Last updated: 2021-12-23

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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:

  • tco2

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
mod Atlantic (-Inf,26] tco2 ~ sal + aou + oxygen + nitrate + silicate 1054.540 1076.891 4.3555488 8.155597 2126.058 2171.211
mod Atlantic (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + nitrate 1043.381 1065.731 4.2226050 8.215663 2133.923 2179.076
obs Atlantic (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + nitrate 1644.683 1669.018 7.3340832 13.252883 2905.541 2952.788
mod Atlantic (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 1041.287 1066.831 4.1748591 7.936940 2110.949 2162.552
obs Atlantic (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 1590.492 1618.304 6.5206802 12.431275 2852.810 2906.805
mod Atlantic (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + silicate 1039.589 1061.940 4.1783683 8.131671 2126.289 2171.443
obs Atlantic (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + silicate 1679.019 1703.354 7.8802907 14.375444 2976.117 3023.363
mod Atlantic (-Inf,26] tco2 ~ sal + temp + aou + nitrate + silicate 1075.559 1097.910 4.6174215 8.416680 2146.997 2192.150
obs Atlantic (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate 1641.196 1665.531 7.2807703 13.202650 2902.257 2949.503
mod Atlantic (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 1063.316 1088.860 4.4383100 8.201517 2133.093 2184.697
obs Atlantic (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 1588.691 1616.503 6.4961548 12.406323 2850.980 2904.976
mod Atlantic (-Inf,26] tco2 ~ sal + temp + aou + phosphate + silicate 1062.420 1084.771 4.4519392 8.402708 2148.874 2194.027
obs Atlantic (-Inf,26] tco2 ~ sal + temp + aou + phosphate + silicate 1676.766 1701.101 7.8432291 14.340036 2973.963 3021.209
obs Atlantic (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate 1701.114 1721.973 8.2877044 14.797771 2997.107 3037.603
obs Atlantic (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate 1640.379 1664.714 7.2683406 13.198210 2901.966 2949.212
mod Atlantic (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 1068.502 1094.045 4.5026991 8.265488 2138.236 2189.839
obs Atlantic (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 1588.537 1616.349 6.4940574 12.410148 2851.216 2905.212
mod Atlantic (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + silicate 1066.908 1089.259 4.5077867 8.458817 2153.387 2198.541
obs Atlantic (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + silicate 1676.506 1700.841 7.8389740 14.339464 2973.925 3021.171
mod Atlantic (-Inf,26] tco2 ~ sal + temp + phosphate + nitrate + silicate 1074.694 1097.044 4.6063357 8.388893 2144.440 2189.593
mod Atlantic (26,26.5] tco2 ~ sal + aou + oxygen + nitrate + silicate 2702.754 2731.052 5.8964807 10.926879 5660.158 5717.746
obs Atlantic (26,26.5] tco2 ~ sal + aou + oxygen + phosphate 2444.658 2468.090 6.6546057 11.774684 5844.498 5893.844
mod Atlantic (26,26.5] tco2 ~ sal + aou + oxygen + phosphate + nitrate 2523.078 2551.376 4.7634112 9.347817 5390.429 5448.017
mod Atlantic (26,26.5] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 2517.628 2549.969 4.7214483 9.302509 5386.271 5452.085
mod Atlantic (26,26.5] tco2 ~ sal + aou + oxygen + phosphate + silicate 2569.833 2598.132 5.0354002 9.768239 5468.093 5525.681
obs Atlantic (26,26.5] tco2 ~ sal + aou + oxygen + phosphate + silicate 2444.449 2471.787 6.6346103 11.719779 5838.695 5896.265
obs Atlantic (26,26.5] tco2 ~ sal + aou + phosphate + nitrate 2431.328 2454.760 6.5348420 11.839240 5870.425 5919.771
obs Atlantic (26,26.5] tco2 ~ sal + aou + phosphate + nitrate + silicate 2433.160 2460.497 6.5333483 11.770938 5860.188 5917.758
obs Atlantic (26,26.5] tco2 ~ sal + temp + aou + phosphate 2444.334 2467.766 6.6516668 11.834466 5857.689 5907.035
mod Atlantic (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate 2531.146 2559.444 4.8092727 9.591383 5439.452 5497.039
obs Atlantic (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate 2427.024 2454.361 6.4789572 11.568420 5822.207 5879.777
mod Atlantic (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2522.964 2555.305 4.7514660 9.518979 5430.304 5496.119
obs Atlantic (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2428.934 2460.177 6.4781686 11.542290 5820.576 5886.371
mod Atlantic (26,26.5] tco2 ~ sal + temp + aou + phosphate + silicate 2582.505 2610.804 5.1117551 10.084926 5528.811 5586.399
obs Atlantic (26,26.5] tco2 ~ sal + temp + aou + phosphate + silicate 2444.133 2471.471 6.6317584 11.773287 5850.614 5908.184
mod Atlantic (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate 2538.047 2566.345 4.8488515 9.745855 5469.382 5526.969
obs Atlantic (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate 2429.790 2457.127 6.5034185 11.671432 5841.973 5899.544
mod Atlantic (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2530.737 2563.078 4.7955348 9.677233 5461.036 5526.850
obs Atlantic (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2431.727 2462.970 6.5028656 11.644694 5840.273 5906.067
mod Atlantic (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + silicate 2586.392 2614.690 5.1354041 10.214458 5553.133 5610.721
obs Atlantic (26.5,26.75] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 3155.496 3189.725 4.6005695 8.859350 6389.304 6458.170
obs Atlantic (26.5,26.75] tco2 ~ sal + aou + oxygen + phosphate + silicate 3153.498 3183.448 4.6005766 8.876881 6389.913 6450.171
mod Atlantic (26.5,26.75] tco2 ~ sal + aou + phosphate + nitrate 1790.632 1813.676 3.2100372 7.000702 4328.491 4376.309
mod Atlantic (26.5,26.75] tco2 ~ sal + aou + phosphate + nitrate + silicate 1762.743 1789.628 3.0735699 6.772917 4280.216 4336.004
mod Atlantic (26.5,26.75] tco2 ~ sal + aou + phosphate + silicate 1785.185 1808.228 3.1847207 6.901092 4304.872 4352.691
obs Atlantic (26.5,26.75] tco2 ~ sal + temp + aou + nitrate + silicate 3164.151 3194.101 4.6467837 8.899493 6394.359 6454.616
obs Atlantic (26.5,26.75] tco2 ~ sal + temp + aou + phosphate 3160.245 3185.916 4.6384799 8.883760 6386.490 6438.139
mod Atlantic (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate 1736.972 1763.856 2.9605663 6.306267 4162.204 4217.992
obs Atlantic (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate 3161.951 3191.901 4.6372022 8.877463 6388.869 6449.127
