973 1.164371 10708.560 10792.630
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12524.636 12564.365 4.4095001 8.082093 25419.781 25499.899
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12526.605 12572.009 4.4094680 8.055721 25389.662 25481.224
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12539.545 12579.274 4.4247790 8.074367 25404.931 25485.049
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 4366.887 4402.110 0.5556949 1.183284 10911.217 10983.277
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4343.841 4384.935 0.5530442 1.175270 10831.355 10915.425
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4355.399 4396.493 0.5542658 1.163181 10694.692 10778.762
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12506.764 12552.168 4.3892158 8.074332 25420.032 25511.595
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12522.077 12561.805 4.4068820 8.096051 25438.550 25518.667
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1580.111 1603.207 2.3177286 4.981039 4671.796 4721.679
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1453.185 1474.362 4.2230415 8.685702 3855.226 3900.499
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1535.805 1562.751 2.1681294 4.814517 4621.306 4679.503
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1427.581 1452.287 3.9979695 8.460630 3831.622 3884.441
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1342.416 1373.210 1.6361132 3.770681 4153.944 4220.456
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1425.486 1453.721 3.9656121 8.428217 3831.516 3891.881
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1345.738 1372.683 1.6487084 3.798761 4164.547 4222.745
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1438.390 1463.096 4.0846317 8.547241 3842.421 3895.240
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1780.988 1807.934 3.0868597 6.283025 5108.852 5167.049
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1570.174 1593.270 2.2847789 4.929556 4652.893 4702.776
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1447.983 1469.159 4.1796745 8.621489 3846.184 3891.457
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1529.138 1556.084 2.1474001 4.774247 4605.122 4663.320
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1424.266 1448.972 3.9717573 8.413512 3824.456 3877.275
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1330.428 1361.222 1.6080936 3.726959 4132.475 4198.987
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1422.375 1450.610 3.9412088 8.382933 3824.559 3884.924
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1332.288 1359.233 1.6170636 3.750395 4141.072 4199.270
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1434.570 1459.276 4.0537898 8.495554 3834.762 3887.581
mod Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1747.940 1774.886 2.9433097 6.200574 5100.117 5158.315
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1464.144 1488.850 4.2987779 9.180480 3941.778 3994.597
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1440.048 1464.754 4.0980959 9.119951 3940.893 3993.712
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 2845.667 2871.259 3.5774903 7.038565 7024.038 7077.609
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2992.534 3023.428 2.7800877 5.284676 8465.913 8532.248
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2843.909 2873.767 3.5647341 6.976698 7001.900 7064.399
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2294.590 2329.897 1.5663653 3.231388 6816.214 6892.026
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2795.482 2829.605 3.3978915 6.769768 6936.965 7008.393
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2310.536 2341.430 1.5895774 3.638265 7314.555 7380.890
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2794.616 2824.473 3.4015555 6.839773 6964.611 7027.110
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2837.366 2862.957 3.5493702 6.997364 7009.807 7063.377
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2982.750 3013.645 2.7578832 5.211456 8408.056 8474.392
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2835.972 2865.829 3.5379392 6.934320 6986.794 7049.293
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2292.705 2328.013 1.5639481 3.219387 6800.844 6876.656
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2792.856 2826.979 3.3894197 6.757979 6932.798 7004.225
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2308.147 2339.041 1.5864676 3.614167 7288.110 7354.445
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2791.653 2821.510 3.3919881 6.824302 6958.956 7021.455
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2296.824 2327.718 1.5718112 3.373647 7000.915 7067.251
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2794.710 2824.567 3.4018588 7.118568 7086.673 7149.172
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2343.689 2370.170 1.6360456 3.808419 7482.646 7539.505
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2292.835 2323.729 1.5666807 3.337231 6956.010 7022.346
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2791.813 2821.670 3.3925023 7.099554 7079.701 7142.200
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2333.082 2359.562 1.6218824 3.760466 7435.418 7492.277
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2771.077 2803.454 1.5058561 3.196129 6661.071 6727.782
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 2821.157 2848.910 1.5587713 3.293908 6761.387 6818.568
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 5107.309 5136.390 3.6271669 7.238335 10227.922 10286.111
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5109.289 5143.218 3.6271289 7.203276 10213.483 10281.370
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2388.295 2425.299 1.1667261 2.451672 5733.588 5809.829
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5110.137 5148.913 3.6249101 7.160023 10194.520 10272.105
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2389.020 2421.398 1.1688359 2.693585 6073.512 6140.223
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 5108.201 5142.129 3.6250320 7.215557 10219.978 10287.865
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 5104.929 5134.010 3.6225830 7.213758 10215.049 10273.238
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5106.926 5140.854 3.6225769 7.174751 10198.407 10266.294
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2381.479 2418.482 1.1614643 2.439670 5716.284 5792.526
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5107.986 5146.761 3.6207685 7.138672 10183.145 10260.730
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2382.686 2415.064 1.1639373 2.678353 6053.619 6120.330
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5106.010 5139.939 3.6208150 7.195627 10209.499 10277.386
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2487.410 2519.788 1.2476400 2.536756 5837.163 5903.874
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5113.522 5147.451 3.6352966 7.312194 10270.227 10338.114
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 2542.949 2570.701 1.2961645 2.837210 6246.640 6303.821
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2473.100 2505.477 1.2358563 2.515659 5808.395 5875.106
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5110.285 5144.214 3.6290497 7.287501 10257.484 10325.371
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2529.307 2557.059 1.2844916 2.811369 6214.581 6271.762
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8060.566 8097.716 3.5946276 7.338396 18291.152 18367.020
obs Indian (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 8119.691 8156.841 3.6666107 7.414174 18354.057 18429.924
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4118.364 4152.774 1.8532786 3.651180 9286.650 9357.170
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8052.795 8089.945 3.5852721 7.393657 18347.211 18423.078
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3666.721 3706.047 1.4798417 3.001126 8407.650 8488.244
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8036.727 8079.184 3.5636142 7.304436 18266.376 18353.082
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3925.426 3959.836 1.6841367 3.417838 9000.263 9070.783
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 8042.788 8079.939 3.5732615 7.381201 18336.768 18412.635
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4114.720 4149.130 1.8499319 3.622532 9246.581 9317.101
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8045.322 8082.473 3.5762989 7.375877 18331.103 18406.971
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3665.433 3704.759 1.4788966 2.998722 8403.897 8484.491
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8030.019 8072.476 3.5556071 7.290581 18253.833 18340.539
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3924.806 3959.216 1.6836189 3.413439 8993.883 9064.402
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8036.165 8073.315 3.5653335 7.364749 18321.785 18397.653
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 4124.025 4153.519 1.8603347 3.667161 9303.037 9363.482
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3810.161 3844.572 1.5905471 3.117875 8559.278 8629.798
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8039.455 8076.605 3.5692694 7.396439 18352.223 18428.091
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4119.448 4148.943 1.8561161 3.633484 9256.214 9316.659
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3804.407 3838.817 1.5860132 3.109037 8546.272 8616.791
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8033.739 8070.889 3.5624338 7.383499 18340.553 18416.421
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate 4645.871 4670.687 2.1684214 4.058180 10982.354 11033.864
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4642.225 4672.004 2.1626381 4.041548 10962.987 11024.799
obs Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 5206.654 5235.948 3.4728877 7.473812 13494.773 13555.846
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate 4653.078 4677.894 2.1758264 4.077103 11008.264 11059.774
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 4653.942 4683.721 2.1746578 4.071377 11003.742 11065.554
obs Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 5203.351 5232.646 3.4670114 7.486865 13505.394 13566.467
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 5244.523 5273.817 3.5409900 7.549876 13538.506 13599.579
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5207.074 5241.251 3.4700751 7.460472 13489.420 13560.672
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 4588.926 4618.705 2.1087942 3.996313 10923.758 10985.571
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5201.975 5236.152 3.4610138 7.448792 13482.385 13553.637
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 4537.632 4567.411 2.0582419 4.084124 11090.209 11152.021
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4521.834 4556.576 2.0409867 4.043901 11041.317 11113.431
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5241.920 5276.097 3.5326426 7.540505 13537.150 13608.402
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5181.287 5220.346 3.4209782 7.400116 13457.298 13538.729
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4523.825 4558.567 2.0429098 4.045532 11042.857 11114.972
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5192.711 5231.771 3.4410795 7.428787 13475.069 13556.500
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 4587.782 4617.561 2.1076535 4.036437 10989.181 11050.994
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4502.236 4536.979 2.0221531 3.950824 10905.456 10977.571
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5186.497 5220.674 3.4336512 7.434508 13476.566 13547.818
obs Indian (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5195.288 5229.465 3.4491650 7.455462 13489.365 13560.617
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 7206.537 7237.685 3.6322342 7.346484 17454.757 17519.121
obs Indian (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 7238.102 7269.250 3.6756584 7.418453 17515.016 17579.379
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 7195.264 7231.604 3.6141281 7.314730 17431.687 17506.778
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate 5649.303 5681.163 1.5943199 2.899867 12214.763 12280.057
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 7215.474 7251.814 3.6417333 7.377269 17487.112 17562.203
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 5593.395 5625.254 1.5647854 2.832810 12045.472 12110.766
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 5455.740 5492.909 1.4933793 2.755715 11892.337 11968.514
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7274.763 7311.103 3.7239404 7.488838 17575.746 17650.837
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7194.462 7235.993 3.6103171 7.297656 17419.428 17505.246
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 7284.090 7320.430 3.7370418 7.472012 17555.161 17630.252
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 5511.392 5543.251 1.5224531 2.845376 12128.257 12193.551
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 5603.160 5635.019 1.5699043 2.840027 12061.665 12126.959
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5464.825 5501.995 1.4979237 2.762422 11908.076 11984.252
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7212.360 7253.891 3.6347283 7.344967 17460.530 17546.348
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 5481.124 5512.983 1.5071190 2.768417 11912.522 11977.816
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 5420.490 5457.659 1.4758767 2.729131 11829.013 11905.190
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7207.887 7244.227 3.6313456 7.345587 17458.099 17533.190
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7234.728 7271.068 3.6682292 7.407414 17510.025 17585.116
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 5574.168 5600.718 1.5557960 2.878566 12188.584 12242.996
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 5575.448 5607.307 1.5554213 2.867776 12161.129 12226.424
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate 6320.033 6347.594 1.3567800 2.775549 15187.823 15244.511
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + silicate 7390.885 7418.445 1.8179268 2.968331 15208.616 15265.305
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 6323.618 6351.179 1.3581097 2.737707 15051.196 15107.885
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 8541.641 8573.791 3.6665057 7.475280 20846.498 20912.906
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 8505.840 8543.348 3.6226033 7.400499 20776.392 20853.868
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8445.305 8482.812 3.5533889 7.279663 20654.495 20731.970
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 8449.751 8487.258 3.5584268 7.309558 20688.592 20766.068
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 7381.354 7414.427 1.8122085 2.936664 15086.833 15154.860
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate 6332.959 6360.520 1.3615803 2.853297 15451.840 15508.529
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 8447.852 8480.001 3.5585417 7.337594 20717.768 20784.176
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8415.021 8457.886 3.5170187 7.157027 20521.744 20610.288
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 8521.897 8559.405 3.6411872 7.366130 20729.493 20806.969
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8424.441 8467.306 3.5275922 7.179962 20546.284 20634.828
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8542.270 8579.778 3.6649043 7.408962 20772.694 20850.170
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 8445.087 8482.594 3.5531418 7.332022 20716.800 20794.276
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 7353.165 7386.237 1.7983042 2.880219 14865.502 14933.528
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 6989.374 7016.935 1.6290456 2.806825 14924.881 14981.570
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 6890.548 6918.109 1.5856474 2.737503 14714.595 14771.284
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 6331.747 6359.308 1.3611294 2.650584 14720.921 14777.610
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + silicate 7524.266 7551.826 1.8853992 2.974678 15068.574 15125.262
mod Indian (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 4101.887 4126.127 2.1233093 3.921888 8492.850 8542.068
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate 3981.848 4006.088 1.9922427 3.681011 8235.224 8284.443
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4288.369 4321.300 3.3206478 7.320996 10339.417 10407.215
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 3214.892 3243.980 1.3246000 2.398623 6481.818 6540.880
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 3824.716 3853.804 1.8308785 3.765739 8377.195 8436.257
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 4025.074 4049.314 2.0384806 3.728804 8280.461 8329.680
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 2879.829 2908.917 1.1087840 1.969775 5663.910 5722.973
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4262.466 4295.397 3.2683594 7.201897 10277.270 10345.068
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4218.526 4256.161 3.1776393 7.038331 10195.103 10272.586
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 4305.259 4338.190 3.3551941 7.364138 10360.927 10428.725
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 4243.496 4272.584 2.2866284 3.930858 8440.499 8499.562
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4266.629 4299.560 3.2767066 7.216244 10284.713 10352.511
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4219.907 4257.542 3.1803295 7.041807 10196.922 10274.405
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4301.654 4334.585 3.3477899 7.347335 10352.270 10420.068
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4299.091 4332.021 3.3425356 7.313950 10334.517 10402.315
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 4055.179 4084.267 2.0691179 3.433959 7845.448 7904.511