mod Atlantic (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 1728.328 1759.053 2.9151162 6.235462 4148.576 4212.334
obs Atlantic (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3148.226 3182.454 4.5692984 8.709723 6350.411 6419.277
mod Atlantic (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + silicate 1782.100 1808.984 3.1612703 6.622326 4238.450 4294.238
obs Atlantic (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + silicate 3147.124 3177.073 4.5731483 8.719407 6348.888 6409.146
mod Atlantic (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate 1751.934 1778.818 3.0256564 6.465017 4202.512 4258.299
obs Atlantic (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate 3170.753 3200.703 4.6756505 8.923763 6399.747 6460.005
mod Atlantic (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 1739.727 1770.452 2.9638189 6.370836 4183.631 4247.389
obs Atlantic (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3158.783 3193.011 4.6147732 8.799209 6372.831 6441.697
mod Atlantic (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 1785.759 1812.644 3.1781302 6.707108 4259.950 4315.738
obs Atlantic (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 3158.941 3188.890 4.6241254 8.838850 6379.081 6439.339
mod Atlantic (26.5,26.75] tco2 ~ temp + aou + phosphate + nitrate + silicate 1843.700 1870.585 3.4573747 7.557381 4455.573 4511.361
mod Atlantic (26.75,27] tco2 ~ aou + oxygen + phosphate + nitrate + silicate 3502.962 3534.779 2.9668463 5.879886 6776.420 6839.629
mod Atlantic (26.75,27] tco2 ~ aou + oxygen + phosphate + silicate 3501.438 3528.710 2.9678615 5.939439 6798.959 6853.139
mod Atlantic (26.75,27] tco2 ~ sal + aou + phosphate + nitrate + silicate 3363.362 3395.180 2.6837434 5.289237 6490.657 6553.867
mod Atlantic (26.75,27] tco2 ~ sal + aou + phosphate + silicate 3393.710 3420.982 2.7468390 5.352957 6519.318 6573.498
obs Atlantic (26.75,27] tco2 ~ sal + temp + aou + nitrate 4052.746 4080.035 4.3735651 8.141699 7211.110 7264.505
obs Atlantic (26.75,27] tco2 ~ sal + temp + aou + nitrate + silicate 4050.219 4082.057 4.3594060 8.097044 7201.271 7263.564
obs Atlantic (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate 4052.457 4084.295 4.3664007 8.124345 7209.718 7272.012
mod Atlantic (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3336.854 3373.217 2.6293397 4.780342 6215.038 6287.278
obs Atlantic (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4045.962 4082.347 4.3399091 8.074040 7197.938 7269.130
mod Atlantic (26.75,27] tco2 ~ sal + temp + aou + phosphate + silicate 3393.126 3424.943 2.7417444 5.030509 6350.631 6413.841
obs Atlantic (26.75,27] tco2 ~ sal + temp + aou + phosphate + silicate 4056.563 4088.400 4.3792611 8.187327 7229.007 7291.301
obs Atlantic (26.75,27] tco2 ~ sal + temp + oxygen + nitrate 4042.890 4070.180 4.3427976 8.169156 7218.827 7272.221
obs Atlantic (26.75,27] tco2 ~ sal + temp + oxygen + nitrate + silicate 4036.550 4068.388 4.3169294 8.105070 7202.983 7265.276
obs Atlantic (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate 4043.545 4075.382 4.3386131 8.153761 7218.119 7280.412
mod Atlantic (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3371.707 3408.070 2.6960045 4.989791 6334.084 6406.324
obs Atlantic (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4032.748 4069.134 4.2990248 8.083585 7200.097 7271.290
mod Atlantic (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + silicate 3418.116 3449.934 2.7914111 5.221673 6454.204 6517.414
obs Atlantic (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + silicate 4039.191 4071.029 4.3251043 8.157057 7218.802 7281.096
mod Atlantic (26.75,27] tco2 ~ temp + aou + phosphate + nitrate + silicate 3466.703 3498.521 2.8905645 5.715335 6699.852 6763.062
mod Atlantic (26.75,27] tco2 ~ temp + aou + phosphate + silicate 3465.594 3492.866 2.8924143 5.762752 6717.706 6771.886
mod Atlantic (27,27.25] tco2 ~ aou + oxygen + phosphate + nitrate + silicate 4494.656 4528.495 2.6982657 4.916872 8209.072 8276.002
mod Atlantic (27,27.25] tco2 ~ aou + phosphate + nitrate + silicate 4513.962 4542.967 2.7293855 4.992458 8259.517 8316.886
mod Atlantic (27,27.25] tco2 ~ sal + aou + oxygen + phosphate + nitrate 4432.698 4466.537 2.6097717 4.395062 7784.226 7851.156
mod Atlantic (27,27.25] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 4142.804 4181.476 2.2303562 3.832156 7315.214 7391.706
obs Atlantic (27,27.25] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 6145.673 6185.469 4.2549125 8.483235 11757.288 11836.168
mod Atlantic (27,27.25] tco2 ~ sal + aou + oxygen + phosphate + silicate 4571.882 4605.721 2.8127803 4.611814 7936.217 8003.147
mod Atlantic (27,27.25] tco2 ~ sal + aou + phosphate + nitrate + silicate 4407.745 4441.584 2.5749568 4.836178 8153.934 8220.865
obs Atlantic (27,27.25] tco2 ~ sal + temp + aou + nitrate 6120.986 6150.833 4.2139413 8.320769 11671.575 11730.735
obs Atlantic (27,27.25] tco2 ~ sal + temp + aou + nitrate + silicate 6110.127 6144.949 4.1886724 8.284726 11657.578 11726.598
mod Atlantic (27,27.25] tco2 ~ sal + temp + aou + phosphate + nitrate 4448.425 4482.264 2.6319559 4.523377 7896.391 7963.322
obs Atlantic (27,27.25] tco2 ~ sal + temp + aou + phosphate + nitrate 6106.815 6141.636 4.1821885 8.231473 11631.804 11700.824
mod Atlantic (27,27.25] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4141.131 4179.804 2.2283496 3.972766 7455.980 7532.472
obs Atlantic (27,27.25] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 6075.565 6115.361 4.1176503 8.166377 11602.284 11681.164
mod Atlantic (27,27.25] tco2 ~ sal + temp + aou + phosphate + silicate 4608.648 4642.487 2.8689944 4.927660 8198.113 8265.044
obs Atlantic (27,27.25] tco2 ~ sal + temp + oxygen + nitrate 6091.606 6121.453 4.1564292 8.205912 11614.690 11673.850
obs Atlantic (27,27.25] tco2 ~ sal + temp + oxygen + nitrate + silicate 6081.961 6116.782 4.1338521 8.165304 11598.316 11667.336
obs Atlantic (27,27.25] tco2 ~ sal + temp + oxygen + phosphate + nitrate 6071.238 6106.059 4.1131703 8.102259 11566.930 11635.950
obs Atlantic (27,27.25] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 6038.495 6078.291 4.0468710 8.033008 11534.740 11613.620
obs Atlantic (27,27.25] tco2 ~ sal + temp + oxygen + phosphate + silicate 6210.316 6245.137 4.3896296 8.548342 11787.462 11856.482