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4252.531 4285.462 3.2485240 7.199363 10276.780 10344.578
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 4106.002 4135.090 2.1256951 3.925174 8500.058 8559.120
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4255.458 4288.389 3.2543547 7.213585 10284.273 10352.071
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 4103.817 4132.905 2.1232302 3.921343 8496.213 8555.276
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 3908.506 3937.837 1.7630551 3.350223 8938.721 8999.228
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 3540.081 3569.412 1.4612143 2.770590 8056.970 8117.477
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 3771.673 3805.893 1.6426110 3.214525 8778.122 8848.713
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 6026.933 6057.176 3.3688441 6.800616 13957.850 14019.944
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6017.327 6052.611 3.3517691 6.748111 13919.256 13991.700
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5986.433 6026.757 3.3038426 6.691718 13882.909 13965.701
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3480.420 3514.640 1.4160062 2.623659 7783.544 7854.135
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 5995.848 6031.132 3.3203972 6.741398 13919.379 13991.822
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 4000.520 4029.851 1.8477084 3.420621 9006.662 9067.169
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 3918.135 3947.467 1.7717293 3.434050 9071.780 9132.287
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3753.853 3788.073 1.6277598 3.204226 8768.017 8838.608
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6040.054 6075.338 3.3852882 6.793039 13951.997 14024.441
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5999.373 6039.698 3.3226149 6.727625 13910.914 13993.707
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3467.579 3501.799 1.4067690 2.609345 7759.462 7830.054
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6007.138 6042.422 3.3368503 6.772346 13943.294 14015.738
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 3994.558 4023.890 1.8421028 3.418870 9007.232 9067.739
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 4005.562 4034.893 1.8524626 3.238853 8674.935 8735.442
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6003.156 6038.439 3.3310373 6.748299 13923.421 13995.865
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 6002.588 6032.832 3.3331275 6.759600 13928.891 13990.986
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6017.154 6052.438 3.3515158 6.795702 13960.854 14033.298
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 9129.410 9167.576 3.4032871 6.674101 22887.202 22966.516
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 5371.602 5403.568 1.4074388 2.424546 11400.028 11465.878
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 5368.021 5405.315 1.4048607 2.400565 11309.333 11386.159
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9219.826 9257.993 3.4937116 6.693699 22862.072 22941.386
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9174.617 9218.236 3.4462026 6.579360 22707.468 22798.113
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 9183.613 9221.779 3.4572098 6.593368 22719.516 22798.830
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 5369.588 5401.555 1.4065082 2.480394 11625.620 11691.471
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 5371.786 5403.752 1.4075239 2.429231 11419.119 11484.970
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5368.513 5405.808 1.4050881 2.404308 11324.595 11401.421
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9207.208 9250.828 3.4789314 6.643231 22792.261 22882.906
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9214.682 9252.849 3.4885032 6.654226 22800.108 22879.422
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 5191.272 5223.239 1.3264824 2.386407 11392.474 11458.324
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 5382.433 5414.400 1.4124558 2.456627 11520.891 11586.741
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 4978.979 5010.945 1.2371237 2.136750 10493.132 10558.983
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9173.993 9212.160 3.4475784 6.584779 22711.651 22790.965
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 9181.670 9214.384 3.4572674 6.594979 22718.187 22786.171
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 5383.346 5415.313 1.4128795 2.460840 11536.982 11602.832
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 4982.497 5014.464 1.2385545 2.142003 10514.411 10580.262
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9206.040 9244.207 3.4797709 6.649516 22798.169 22877.483
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 9212.898 9245.612 3.4887216 6.658496 22803.076 22871.059
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5870.020 5905.347 3.0937163 6.087104 15386.991 15461.124
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 5881.113 5911.393 3.1113936 6.109004 15401.409 15464.952
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 2844.002 2873.927 0.8945286 1.398019 5052.783 5114.583
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 2771.871 2806.783 0.8644315 1.355601 4908.373 4980.473
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5976.220 6011.546 3.2400444 6.268980 15537.792 15611.925
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5915.908 5956.281 3.1533693 6.135718 15420.921 15505.645
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 5915.407 5950.734 3.1554269 6.138316 15419.105 15493.238
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 2844.307 2874.232 0.8946545 1.400035 5064.321 5126.121
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2772.469 2807.382 0.8646704 1.357704 4920.328 4992.428
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5952.411 5992.784 3.2038585 6.231559 15514.441 15599.165
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5950.883 5986.209 3.2045168 6.235294 15514.751 15588.884
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 2862.899 2887.836 0.9032005 1.406770 5070.147 5121.647
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 2862.321 2892.246 0.9021263 1.400626 5041.232 5103.032
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 2795.461 2825.386 0.8747049 1.347594 4816.251 4878.052
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5931.879 5967.205 3.1781257 6.161321 15435.964 15510.097
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5937.234 5967.514 3.1883145 6.173122 15441.360 15504.903
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 2863.659 2888.596 0.9035173 1.409131 5083.055 5134.555
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 2863.275 2893.199 0.9025234 1.403676 5058.100 5119.901
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 2797.186 2827.111 0.8754016 1.350042 4829.062 4890.862
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5973.004 6008.330 3.2355129 6.264355 15534.459 15608.592
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8689.040 8732.112 0.8433510 1.409482 17549.932 17638.903
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 17019.782 17062.530 3.1408378 6.497828 41145.470 41233.230
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 17046.538 17083.179 3.1544817 6.527531 41213.977 41289.200
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8633.489 8676.561 0.8366351 1.402932 17497.437 17586.408
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8423.978 8473.202 0.8115499 1.377628 17285.903 17387.585
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8423.529 8466.600 0.8117312 1.378642 17298.753 17387.725
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 8629.894 8672.965 0.8362023 1.402295 17490.083 17579.055
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 17354.174 17390.815 3.3042079 6.580799 41255.618 41330.841
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17310.937 17353.684 3.2817533 6.554783 41204.410 41292.170
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8424.367 8473.592 0.8115954 1.377510 17283.284 17384.966
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17312.589 17361.444 3.2815813 6.540765 41169.195 41269.492
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 17353.811 17396.559 3.3030312 6.570805 41232.551 41320.311
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8632.163 8675.234 0.8364754 1.403884 17516.515 17605.487
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8426.189 8475.414 0.8118083 1.378985 17308.295 17409.977
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate 17434.062 17464.597 3.3452472 6.633524 41366.146 41428.831
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 17375.352 17411.993 3.3147731 6.595905 41289.494 41364.716
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8688.802 8731.874 0.8433221 1.409271 17546.342 17635.314
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17362.238 17404.986 3.3072300 6.570324 41227.839 41315.599