mod Atlantic (27,27.25] tco2 ~ temp + aou + phosphate + nitrate + silicate 4479.683 4513.522 2.6766090 4.922165 8214.262 8281.193
mod Atlantic (27.25,27.5] tco2 ~ aou + oxygen + phosphate + silicate 8092.680 8124.702 3.3584893 4.952018 13216.499 13279.795
mod Atlantic (27.25,27.5] tco2 ~ aou + phosphate + nitrate + silicate 7990.825 8022.847 3.2489609 4.921793 13246.359 13309.654
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + aou + nitrate 7828.639 7860.031 4.0838229 7.980095 15677.302 15740.202
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + aou + nitrate + silicate 7647.902 7684.526 3.8227426 7.584472 15399.467 15472.850
mod Atlantic (27.25,27.5] tco2 ~ sal + temp + aou + phosphate 8067.930 8099.951 3.3315390 4.874859 13104.925 13168.220
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + aou + phosphate + nitrate 7813.555 7850.179 4.0586778 7.893612 15619.471 15692.855
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 7649.893 7691.749 3.8227304 7.563814 15387.938 15471.805
mod Atlantic (27.25,27.5] tco2 ~ sal + temp + aou + phosphate + silicate 8069.628 8106.987 3.3312120 4.864961 13091.752 13165.597
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + aou + phosphate + silicate 7732.039 7768.663 3.9408105 7.701091 15482.518 15555.901
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + oxygen + nitrate 7826.431 7857.824 4.0805653 7.956210 15660.126 15723.026
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + oxygen + nitrate + silicate 7635.026 7671.651 3.8049896 7.526906 15356.586 15429.970
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate 7813.279 7849.903 4.0582725 7.869360 15601.605 15674.988
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7636.911 7678.767 3.8048313 7.506546 15345.123 15428.990
obs Atlantic (27.25,27.5] tco2 ~ sal + temp + oxygen + phosphate + silicate 7724.557 7761.181 3.9301655 7.651569 15445.729 15519.112
mod Atlantic (27.25,27.5] tco2 ~ temp + aou + phosphate 8097.592 8124.277 3.3660544 4.949815 13202.738 13255.484
mod Atlantic (27.25,27.5] tco2 ~ temp + aou + phosphate + nitrate 7974.849 8006.870 3.2321083 4.815820 13081.910 13145.205
mod Atlantic (27.25,27.5] tco2 ~ temp + aou + phosphate + nitrate + silicate 7964.942 8002.301 3.2196054 4.795084 13059.867 13133.712
mod Atlantic (27.25,27.5] tco2 ~ temp + aou + phosphate + silicate 8099.020 8131.042 3.3654277 4.940981 13192.075 13255.370
mod Atlantic (27.25,27.5] tco2 ~ temp + oxygen + phosphate + nitrate 8031.829 8063.851 3.2926176 4.881785 13148.216 13211.511
mod Atlantic (27.25,27.5] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 8013.044 8050.403 3.2704156 4.829316 13079.282 13153.126
mod Atlantic (27.5,27.75] tco2 ~ aou + oxygen + nitrate + silicate 11600.680 11635.650 2.4318299 3.504849 18499.731 18569.177
mod Atlantic (27.5,27.75] tco2 ~ aou + oxygen + phosphate + silicate 11542.084 11577.054 2.4036206 3.612948 18994.112 19063.557
mod Atlantic (27.5,27.75] tco2 ~ sal + aou + nitrate + silicate 11498.397 11533.368 2.3828022 3.684862 19292.061 19361.507
mod Atlantic (27.5,27.75] tco2 ~ sal + aou + oxygen + nitrate 11507.318 11542.289 2.3870388 3.668442 19227.036 19296.482
mod Atlantic (27.5,27.75] tco2 ~ sal + aou + oxygen + nitrate + silicate 11457.016 11497.815 2.3623078 3.432135 18344.293 18425.313
obs Atlantic (27.5,27.75] tco2 ~ sal + aou + oxygen + nitrate + silicate 8487.222 8524.480 3.9723250 7.513377 15778.501 15852.245
mod Atlantic (27.5,27.75] tco2 ~ sal + aou + oxygen + phosphate 11484.860 11519.831 2.3763877 3.682304 19292.201 19361.647
obs Atlantic (27.5,27.75] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 8476.832 8519.412 3.9561038 7.495842 15769.105 15853.383
mod Atlantic (27.5,27.75] tco2 ~ sal + aou + oxygen + phosphate + silicate 11483.471 11524.270 2.3747845 3.555492 18826.752 18907.772
obs Atlantic (27.5,27.75] tco2 ~ sal + aou + oxygen + phosphate + silicate 8501.186 8538.444 3.9906858 7.583507 15831.826 15905.570
obs Atlantic (27.5,27.75] tco2 ~ sal + aou + oxygen + silicate 8723.765 8755.700 4.2979172 8.127410 16225.416 16288.625
mod Atlantic (27.5,27.75] tco2 ~ sal + temp + aou + nitrate + silicate 11496.761 11537.560 2.3810773 3.475590 18489.523 18570.543
obs Atlantic (27.5,27.75] tco2 ~ sal + temp + aou + nitrate + silicate 8522.126 8559.383 4.0183782 7.574765 15825.124 15898.867
obs Atlantic (27.5,27.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 8511.923 8554.503 4.0022174 7.556642 15815.425 15899.703
mod Atlantic (27.5,27.75] tco2 ~ sal + temp + aou + phosphate + silicate 11532.241 11573.040 2.3979589 3.600162 18958.949 19039.969
obs Atlantic (27.5,27.75] tco2 ~ sal + temp + aou + phosphate + silicate 8537.012 8574.270 4.0381823 7.642605 15876.396 15950.139
obs Atlantic (27.5,27.75] tco2 ~ sal + temp + oxygen + nitrate + silicate 8544.394 8581.652 4.0480391 7.622656 15861.258 15935.002
obs Atlantic (27.5,27.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 8533.504 8576.084 4.0308435 7.602801 15850.350 15934.629
obs Atlantic (27.5,27.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 8560.917 8598.175 4.0701888 7.691227 15912.774 15986.518
mod Atlantic (27.5,27.75] tco2 ~ temp + aou + nitrate + silicate 11768.306 11803.276 2.5143703 3.609007 18759.593 18829.038
mod Atlantic (27.75,27.85] tco2 ~ aou + oxygen + nitrate 3812.307 3837.099 1.4743860 2.523753 6386.843 6435.501
mod Atlantic (27.75,27.85] tco2 ~ aou + oxygen + nitrate + silicate 3803.546 3833.296 1.4668643 2.299688 5976.084 6034.473
mod Atlantic (27.75,27.85] tco2 ~ aou + oxygen + phosphate + silicate 3924.929 3954.679 1.5539786 2.451853 6228.930 6287.319
obs Atlantic (27.75,27.85] tco2 ~ sal + aou + nitrate + silicate 6021.971 6051.912 3.8500375 7.146386 9847.131 9904.631
mod Atlantic (27.75,27.85] tco2 ~ sal + aou + oxygen + nitrate 3801.785 3831.535 1.4656370 2.506130 6363.476 6421.866
mod Atlantic (27.75,27.85] tco2 ~ sal + aou + oxygen + nitrate + silicate 3777.285 3811.995 1.4472934 2.273072 5936.972 6005.093
mod Atlantic (27.75,27.85] tco2 ~ sal + aou + oxygen + phosphate + silicate 3904.807 3939.516 1.5377255 2.430453 6200.759 6268.879
obs Atlantic (27.75,27.85] tco2 ~ sal + aou + phosphate + nitrate + silicate 6018.108 6053.040 3.8396599 7.135961 9845.248 9912.331
obs Atlantic (27.75,27.85] tco2 ~ sal + aou + phosphate + silicate 6019.560 6049.501 3.8457663 7.153262 9849.649 9907.149
obs Atlantic (27.75,27.85] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 6032.896 6067.828 3.8658911 7.183858 9869.600 9936.683
mod Atlantic (27.75,27.85] tco2 ~ sal + temp + aou + nitrate + silicate 3893.219 3927.928 1.5292794 2.402930 6151.413 6219.534
obs Atlantic (27.75,27.85] tco2 ~ sal + temp + aou + nitrate + silicate 6021.043 6055.975 3.8448520 7.140610 9847.942 9915.025
obs Atlantic (27.75,27.85] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 6017.404 6057.326 3.8348828 7.130534 9846.256 9922.922
obs Atlantic (27.75,27.85] tco2 ~ sal + temp + aou + phosphate + silicate 6018.827 6053.759 3.8409316 7.147458 9850.489 9917.572
mod Atlantic (27.75,27.85] tco2 ~ sal + temp + oxygen + nitrate + silicate 3967.033 4001.742 1.5838830 2.518006 6342.217 6410.337
obs Atlantic (27.75,27.85] tco2 ~ sal + temp + oxygen + nitrate + silicate 6025.608 6060.540 3.8529417 7.153400 9854.588 9921.671
obs Atlantic (27.75,27.85] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 6021.394 6061.316 3.8419343 7.142019 9852.209 9928.875
obs Atlantic (27.75,27.85] tco2 ~ sal + temp + oxygen + phosphate + silicate 6023.378 6058.310 3.8489881 7.160840 9857.390 9924.473
mod Atlantic (27.75,27.85] tco2 ~ temp + aou + nitrate + silicate 3896.202 3925.953 1.5329057 2.406855 6152.993 6211.382
mod Atlantic (27.75,27.85] tco2 ~ temp + oxygen + nitrate + silicate 3968.084 3997.835 1.5861813 2.520700 6342.008 6400.397
mod Atlantic (27.85,27.95] tco2 ~ aou + oxygen + nitrate + silicate 4855.212 4885.434 2.0319793 4.171598 9522.765 9582.829
mod Atlantic (27.85,27.95] tco2 ~ aou + oxygen + phosphate + silicate 4940.500 4970.722 2.1095684 4.326636 9684.005 9744.069
mod Atlantic (27.85,27.95] tco2 ~ sal + aou + oxygen + nitrate + silicate 4853.417 4888.676 2.0285943 4.163229 9517.989 9588.063
mod Atlantic (27.85,27.95] tco2 ~ sal + aou + oxygen + phosphate + silicate 4941.391 4976.651 2.1085408 4.320930 9682.384 9752.458
mod Atlantic (27.85,27.95] tco2 ~ sal + temp + aou + nitrate + silicate 4874.883 4910.142 2.0478174 4.189622 9546.617 9616.691
obs Atlantic (27.85,27.95] tco2 ~ sal + temp + aou + nitrate + silicate 10287.776 10326.631 3.6032777 6.965224 19032.956 19109.709
obs Atlantic (27.85,27.95] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 10287.005 10331.411 3.6006538 6.960580 19032.191 19119.908
mod Atlantic (27.85,27.95] tco2 ~ sal + temp + aou + phosphate + silicate 4966.716 5001.976 2.1321336 4.357786 9720.477 9790.551
obs Atlantic (27.85,27.95] tco2 ~ sal + temp + aou + phosphate + silicate 10319.837 10358.692 3.6337754 6.999407 19068.652 19145.404
obs Atlantic (27.85,27.95] tco2 ~ sal + temp + aou + silicate 10325.249 10358.553 3.6408623 7.006493 19072.063 19137.851
mod Atlantic (27.85,27.95] tco2 ~ sal + temp + oxygen + nitrate + silicate 4893.625 4928.885 2.0647504 4.216002 9574.760 9644.834
obs Atlantic (27.85,27.95] tco2 ~ sal + temp + oxygen + nitrate + silicate 10308.689 10347.544 3.6231414 6.993931 19062.585 19139.338
obs Atlantic (27.85,27.95] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 10306.278 10350.684 3.6189429 6.988527 19060.987 19148.704
obs Atlantic (27.85,27.95] tco2 ~ sal + temp + oxygen + phosphate + silicate 10335.602 10374.457 3.6488657 7.025473 19095.219 19171.972
obs Atlantic (27.85,27.95] tco2 ~ sal + temp + oxygen + silicate 10337.512 10370.816 3.6526179 7.029640 19095.537 19161.325
mod Atlantic (27.85,27.95] tco2 ~ temp + aou + nitrate + silicate 4873.227 4903.449 2.0481266 4.191309 9544.335 9604.398
obs Atlantic (27.85,27.95] tco2 ~ temp + aou + nitrate + silicate 10418.495 10451.799 3.7312119 7.145948 19213.369 19279.157
obs Atlantic (27.85,27.95] tco2 ~ temp + aou + phosphate + nitrate + silicate 10409.211 10448.066 3.7201603 7.134850 19206.041 19282.793
mod Atlantic (27.85,27.95] tco2 ~ temp + aou + phosphate + silicate 4965.001 4995.223 2.1324001 4.358789 9717.468 9777.531
mod Atlantic (27.85,27.95] tco2 ~ temp + oxygen + nitrate + silicate 4891.633 4921.855 2.0647569 4.216028 9570.787 9630.851
obs Atlantic (27.95,28.05] tco2 ~ sal + aou + oxygen + nitrate + silicate 12338.741 12378.735 3.7983939 6.960219 22638.233 22717.437
obs Atlantic (27.95,28.05] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 12339.799 12385.506 3.7975943 6.920961 22592.315 22682.833
obs Atlantic (27.95,28.05] tco2 ~ sal + aou + oxygen + phosphate + silicate 12338.135 12378.128 3.7978791 6.958312 22635.865 22715.068
obs Atlantic (27.95,28.05] tco2 ~ sal + aou + oxygen + silicate 12339.842 12374.122 3.8010264 6.969808 22646.130 22714.018
obs Atlantic (27.95,28.05] tco2 ~ sal + oxygen + nitrate + silicate 12350.409 12384.689 3.8100102 6.980195 22658.468 22726.357
obs Atlantic (27.95,28.05] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 12349.646 12389.639 3.8076590 6.939314 22610.768 22689.971
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + aou + nitrate 7626.054 7657.625 3.4996369 6.625225 14269.844 14332.417
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + aou + nitrate + silicate 7549.958 7586.792 3.4050423 6.527476 14193.131 14266.134
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + aou + phosphate 7648.911 7680.483 3.5278176 6.715504 14343.693 14406.267
obs Atlantic (27.95,28.05] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 12353.518 12399.225 3.8092521 6.943893 22620.454 22710.972
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + aou + phosphate + silicate 7578.055 7614.888 3.4387769 6.626317 14274.718 14347.721
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + oxygen + nitrate 7568.423 7599.995 3.4295807 6.507878 14172.696 14235.270
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + oxygen + nitrate + silicate 7505.945 7542.778 3.3528612 6.430197 14111.408 14184.410
obs Atlantic (27.95,28.05] tco2 ~ sal + temp + oxygen + nitrate + silicate 12344.625 12384.618 3.8033901 6.969639 22649.712 22728.915
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate 7592.924 7624.496 3.4591912 6.601140 14250.247 14312.820
obs Atlantic (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 12345.280 12390.986 3.8022470 6.929405 22602.651 22693.169
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate + silicate 7535.543 7572.376 3.3878630 6.529635 14194.720 14267.722
obs Atlantic (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate + silicate 12343.747 12383.741 3.8026444 6.968105 22647.838 22727.041