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 17432.531 17469.172 3.3434669 6.620098 41334.086 41409.308
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8689.082 8732.153 0.8433561 1.410554 17569.579 17658.550
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 18569.426 18611.187 6.0579498 14.650293 29121.505 29200.346
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 18530.525 18578.252 6.0150998 14.553826 29066.125 29156.229
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 17005.687 17041.290 5.0861701 9.848198 26975.551 27043.681
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 18684.324 18720.119 6.1821068 15.094426 29342.337 29409.915
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 16512.842 16554.379 4.6545405 9.109092 26261.636 26341.121
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 18680.109 18721.870 6.1754423 15.086684 29339.765 29418.606
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 16984.770 17026.307 5.0653242 9.806124 26941.703 27021.187
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 16443.202 16490.673 4.5951643 8.980042 26141.311 26232.151
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16942.975 16984.512 5.0275261 9.720620 26866.108 26945.593
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18578.270 18620.031 6.0672549 14.676998 29136.321 29215.162
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 16493.245 16540.716 4.6365606 9.044674 26209.017 26299.857
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18562.560 18610.287 6.0486359 14.627829 29112.118 29202.222
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 17031.301 17066.903 5.1095704 9.867995 26998.635 27066.764
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 18690.503 18726.298 6.1887398 15.074582 29339.733 29407.311
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16458.247 16499.784 4.6092227 8.994501 26154.662 26234.147
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 18688.123 18729.885 6.1840380 15.069088 29339.091 29417.931
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17033.301 17074.837 5.1095704 9.858797 26996.168 27075.653
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18624.341 18666.102 6.1159610 14.767862 29196.811 29275.652
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 16443.998 16491.468 4.5958197 8.978128 26140.148 26230.988
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18614.015 18661.743 6.1028926 14.730268 29180.106 29270.210
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 13347.820 13389.379 2.6194162 5.152750 24343.288 24425.147
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 13471.510 13507.132 2.6788943 5.257035 24546.959 24617.124
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12782.232 12822.266 4.1254946 9.450275 23708.557 23786.922
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13000.887 13048.383 2.4611276 4.975798 23963.779 24057.331
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12475.520 12521.273 3.8520818 9.093438 23348.102 23437.662
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 13292.398 13333.957 2.5936108 5.174516 24374.858 24456.717
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12769.332 12809.366 4.1136902 9.499867 23736.125 23814.491
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12794.465 12834.499 4.1367192 9.474743 23729.557 23807.923
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13256.956 13304.452 2.5763214 5.206476 24429.804 24523.356
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12523.039 12568.792 3.8929563 9.159286 23412.400 23501.961
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13496.494 13538.053 2.6899156 5.368749 24753.094 24834.952
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12805.037 12845.071 4.1464454 9.546565 23780.957 23859.322
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13345.739 13387.298 2.6184424 5.193304 24417.237 24499.095
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12914.723 12954.757 4.2487090 9.631570 23879.343 23957.708
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 13506.648 13542.271 2.6957624 5.319017 24663.213 24733.378
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 13113.805 13148.120 4.4427796 9.944986 24153.835 24221.005
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13487.792 13529.351 2.6857374 5.346355 24712.486 24794.345
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12932.351 12972.385 4.2653784 9.656207 23902.192 23980.558
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 13637.787 13673.409 2.7596586 5.459709 24929.276 24999.441
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 13128.951 13163.265 4.4577513 9.961353 24169.876 24237.046
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 11796.215 11830.877 2.8620749 4.900885 20320.647 20388.905
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12395.934 12436.373 3.2441547 5.627734 21546.377 21626.011
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12529.041 12568.659 4.6243252 9.811141 22737.426 22814.958
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11492.432 11538.647 2.6832319 4.505390 19572.159 19663.170
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12478.617 12523.894 4.5675278 9.745445 22683.290 22771.898
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11745.087 11785.525 2.8303737 4.860231 20253.941 20333.575
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12835.540 12875.158 4.9708157 10.309691 23140.030 23217.562
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12595.620 12635.238 4.6974778 9.920330 22827.033 22904.565
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11647.787 11694.003 2.7720617 4.692920 19938.199 20029.210
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12566.783 12612.060 4.6634530 9.882813 22797.971 22886.579
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11870.375 11910.813 2.9057008 5.026644 20554.549 20634.183
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12881.162 12920.779 5.0245640 10.385167 23199.160 23276.692
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12691.018 12724.976 4.8065815 10.093071 22960.711 23027.167
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11712.242 11752.681 2.8109518 4.802249 20144.494 20224.129
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12622.546 12662.164 4.7273896 9.990062 22879.221 22956.753
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 11836.799 11871.461 2.8865296 4.994515 20494.496 20562.754
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 12757.568 12791.526 4.8825830 10.201622 23047.677 23114.133
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11859.694 11900.133 2.8992020 4.987174 20481.290 20560.925
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12713.411 12753.028 4.8297435 10.134640 22996.664 23074.197
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 11961.299 11995.961 2.9628617 5.158096 20780.977 20849.235
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 17700.558 17730.521 4.8082885 10.290086 30591.452 30649.577
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 15496.799 15533.251 2.6912940 5.032960 25718.366 25789.127
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 17532.984 17568.940 4.6724677 10.088440 30376.009 30445.759
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 15470.343 15512.870 2.6794062 5.009322 25671.280 25753.835
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15056.532 15099.059 2.5123508 4.692904 24959.463 25042.017
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17556.459 17598.407 4.6894538 10.146390 30432.589 30513.964
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14972.368 15020.970 2.4788986 4.601958 24757.109 24851.457
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17495.033 17542.974 4.6394634 10.096397 30373.161 30466.161
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15174.381 15216.907 2.5588362 4.914365 25424.496 25507.050
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17631.485 17673.434 4.7492834 10.271132 30556.429 30637.804
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14992.505 15041.107 2.4866767 4.763224 25091.215 25185.563
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 17598.750 17646.691 4.7214895 10.242630 30525.165 30618.165
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 15412.831 15449.283 2.6563666 5.048984 25731.216 25801.978
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 17578.305 17614.260 4.7083872 10.170040 30456.001 30525.751
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15292.035 15334.561 2.6061027 4.965080 25548.730 25631.284
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17504.696 17546.644 4.6486155 10.109815 30384.049 30465.425
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 15540.877 15577.328 2.7098119 5.261893 26149.478 26220.240
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 17650.414 17686.370 4.7661087 10.294432 30578.196 30647.946
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15335.009 15377.536 2.6235841 5.131196 25866.544 25949.099