mod Atlantic (27.95,28.05] tco2 ~ sal + temp + oxygen + silicate 7549.621 7581.193 3.4070298 6.661903 14298.467 14361.041
mod Atlantic (27.95,28.05] tco2 ~ temp + oxygen + nitrate + silicate 7598.957 7630.528 3.4665209 6.716084 14343.570 14406.144
mod Atlantic (28.05,28.1] tco2 ~ sal + aou + nitrate + silicate 3685.163 3714.981 1.3595744 2.498368 6358.187 6416.540
mod Atlantic (28.05,28.1] tco2 ~ sal + aou + phosphate + silicate 3534.820 3564.638 1.2668353 2.284391 6014.455 6072.808
mod Atlantic (28.05,28.1] tco2 ~ sal + oxygen + phosphate + silicate 3591.676 3621.494 1.3011388 2.343341 6112.427 6170.781
mod Atlantic (28.05,28.1] tco2 ~ sal + phosphate + silicate 3606.722 3631.571 1.3116031 2.378120 6165.094 6213.722
mod Atlantic (28.05,28.1] tco2 ~ sal + temp + aou + nitrate + silicate 3274.749 3309.538 1.1200445 2.108771 5707.007 5775.086
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + aou + nitrate + silicate 8769.238 8806.673 4.0546968 7.343728 15714.153 15787.929
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + nitrate 8863.187 8900.623 4.1792157 7.416430 15765.926 15839.701
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 8740.189 8782.973 4.0143672 7.242721 15637.649 15721.964
mod Atlantic (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + silicate 3140.067 3174.855 1.0513529 1.967590 5441.513 5509.592
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + silicate 8738.191 8775.626 4.0143689 7.244204 15634.869 15708.644
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + aou + silicate 8782.312 8814.400 4.0744233 7.386052 15743.413 15806.650
mod Atlantic (28.05,28.1] tco2 ~ sal + temp + nitrate + silicate 3597.845 3627.664 1.3049163 2.406323 6213.520 6271.873
mod Atlantic (28.05,28.1] tco2 ~ sal + temp + oxygen + nitrate + silicate 3281.856 3316.644 1.1237911 2.113175 5715.255 5783.334
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + oxygen + nitrate + silicate 8753.155 8790.591 4.0337564 7.356272 15724.974 15798.750
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 8721.123 8763.907 3.9898004 7.252917 15647.030 15731.345
mod Atlantic (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate + silicate 3150.737 3185.525 1.0566376 1.974359 5454.963 5523.042
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate + silicate 8719.204 8756.639 3.9899035 7.254888 15644.629 15718.405
obs Atlantic (28.05,28.1] tco2 ~ sal + temp + oxygen + silicate 8765.460 8797.548 4.0523775 7.395211 15751.472 15814.708
mod Atlantic (28.05,28.1] tco2 ~ sal + temp + phosphate + silicate 3554.981 3584.800 1.2788949 2.337829 6103.096 6161.450
obs Atlantic (28.05,28.1] tco2 ~ temp + aou + phosphate + nitrate + silicate 8804.453 8841.889 4.1009300 7.413424 15768.249 15842.024
obs Atlantic (28.1,28.15] tco2 ~ aou + oxygen + nitrate 8687.432 8714.070 4.1859298 7.433543 15163.610 15215.883
obs Atlantic (28.1,28.15] tco2 ~ aou + oxygen + phosphate 8719.181 8745.820 4.2298185 7.444186 15169.738 15222.012
mod Atlantic (28.1,28.15] tco2 ~ aou + oxygen + phosphate + nitrate 5695.074 5728.409 1.0695317 1.948149 9743.310 9808.780
obs Atlantic (28.1,28.15] tco2 ~ aou + oxygen + phosphate + nitrate 8682.424 8714.390 4.1763043 7.377042 15124.400 15187.128
mod Atlantic (28.1,28.15] tco2 ~ aou + phosphate + nitrate 5775.534 5803.313 1.0928454 2.203741 10555.984 10610.541
mod Atlantic (28.1,28.15] tco2 ~ oxygen + phosphate + nitrate 5729.748 5757.528 1.0798385 1.994626 9902.256 9956.814
mod Atlantic (28.1,28.15] tco2 ~ sal + aou + oxygen + phosphate 6942.637 6975.972 1.4821096 2.726227 12079.588 12145.057
mod Atlantic (28.1,28.15] tco2 ~ sal + aou + oxygen + phosphate + silicate 6932.813 6971.704 1.4775340 2.715951 12057.391 12133.772
obs Atlantic (28.1,28.15] tco2 ~ sal + temp + aou + nitrate 8638.299 8670.265 4.1162023 7.454003 15184.683 15247.411
obs Atlantic (28.1,28.15] tco2 ~ sal + temp + aou + nitrate + silicate 8627.226 8664.521 4.0985634 7.431950 15172.316 15245.498
obs Atlantic (28.1,28.15] tco2 ~ sal + temp + aou + phosphate + nitrate 8639.109 8676.404 4.1145943 7.432276 15172.440 15245.622
obs Atlantic (28.1,28.15] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 8624.668 8667.290 4.0924303 7.387825 15143.214 15226.852
mod Atlantic (28.1,28.15] tco2 ~ sal + temp + aou + phosphate + silicate 6995.471 7034.362 1.5019436 2.767183 12187.118 12263.499
obs Atlantic (28.1,28.15] tco2 ~ sal + temp + aou + phosphate + silicate 8660.281 8697.576 4.1433123 7.450744 15185.906 15259.089
obs Atlantic (28.1,28.15] tco2 ~ sal + temp + aou + silicate 8661.205 8693.171 4.1472932 7.480871 15204.436 15267.164
mod Atlantic (28.1,28.15] tco2 ~ sal + temp + oxygen + phosphate + silicate 6999.417 7038.308 1.5034942 2.773717 12203.366 12279.747
mod Atlantic (28.1,28.15] tco2 ~ temp + aou + phosphate + nitrate 5678.781 5712.117 1.0649846 1.935197 9696.934 9762.404
obs Atlantic (28.1,28.15] tco2 ~ temp + aou + phosphate + nitrate + silicate 8710.040 8747.335 4.2115978 7.507502 15226.971 15300.154
mod Atlantic (28.1,28.15] tco2 ~ temp + oxygen + phosphate + nitrate 5709.148 5742.483 1.0734753 1.947247 9740.075 9805.544
mod Atlantic (28.1,28.15] tco2 ~ temp + phosphate + nitrate 6373.172 6400.951 1.2777117 2.272746 10808.869 10863.426
mod Atlantic (28.15,28.2] tco2 ~ aou + oxygen + phosphate + silicate 1920.080 1946.381 1.2124168 2.626917 4231.041 4284.213
obs Atlantic (28.15,28.2] tco2 ~ aou + oxygen + phosphate + silicate 3217.634 3244.046 3.4526193 7.210453 5418.374 5468.719
mod Atlantic (28.15,28.2] tco2 ~ aou + phosphate + silicate 1921.452 1943.369 1.2158742 2.634983 4234.648 4278.958
mod Atlantic (28.15,28.2] tco2 ~ oxygen + phosphate + silicate 1921.055 1942.972 1.2154666 2.631673 4231.585 4275.895
mod Atlantic (28.15,28.2] tco2 ~ sal + aou + oxygen + phosphate + silicate 1914.326 1945.011 1.2045028 2.611064 4219.959 4281.993
mod Atlantic (28.15,28.2] tco2 ~ sal + aou + phosphate + silicate 1914.104 1940.405 1.2063128 2.614526 4219.265 4272.437
mod Atlantic (28.15,28.2] tco2 ~ sal + oxygen + phosphate + silicate 1923.051 1949.352 1.2154623 2.624818 4229.267 4282.439
obs Atlantic (28.15,28.2] tco2 ~ sal + temp + aou + nitrate + silicate 3230.476 3261.289 3.4837968 7.172183 5418.330 5477.066
obs Atlantic (28.15,28.2] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3217.008 3252.223 3.4393991 7.110883 5403.196 5470.323
mod Atlantic (28.15,28.2] tco2 ~ sal + temp + aou + phosphate + silicate 1915.104 1945.788 1.2052937 2.612757 4221.570 4283.605
obs Atlantic (28.15,28.2] tco2 ~ sal + temp + aou + phosphate + silicate 3215.038 3245.852 3.4394859 7.114566 5400.008 5458.744
obs Atlantic (28.15,28.2] tco2 ~ sal + temp + aou + silicate 3241.869 3268.281 3.5227028 7.211098 5427.725 5478.070
obs Atlantic (28.15,28.2] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3221.020 3256.235 3.4508606 7.189650 5421.705 5488.832
mod Atlantic (28.15,28.2] tco2 ~ sal + temp + oxygen + phosphate + silicate 1916.748 1947.433 1.2069690 2.614819 4223.573 4285.607
obs Atlantic (28.15,28.2] tco2 ~ sal + temp + oxygen + phosphate + silicate 3219.167 3249.980 3.4512803 7.192408 5418.351 5477.087
obs Atlantic (28.15,28.2] tco2 ~ temp + aou + phosphate + nitrate + silicate 3216.256 3247.070 3.4429612 7.172689 5413.005 5471.741
mod Atlantic (28.15,28.2] tco2 ~ temp + aou + phosphate + silicate 1919.417 1945.718 1.2117379 2.625256 4229.474 4282.646
obs Atlantic (28.15,28.2] tco2 ~ temp + aou + phosphate + silicate 3214.342 3240.753 3.4432050 7.179390 5410.470 5460.816
obs Atlantic (28.15,28.2] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 3219.221 3250.035 3.4514362 7.230320 5426.418 5485.154
mod Atlantic (28.15,28.2] tco2 ~ temp + oxygen + phosphate + silicate 1920.702 1947.003 1.2130531 2.626874 4231.037 4284.209
mod Atlantic (28.2, Inf] tco2 ~ aou + oxygen + phosphate + nitrate 4040.349 4072.742 0.8300465 1.727736 7023.092 7085.680
mod Atlantic (28.2, Inf] tco2 ~ sal + aou + oxygen + phosphate + nitrate 4039.413 4077.204 0.8293010 1.642509 6800.190 6873.210
mod Atlantic (28.2, Inf] tco2 ~ sal + aou + oxygen + phosphate + silicate 4199.335 4237.127 0.8708930 1.725770 7073.347 7146.367
mod Atlantic (28.2, Inf] tco2 ~ sal + oxygen + phosphate + nitrate 4175.252 4207.645 0.8650278 1.685626 6954.528 7017.117
obs Atlantic (28.2, Inf] tco2 ~ sal + temp + aou + phosphate 6483.994 6514.827 3.1560242 7.494281 10698.609 10756.984
mod Atlantic (28.2, Inf] tco2 ~ sal + temp + aou + phosphate + nitrate 4021.911 4059.702 0.8248714 1.637376 6780.727 6853.747
obs Atlantic (28.2, Inf] tco2 ~ sal + temp + aou + phosphate + nitrate 6484.151 6520.123 3.1537170 7.485195 10698.489 10766.593
obs Atlantic (28.2, Inf] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 6484.682 6525.793 3.1518789 7.447570 10688.940 10766.774
mod Atlantic (28.2, Inf] tco2 ~ sal + temp + aou + phosphate + silicate 4189.166 4226.958 0.8681873 1.722041 7060.463 7133.483
obs Atlantic (28.2, Inf] tco2 ~ sal + temp + aou + phosphate + silicate 6483.838 6519.810 3.1533251 7.456602 10688.665 10756.769
mod Atlantic (28.2, Inf] tco2 ~ sal + temp + oxygen + phosphate + nitrate 4033.187 4070.978 0.8277226 1.641398 6795.265 6868.285
obs Atlantic (28.2, Inf] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 6546.401 6587.512 3.2300270 7.584099 10770.314 10848.148
mod Atlantic (28.2, Inf] tco2 ~ sal + temp + oxygen + phosphate + silicate 4196.468 4234.259 0.8701291 1.726138 7073.478 7146.497
obs Atlantic (28.2, Inf] tco2 ~ sal + temp + oxygen + phosphate + silicate 6547.184 6583.156 3.2335954 7.599166 10772.936 10841.041
obs Atlantic (28.2, Inf] tco2 ~ temp + aou + phosphate 6496.017 6521.711 3.1736355 7.512592 10708.866 10757.512
mod Atlantic (28.2, Inf] tco2 ~ temp + aou + phosphate + nitrate 4023.566 4055.959 0.8257947 1.725993 7012.633 7075.222
obs Atlantic (28.2, Inf] tco2 ~ temp + aou + phosphate + nitrate 6493.254 6524.088 3.1676432 7.501934 10706.538 10764.913
obs Atlantic (28.2, Inf] tco2 ~ temp + aou + phosphate + nitrate + silicate 6494.661 6530.633 3.1668969 7.472477 10700.267 10768.371
obs Atlantic (28.2, Inf] tco2 ~ temp + aou + phosphate + silicate 6496.677 6527.510 3.1719482 7.480762 10701.376 10759.751
mod Atlantic (28.2, Inf] tco2 ~ temp + oxygen + phosphate + nitrate 4033.943 4066.336 0.8284210 1.726737 7018.266 7080.854
obs Indian (-Inf,26] tco2 ~ sal + temp + aou + nitrate + silicate 2841.882 2870.907 4.9966746 10.253391 8544.849 8607.674
mod Indian (-Inf,26] tco2 ~ sal + temp + aou + phosphate 2809.388 2834.957 3.4914765 6.938103 8718.450 8774.092
obs Indian (-Inf,26] tco2 ~ sal + temp + aou + phosphate 2915.080 2939.958 5.4156016 10.163621 8427.959 8481.809
mod Indian (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate 2811.331 2841.162 3.4912875 6.497172 8418.644 8483.559
obs Indian (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate 2890.098 2919.122 5.2613908 9.990025 8397.416 8460.242
mod Indian (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2741.955 2776.047 3.2614232 6.031306 8169.746 8243.935
obs Indian (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2836.079 2869.250 4.9551053 9.672352 8340.942 8412.743
mod Indian (-Inf,26] tco2 ~ sal + temp + aou + phosphate + silicate 2746.568 2776.398 3.2820664 6.290193 8355.536 8420.451
obs Indian (-Inf,26] tco2 ~ sal + temp + aou + phosphate + silicate 2851.376 2880.401 5.0477247 9.787878 8363.191 8426.016
obs Indian (-Inf,26] tco2 ~ sal + temp + oxygen + nitrate + silicate 2842.206 2871.230 4.9984053 10.267973 8549.685 8612.510
mod Indian (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate 2800.650 2826.219 3.4624857 6.873715 8686.795 8742.436
obs Indian (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate 2912.364 2937.242 5.3998773 10.139442 8421.949 8475.800
mod Indian (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate 2802.535 2832.365 3.4621062 6.440014 8389.089 8454.004
obs Indian (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate 2887.870 2916.895 5.2488578 9.967564 8391.305 8454.130
mod Indian (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2733.945 2768.037 3.2365896 5.989437 8148.040 8222.229
obs Indian (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2835.716 2868.886 4.9531758 9.658151 8335.765 8407.565
mod Indian (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + silicate 2738.870 2768.701 3.2580488 6.247836 8334.263 8399.178
obs Indian (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + silicate 2851.059 2880.083 5.0460089 9.775895 8358.866 8421.692
mod Indian (-Inf,26] tco2 ~ sal + temp + phosphate + nitrate + silicate 2924.081 2953.912 3.8878518 7.846184 9142.452 9207.367
mod Indian (-Inf,26] tco2 ~ sal + temp + phosphate + silicate 2942.994 2968.562 3.9662102 7.957653 9177.856 9233.498