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17608.551 17650.500 4.7309142 10.259227 30538.325 30619.700
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20129.071 20173.360 2.7564504 5.544846 34868.167 34954.528
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 26251.705 26296.709 4.2490318 9.414116 46950.997 47038.878
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 26249.723 26288.297 4.2490399 9.430063 46967.836 47043.162
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 26325.828 26364.402 4.2845055 9.574359 47184.428 47259.754
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18547.815 18592.104 2.2766242 4.519660 31975.872 32062.233
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 26211.252 26256.256 4.2303002 9.415622 46936.971 47024.851
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18367.071 18417.687 2.2268567 4.452423 31750.024 31848.723
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26161.338 26212.770 4.2063824 9.335185 46814.992 46915.426
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 20368.161 20412.450 2.8373239 6.025303 35913.996 36000.358
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 26192.321 26237.324 4.2215623 9.392545 46899.325 46987.205
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 26388.927 26427.501 4.3141341 9.632243 47283.527 47358.853
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18738.836 18783.125 2.3298347 4.616648 32283.328 32369.689
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 26281.653 26326.656 4.2629524 9.464944 47029.062 47116.943
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18594.061 18644.677 2.2888400 4.565827 32114.612 32213.311
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26221.994 26273.427 4.2343411 9.387713 46907.944 47008.379
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26246.457 26291.460 4.2465968 9.448398 46993.618 47081.499
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 18576.432 18614.394 2.2850701 4.567212 32106.607 32180.632
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18433.508 18477.797 2.2453657 4.486278 31855.857 31942.219
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 18786.068 18824.030 2.3437491 4.657923 32400.209 32474.233
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18683.048 18727.337 2.3141670 4.602225 32230.817 32317.179
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 22111.962 22157.985 1.9490643 3.986515 38604.315 38694.160
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 26593.596 26639.093 3.6186048 8.434301 47292.102 47380.638
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 22953.258 22992.706 2.1105863 4.334143 40119.632 40196.642
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 26689.057 26728.055 3.6546751 8.489207 47412.560 47488.449
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21862.148 21908.171 1.9036333 3.916151 38259.275 38349.119
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 22534.461 22573.910 2.0287641 4.177450 39435.930 39512.940
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 20966.995 21013.018 1.7493637 3.735109 37260.547 37350.392
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 26966.461 27005.459 3.7593229 8.579266 47669.063 47744.951
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 26737.837 26783.334 3.6721159 8.431285 47354.681 47443.218
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26365.698 26417.695 3.5349233 8.235488 46898.849 47000.034
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 26365.184 26410.682 3.5354581 8.241407 46904.253 46992.790
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 21094.377 21133.825 1.7708632 3.756675 37386.187 37463.196
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 20914.990 20961.013 1.7407956 3.723655 37197.291 37287.136
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 26987.027 27026.025 3.7671994 8.591721 47696.195 47772.083
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 26761.195 26806.693 3.6808558 8.443635 47383.285 47471.821
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26382.691 26434.688 3.5410419 8.247104 46923.926 47025.111
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26381.805 26427.303 3.5414435 8.253240 46929.463 47017.999
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 21046.179 21085.628 1.7628235 3.745775 37326.843 37403.852
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 21189.466 21235.489 1.7864952 3.761029 37439.225 37529.070
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 21297.616 21337.064 1.8051706 3.802744 37635.096 37712.105
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 27276.285 27315.665 3.2693880 7.948815 49664.096 49740.896
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 27251.974 27297.917 3.2611839 7.922644 49612.725 49702.325
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20396.766 20442.410 1.8449116 3.548246 34407.113 34496.051
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20172.958 20218.602 1.8042165 3.484354 34084.960 34173.897
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 20298.612 20337.735 1.8273166 3.516473 34247.011 34323.243
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 19413.221 19458.865 1.6726517 3.352440 33323.732 33412.670
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 27268.478 27307.858 3.2669517 7.943573 49651.758 49728.558
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 27243.557 27289.500 3.2585639 7.917510 49600.234 49689.834
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26720.464 26772.971 3.0991999 7.691998 48971.119 49073.519
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 26769.568 26815.512 3.1143612 7.707162 49018.227 49107.827
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 19411.488 19450.612 1.6726962 3.352537 33320.226 33396.459
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 20159.649 20198.773 1.8021842 3.517448 34218.051 34294.283
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19411.805 19457.449 1.6724156 3.352841 33325.035 33413.973
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 27273.787 27313.166 3.2686081 7.949203 49663.482 49740.282
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 27248.730 27294.674 3.2601740 7.923440 49612.407 49702.007
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26714.535 26767.041 3.0974456 7.692138 48968.305 49070.705
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26764.639 26810.582 3.1128956 7.707589 49016.411 49106.011
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 19410.107 19449.231 1.6724660 3.352931 33321.508 33397.740
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 19690.068 19735.712 1.7194442 3.392196 33570.473 33659.410
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 19732.689 19771.812 1.7271074 3.399896 33611.251 33687.483
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 8160.334 8195.113 1.2921335 2.637451 13916.057 13983.374
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 8281.443 8316.222 1.3247101 2.663390 14020.607 14087.923
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate 8467.061 8496.044 1.3768063 2.909349 14657.024 14713.121
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 8280.203 8314.981 1.3243723 2.735266 14195.270 14262.586
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 8381.520 8416.298 1.3522483 2.767492 14306.892 14374.209
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 8161.249 8196.028 1.2923765 2.597502 13815.425 13882.742
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14004.783 14046.327 2.9614445 7.370266 24990.407 25070.761
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13937.567 13985.046 2.9249759 7.313269 24907.549 24999.383
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 13942.293 13983.837 2.9284995 7.316914 24910.379 24990.734
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 8427.393 8462.172 1.3650620 2.902118 14629.199 14696.516
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 8468.947 8503.726 1.3767740 2.903819 14648.879 14716.195
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 8136.185 8170.964 1.2857341 2.576789 13754.070 13821.387
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13933.792 13981.271 2.9229995 7.314026 24906.128 24997.961
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13938.061 13979.605 2.9262817 7.317436 24908.507 24988.861
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 8425.058 8459.837 1.3644068 2.900974 14625.800 14693.117
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate 14002.958 14038.567 2.9615372 7.370553 24986.748 25055.623
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13961.737 14003.281 2.9387111 7.329640 24931.989 25012.343
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 13961.621 13997.230 2.9397022 7.330731 24929.959 24998.834
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13959.604 14001.148 2.9375893 7.332053 24932.898 25013.253