obs Indian (26,26.5] tco2 ~ sal + temp + aou + nitrate + silicate 3778.726 3809.857 4.7788688 8.725863 8097.824 8161.489
mod Indian (26,26.5] tco2 ~ sal + temp + aou + phosphate 3686.494 3713.818 3.3142207 6.750930 9238.904 9295.933
obs Indian (26,26.5] tco2 ~ sal + temp + aou + phosphate 3777.514 3804.198 4.7818543 8.479677 7994.058 8048.628
mod Indian (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate 3688.004 3719.882 3.3130642 5.333484 8133.250 8199.783
obs Indian (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate 3686.761 3717.893 4.4430097 7.868681 7787.425 7851.090
mod Indian (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3417.357 3453.789 2.7283051 4.655620 7766.096 7842.134
obs Indian (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3683.245 3718.823 4.4236300 7.846457 7784.628 7857.388
mod Indian (26,26.5] tco2 ~ sal + temp + aou + phosphate + silicate 3433.125 3465.002 2.7630514 5.951825 8831.189 8897.723
obs Indian (26,26.5] tco2 ~ sal + temp + aou + phosphate + silicate 3778.973 3810.104 4.7798061 8.456732 7988.779 8052.444
obs Indian (26,26.5] tco2 ~ sal + temp + oxygen + nitrate + silicate 3771.884 3803.016 4.7530328 8.672624 8080.240 8143.905
mod Indian (26,26.5] tco2 ~ sal + temp + oxygen + phosphate 3683.454 3710.778 3.3070529 6.717352 9219.757 9276.785
obs Indian (26,26.5] tco2 ~ sal + temp + oxygen + phosphate 3773.323 3800.006 4.7659993 8.454756 7986.082 8040.652
mod Indian (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate 3684.694 3716.572 3.3052629 5.298733 8101.901 8168.434
obs Indian (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate 3681.726 3712.858 4.4253187 7.840237 7777.543 7841.207
mod Indian (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3416.047 3452.478 2.7257594 4.640307 7750.908 7826.946
obs Indian (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3679.458 3715.037 4.4103770 7.815808 7772.984 7845.744
mod Indian (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + silicate 3432.098 3463.976 2.7610318 5.936461 8821.406 8887.940
obs Indian (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + silicate 3774.554 3805.685 4.7630982 8.421958 7976.765 8040.430
mod Indian (26,26.5] tco2 ~ sal + temp + phosphate + nitrate + silicate 3514.539 3546.417 2.9280103 6.620535 9218.859 9285.392
mod Indian (26,26.5] tco2 ~ sal + temp + phosphate + silicate 3530.177 3557.501 2.9650252 6.672617 9241.000 9298.028
mod Indian (26.5,26.75] tco2 ~ sal + aou + phosphate + nitrate 3264.797 3292.389 2.2185716 3.986110 6522.073 6577.890
obs Indian (26.5,26.75] tco2 ~ sal + aou + phosphate + nitrate 5223.789 5252.650 4.2808585 7.884386 9611.169 9668.212
mod Indian (26.5,26.75] tco2 ~ sal + aou + phosphate + nitrate + silicate 3224.821 3257.010 2.1560310 3.887038 6450.012 6515.133
obs Indian (26.5,26.75] tco2 ~ sal + aou + phosphate + nitrate + silicate 5225.208 5258.879 4.2794869 7.868620 9608.104 9674.654
mod Indian (26.5,26.75] tco2 ~ sal + oxygen + phosphate + nitrate 3257.571 3285.162 2.2076772 4.107979 6633.044 6688.861
mod Indian (26.5,26.75] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 3213.160 3245.350 2.1389734 4.005545 6561.405 6626.526
obs Indian (26.5,26.75] tco2 ~ sal + temp + aou + phosphate 5184.774 5213.634 4.1897688 7.546638 9457.288 9514.331
mod Indian (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate 3253.770 3285.960 2.1989710 3.612017 6147.738 6212.859
obs Indian (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate 5182.771 5216.442 4.1805353 7.307807 9342.513 9409.063
mod Indian (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3194.163 3230.951 2.1085965 3.451797 6007.401 6081.824
obs Indian (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 5184.699 5223.180 4.1803685 7.291974 9338.304 9414.362
mod Indian (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + silicate 3196.498 3228.687 2.1148323 4.157224 6691.652 6756.773
obs Indian (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + silicate 5186.571 5220.242 4.1892999 7.469508 9423.660 9490.210
obs Indian (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate 5173.247 5202.108 4.1632299 7.515365 9443.475 9500.518
mod Indian (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate 3254.457 3286.647 2.1999999 3.600226 6133.551 6198.671
obs Indian (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate 5170.955 5204.626 4.1533922 7.266074 9323.121 9389.671
mod Indian (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3194.311 3231.099 2.1088092 3.446757 6001.154 6075.577
obs Indian (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 5172.943 5211.424 4.1533649 7.245317 9316.284 9392.342
mod Indian (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 3196.327 3228.516 2.1145857 4.152887 6688.209 6753.329
obs Indian (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 5175.157 5208.828 4.1630236 7.429750 9405.574 9472.125
mod Indian (26.75,27] tco2 ~ sal + aou + phosphate + nitrate 4438.508 4467.590 2.5423404 4.898208 9307.167 9366.084
mod Indian (26.75,27] tco2 ~ sal + aou + phosphate + nitrate + silicate 4440.366 4474.295 2.5421484 4.841444 9259.156 9327.893
obs Indian (26.75,27] tco2 ~ sal + aou + phosphate + nitrate + silicate 7513.143 7549.757 3.6552879 6.977518 15852.152 15926.362
obs Indian (26.75,27] tco2 ~ sal + aou + phosphate + silicate 7512.171 7543.554 3.6566484 6.990179 15859.972 15923.580
mod Indian (26.75,27] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 4470.426 4504.355 2.5830781 5.011430 9405.753 9474.490
obs Indian (26.75,27] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 7505.707 7542.321 3.6454599 6.993671 15869.473 15943.683
obs Indian (26.75,27] tco2 ~ sal + oxygen + phosphate + silicate 7504.290 7535.673 3.6462296 7.017589 15887.951 15951.560
mod Indian (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate 4368.356 4402.284 2.4467161 4.267006 8688.628 8757.364
mod Indian (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4325.069 4363.844 2.3885427 4.206225 8644.281 8722.838
obs Indian (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 7502.551 7544.395 3.6386609 6.939668 15823.192 15908.004
mod Indian (26.75,27] tco2 ~ sal + temp + aou + phosphate + silicate 4494.546 4528.475 2.6163969 5.049842 9434.345 9503.082
obs Indian (26.75,27] tco2 ~ sal + temp + aou + phosphate + silicate 7500.732 7537.346 3.6388991 6.944433 15823.728 15897.938