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 13959.159 13994.768 2.9384070 7.332978 24930.545 24999.420
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 7708.248 7743.370 1.0784001 2.358456 13790.576 13858.744
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 7511.904 7552.880 1.0376569 2.297117 13537.125 13616.654
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18743.314 18786.962 2.8971815 7.226277 34205.610 34290.508
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18584.450 18634.333 2.8360575 7.134240 34010.362 34107.388
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 7740.222 7781.198 1.0846950 2.385030 13881.830 13961.359
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 18635.087 18678.734 2.8559147 7.159902 34066.228 34151.125
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 7701.951 7737.072 1.0770823 2.357149 13784.309 13852.477
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7505.534 7546.509 1.0363742 2.295660 13530.253 13609.782
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18593.213 18643.096 2.8393535 7.139635 34021.741 34118.766
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7746.776 7787.751 1.0860762 2.388652 13894.655 13974.184
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18645.304 18688.951 2.8597851 7.165574 34078.686 34163.583
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 8331.110 8360.378 1.2175138 2.501572 14422.814 14479.621
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 8325.573 8360.694 1.2157333 2.490664 14393.284 14461.452
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 18741.338 18778.750 2.8971906 7.238438 34216.647 34289.416
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18617.744 18661.392 2.8493568 7.147560 34041.683 34126.580
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 18662.847 18700.259 2.8672031 7.171538 34092.420 34165.189
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 8394.334 8423.602 1.2325528 2.519565 14494.411 14551.218
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 8386.213 8421.334 1.2301328 2.509376 14466.228 14534.395
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18628.968 18672.616 2.8535993 7.154155 34055.837 34140.735
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 18675.383 18712.795 2.8719715 7.178703 34107.938 34180.707
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 27862.008 27895.195 2.8595063 7.056933 55047.886 55113.416
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 27857.993 27897.817 2.8579815 7.051950 55038.021 55116.657
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 27806.502 27852.964 2.8444584 7.026269 54960.880 55052.622
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 10864.954 10902.139 1.0780302 2.597891 20939.416 21012.091
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 10358.674 10402.057 1.0051764 2.432029 20089.342 20174.129
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 27669.632 27722.732 2.8096483 6.972728 54783.256 54888.103
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 9800.196 9843.579 0.9307916 2.383900 19630.711 19715.498
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 27771.302 27817.764 2.8355943 7.000605 54887.343 54979.084
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 10883.175 10920.360 1.0807377 2.602458 20964.334 21037.010
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10370.878 10414.261 1.0068666 2.434992 20106.429 20191.217
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 27732.312 27785.411 2.8253070 7.023006 54924.809 55029.656
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9828.166 9871.549 0.9343824 2.388638 19663.003 19747.790
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 27884.629 27931.091 2.8642314 7.062582 55076.604 55168.345
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 10848.745 10885.930 1.0756274 2.527445 20672.396 20745.071
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 27728.822 27775.284 2.8249338 7.010959 54892.795 54984.536
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 10863.333 10900.518 1.0777897 2.563302 20812.619 20885.294
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 27844.043 27883.867 2.8544486 7.040654 55006.426 55085.061
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 10906.428 10943.613 1.0842029 2.539047 20741.482 20814.157
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 27784.317 27830.779 2.8388686 7.063563 55035.866 55127.607
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 10953.704 10990.889 1.0912821 2.579207 20911.876 20984.551
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17305.951 17349.297 2.6487289 6.614240 34138.543 34223.950
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 6394.040 6428.902 0.8825568 2.028653 12938.299 13007.059
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 17329.497 17366.651 2.6581096 6.626855 34164.993 34238.199
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17356.593 17399.939 2.6673574 6.662171 34233.461 34318.868
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 6544.713 6579.575 0.9099351 2.046659 13054.487 13123.247
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 17424.072 17461.225 2.6931278 6.689942 34301.950 34375.156
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6362.684 6403.356 0.8766080 1.997345 12814.969 12895.189
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17275.062 17324.601 2.6367007 6.599170 34105.040 34202.647
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 5800.648 5841.321 0.7821942 1.917158 12305.912 12386.132
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 17288.223 17331.569 2.6422384 6.607006 34119.687 34205.094
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6366.964 6407.637 0.8773693 1.997355 12816.433 12896.654
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 17265.174 17314.713 2.6330952 6.608415 34114.624 34212.232
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5815.018 5855.691 0.7844766 1.918849 12318.096 12398.316
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17298.968 17342.314 2.6461705 6.622393 34147.782 34233.189
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 6361.366 6396.228 0.8767293 1.997758 12812.742 12881.503
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17390.385 17433.731 2.6798602 6.694806 34297.485 34382.892
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5835.616 5870.478 0.7880792 1.924743 12345.167 12413.927
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 17477.903 17515.056 2.7132655 6.729714 34385.252 34458.458
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 6366.204 6401.067 0.8775899 1.997954 12815.093 12883.853
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 5856.606 5891.469 0.7914404 1.927682 12364.597 12433.357
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 20009.883 20041.682 2.5139916 6.522272 43825.794 43889.355
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 20755.985 20797.529 0.9628596 2.339710 47582.789 47666.035
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 20032.935 20074.479 0.9176064 2.394165 47937.980 48021.226
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 20700.882 20742.426 0.9593337 2.337897 47546.857 47630.103
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 18279.760 18321.304 0.8165154 2.401660 47279.172 47362.418
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 19996.186 20044.654 0.9152421 2.392769 47913.336 48010.457
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 19994.948 20033.107 2.5090134 6.517088 43812.424 43888.697
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20686.589 20735.057 0.9582936 2.335077 47514.645 47611.766
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19989.811 20034.330 2.5069185 6.509230 43797.084 43886.069
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19882.396 19933.274 2.4750194 6.477260 43691.521 43793.218
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 18235.433 18283.901 0.8140009 2.391079 47158.167 47255.287
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 19880.837 19925.356 2.4751472 6.482720 43699.250 43788.235
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 20005.303 20053.771 0.9157979 2.391777 47906.290 48003.411
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20695.476 20743.944 0.9588608 2.334047 47505.629 47602.750
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19962.441 20013.319 2.4983157 6.664743 44112.498 44214.196
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18253.695 18302.163 0.8149911 2.390862 47164.616 47261.737
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate 20356.208 20388.007 2.6179879 6.677061 44278.902 44342.463
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 20294.023 20332.182 2.5983946 6.649378 44201.801 44278.074
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20153.001 20197.520 2.5552608 6.606069 44062.411 44151.396
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 20177.978 20216.137 2.5633416 6.621515 44100.793 44177.066

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 3 - 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
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
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
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
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
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
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
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
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
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
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
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
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,26.5] 5 8 5 6 10 6 10
(26.5,26.75] 6 9 5 10 5 6 9
(26.75,27] 7 6 5 10 5 10 7
(27,27.25] 6 9 4 6 6 10 9
(27.25,27.5] 6 8 6 5 5 9 8
(27.5,27.75] 7 2 5 8 10 6 6
(27.75,27.85] 8 4 5 6 10 8 5
(27.85,27.95] 8 2 5 8 10 6 5
(27.95,28.05] 7 NA 7 10 6 6 6
(28.05,28.1] 7 NA 7 10 6 6 6
(28.1,28.15] 8 7 6 5 6 7 6
(28.15,28.2] 7 10 7 1 6 6 6
(28.2, Inf] 6 10 7 4 10 3 6
total 88.00 — 74.00 89.00 95.00 89.00 89.00
Indian - mod
(-Inf,26] 4 6 5 9 10 6 10
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 6 5 4 10 6 10 8
(26.75,27] 5 8 5 10 6 6 10
(27,27.25] 3 10 4 8 6 6 4
(27.25,27.5] 2 10 3 5 8 5 9
(27.5,27.75] 3 4 3 10 3 4 5
(27.75,27.85] 3 2 5 8 7 8 4
(27.85,27.95] 4 3 5 5 10 9 8
(27.95,28.05] 4 10 4 3 6 5 10
(28.05,28.1] 5 10 5 2 4 4 10
(28.1, Inf] 7 10 6 7 7 10 6
total 51.00 84.00 54.00 87.00 79.00 81.00 94.00
Pacific - mod
(-Inf,26] 6 10 6 4 10 5 10
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 6 5 5 10 5 9 9
(26.75,27] 6 10 6 10 4 5 8
(27,27.25] 6 9 4 10 6 6 9
(27.25,27.5] 4 5 4 6 10 10 6
(27.5,27.75] 3 6 4 5 10 10 7
(27.75,27.85] 4 6 4 2 10 8 5
(27.85,27.95] 5 8 5 2 6 6 10
(27.95,28.05] 5 6 5 4 6 8 10
(28.05,28.1] 5 4 5 6 6 10 8
(28.1, Inf] 4 7 6 7 10 6 6
total 60.00 81.00 60.00 76.00 87.00 93.00 96.00
Atlantic - obs
(-Inf,26.5] 8 10 6 10 6 5 6
(26.5,26.75] 4 6 6 10 8 5 10
(26.75,27] 2 5 8 10 6 6 10
(27,27.25] 4 7 6 10 7 6 10
(27.25,27.5] 4 5 6 10 8 6 10
(27.5,27.75] 8 5 6 10 6 10 6
(27.75,27.85] 8 6 4 10 5 10 6
(27.85,27.95] 4 5 4 10 10 10 6
(27.95,28.05] 4 5 6 10 10 10 6
(28.05,28.1] 4 6 6 10 10 7 7
(28.1,28.15] 2 6 8 10 6 5 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 8 6 7 10 9 7 5
total 64.00 77.00 79.00 130.00 99.00 93.00 102.00
Indian - obs
(-Inf,26] 4 6 5 10 9 6 10
(26,26.5] 5 6 5 10 8 6 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 5 8 5 10 8 8 8
(27,27.25] 6 10 4 10 6 8 5
(27.25,27.5] 6 9 4 10 6 9 6
(27.5,27.75] 5 7 5 10 10 8 5
(27.75,27.85] 5 8 4 10 8 8 9
(27.85,27.95] 6 6 4 10 7 7 10
(27.95,28.05] 6 6 5 10 6 8 9
(28.05,28.1] 7 6 5 10 5 9 8
(28.1, Inf] 10 5 2 10 4 6 8
total 70.00 83.00 53.00 120.00 85.00 89.00 98.00
Pacific - obs
(-Inf,26] 6 10 6 6 10 5 8
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 5 8 5 10 6 6 10
(26.75,27] 6 9 6 10 4 4 8
(27,27.25] 6 5 4 10 10 6 8
(27.25,27.5] 6 5 4 10 10 6 8
(27.5,27.75] 6 5 6 10 10 4 8
(27.75,27.85] 6 6 4 10 5 8 10
(27.85,27.95] 6 6 4 10 5 8 10
(27.95,28.05] 7 5 5 10 6 8 7
(28.05,28.1] 6 5 4 10 8 10 6
(28.1, Inf] 9 5 2 10 5 5 9
total 74.00 75.00 55.00 116.00 85.00 78.00 102.00

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
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
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
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
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
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
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
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: rparams_local$MLR_target`

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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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 

[[2]]

Version Author Date
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
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
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_grid, lon_grid) %>% 
  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) %>%
  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 ~ .)
  )
[[1]]

Version Author Date
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
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
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
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
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
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 

[[7]]

Version Author Date
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]]

Version Author Date
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 

[[9]]

Version Author Date
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 

[[10]]

Version Author Date
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 

[[11]]

Version Author Date
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 

[[12]]

Version Author Date
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
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 

[[13]]

Version Author Date
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 

[[14]]

Version Author Date
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 

[[15]]

Version Author Date
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
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
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 

[[16]]

Version Author Date
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 

[[17]]

Version Author Date
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 

[[18]]

Version Author Date
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 

[[19]]

Version Author Date
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 

[[20]]

Version Author Date
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 

[[21]]

Version Author Date
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 

[[22]]

Version Author Date
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 

[[23]]

Version Author Date
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
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
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 

[[25]]

Version Author Date
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 

[[26]]

Version Author Date
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 

[[27]]

Version Author Date
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 

[[28]]

Version Author Date
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 

[[29]]

Version Author Date
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
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 

[[30]]

Version Author Date
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
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
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 

[[31]]

Version Author Date
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
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
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 

[[32]]

Version Author Date
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
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
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
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_grid, lon_grid, .resid_mean) %>% 
  arrange(era) %>% 
  group_by(data_source, gamma_slab, lat_grid, lon_grid) %>% 
  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) %>%
  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")
  ) +
    geom_raster(data = spatial_obs,
                aes(lon, lat))
  )
[[1]]

Version Author Date
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
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
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
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
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
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
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 

[[7]]

Version Author Date
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]]

Version Author Date
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 

[[9]]

Version Author Date
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 

[[10]]

Version Author Date
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 

[[11]]

Version Author Date
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 

[[12]]

Version Author Date
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
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 

[[13]]

Version Author Date
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 

[[14]]

Version Author Date
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
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 

[[15]]

Version Author Date
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
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 

[[16]]

Version Author Date
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 

[[17]]

Version Author Date
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
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 

[[18]]

Version Author Date
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 

[[19]]

Version Author Date
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 

[[20]]

Version Author Date
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 

[[21]]

Version Author Date
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 

[[22]]

Version Author Date
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 

[[23]]

Version Author Date
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 

[[24]]

Version Author Date
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 

[[25]]

Version Author Date
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 

[[26]]

Version Author Date
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 

[[27]]

Version Author Date
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
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 

[[28]]

Version Author Date
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 

[[29]]

Version Author Date
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
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 

[[30]]

Version Author Date
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
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
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
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

Version Author Date
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
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
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 

[[32]]

Version Author Date
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
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
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

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

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

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

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

other attached packages:
 [1] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.9     
 [5] kableExtra_1.3.1 knitr_1.33       olsrr_0.5.3      GGally_2.0.0    
 [9] lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.3     
[21] tibble_3.1.3     ggplot2_3.3.5    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1