mod Indian (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate 4368.081 4402.010 2.4463592 4.268224 8690.199 8758.936
mod Indian (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4325.306 4364.081 2.3888436 4.205932 8643.821 8722.378
obs Indian (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7507.471 7549.316 3.6451486 6.940913 15823.061 15907.873
mod Indian (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + silicate 4494.647 4528.576 2.6165367 5.047017 9431.843 9500.580
obs Indian (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + silicate 7505.634 7542.248 3.6453641 6.945348 15823.291 15897.501
mod Indian (26.75,27] tco2 ~ sal + temp + phosphate + nitrate + silicate 4416.802 4450.730 2.5105164 5.052926 9450.078 9518.815
obs Indian (26.75,27] tco2 ~ temp + aou + phosphate + nitrate + silicate 7501.155 7537.769 3.6394563 7.318319 16164.216 16238.426
obs Indian (26.75,27] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 7506.137 7542.751 3.6460273 7.318774 16163.911 16238.121
mod Indian (27,27.25] tco2 ~ sal + aou + phosphate 4680.890 4705.029 3.0384210 5.468395 10227.256 10276.845
mod Indian (27,27.25] tco2 ~ sal + aou + phosphate + nitrate 4499.425 4528.390 2.7509667 5.051874 9916.806 9976.312
obs Indian (27,27.25] tco2 ~ sal + aou + phosphate + nitrate + silicate 4265.176 4298.012 3.3924194 6.921450 10464.527 10532.720
obs Indian (27,27.25] tco2 ~ sal + aou + phosphate + silicate 4266.681 4294.826 3.3998127 6.928914 10464.078 10522.529
mod Indian (27,27.25] tco2 ~ sal + oxygen + phosphate + nitrate 4499.565 4528.531 2.7511764 5.064796 9930.169 9989.676
obs Indian (27,27.25] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 4263.964 4296.800 3.3898674 6.969968 10496.477 10564.669
obs Indian (27,27.25] tco2 ~ sal + oxygen + phosphate + silicate 4276.481 4304.626 3.4205709 7.008665 10512.141 10570.592
mod Indian (27,27.25] tco2 ~ sal + phosphate + nitrate 4508.103 4532.241 2.7669263 5.105799 9962.761 10012.350
mod Indian (27,27.25] tco2 ~ sal + phosphate + nitrate + silicate 4506.735 4535.700 2.7618820 5.045582 9906.100 9965.606
mod Indian (27,27.25] tco2 ~ sal + phosphate + silicate 4691.303 4715.442 3.0556088 5.464322 10216.578 10266.167
mod Indian (27,27.25] tco2 ~ sal + temp + aou + phosphate 4601.874 4630.840 2.9079558 5.317479 10129.956 10189.462
obs Indian (27,27.25] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4247.947 4285.473 3.3521428 6.871366 10442.875 10520.810
obs Indian (27,27.25] tco2 ~ sal + temp + aou + phosphate + silicate 4262.968 4295.804 3.3877709 6.908133 10456.644 10524.837
obs Indian (27,27.25] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4254.413 4291.939 3.3656327 6.904921 10462.463 10540.398
obs Indian (27,27.25] tco2 ~ sal + temp + oxygen + phosphate + silicate 4278.479 4311.315 3.4205666 6.960161 10484.729 10552.922
mod Indian (27,27.25] tco2 ~ sal + temp + phosphate + nitrate 4505.899 4534.865 2.7606324 5.096716 9959.694 10019.200
mod Indian (27,27.25] tco2 ~ sal + temp + phosphate + nitrate + silicate 4482.231 4516.025 2.7225125 4.956002 9830.240 9899.664
mod Indian (27,27.25] tco2 ~ sal + temp + phosphate + silicate 4692.509 4721.475 3.0542936 5.408340 10164.687 10224.193
obs Indian (27,27.25] tco2 ~ temp + aou + phosphate + nitrate + silicate 4260.446 4293.282 3.3824672 7.071290 10562.005 10630.198
obs Indian (27,27.25] tco2 ~ temp + aou + phosphate + silicate 4266.380 4294.525 3.3991771 7.105862 10577.088 10635.539
mod Indian (27.25,27.5] tco2 ~ aou + phosphate + nitrate + silicate 5659.550 5690.150 2.4865809 4.272722 11752.496 11815.059
mod Indian (27.25,27.5] tco2 ~ oxygen + phosphate + nitrate + silicate 5489.215 5519.816 2.3178472 3.992579 11386.243 11448.806
obs Indian (27.25,27.5] tco2 ~ sal + aou + phosphate + nitrate + silicate 5568.051 5602.767 3.3814778 6.534519 12955.354 13026.957
obs Indian (27.25,27.5] tco2 ~ sal + aou + phosphate + silicate 5589.312 5619.069 3.4190334 6.615364 13013.778 13075.152
mod Indian (27.25,27.5] tco2 ~ sal + oxygen + phosphate + nitrate 5637.787 5668.387 2.4643567 4.543593 12192.944 12255.507
obs Indian (27.25,27.5] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 5573.750 5608.466 3.3906400 6.581599 12995.385 13066.988
obs Indian (27.25,27.5] tco2 ~ sal + oxygen + phosphate + silicate 5605.299 5635.055 3.4450856 6.704979 13086.316 13147.690
mod Indian (27.25,27.5] tco2 ~ sal + phosphate + nitrate 5635.939 5661.439 2.4645110 4.548755 12196.414 12248.550
mod Indian (27.25,27.5] tco2 ~ sal + phosphate + nitrate + silicate 5568.637 5599.237 2.3950483 4.321453 11891.551 11954.114
obs Indian (27.25,27.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 5568.500 5608.175 3.3789871 6.500290 12928.747 13010.579
obs Indian (27.25,27.5] tco2 ~ sal + temp + aou + phosphate + silicate 5588.427 5623.143 3.4143527 6.544427 12954.734 13026.337
obs Indian (27.25,27.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 5569.724 5609.399 3.3809518 6.526691 12952.368 13034.200
obs Indian (27.25,27.5] tco2 ~ sal + temp + oxygen + phosphate + silicate 5604.689 5639.405 3.4408194 6.601406 12998.856 13070.460
mod Indian (27.25,27.5] tco2 ~ sal + temp + phosphate + nitrate 5572.802 5603.402 2.3991670 4.481467 12132.437 12195.000
mod Indian (27.25,27.5] tco2 ~ sal + temp + phosphate + nitrate + silicate 5154.095 5189.795 2.0169017 3.568524 10820.859 10893.849
obs Indian (27.25,27.5] tco2 ~ sal + temp + phosphate + nitrate + silicate 5568.502 5603.218 3.3822014 6.685649 13089.637 13161.240
mod Indian (27.25,27.5] tco2 ~ sal + temp + phosphate + silicate 5313.323 5343.924 2.1556150 3.841598 11230.719 11293.282
obs Indian (27.25,27.5] tco2 ~ sal + temp + phosphate + silicate 5615.455 5645.211 3.4617394 6.926731 13271.710 13333.084
mod Indian (27.25,27.5] tco2 ~ temp + phosphate + nitrate + silicate 5182.747 5213.348 2.0425685 3.594504 10848.126 10910.689
mod Indian (27.25,27.5] tco2 ~ temp + phosphate + silicate 5497.023 5522.523 2.3272445 4.013779 11413.414 11465.550
mod Indian (27.5,27.75] tco2 ~ sal + aou + phosphate 7413.694 7440.488 2.5572330 4.234960 14111.945 14166.010
mod Indian (27.5,27.75] tco2 ~ sal + aou + phosphate + nitrate 6187.949 6220.102 1.7296590 3.400802 12874.619 12939.497
obs Indian (27.5,27.75] tco2 ~ sal + aou + phosphate + nitrate + silicate 6585.480 6621.799 2.8942858 5.827582 15132.604 15207.033
obs Indian (27.5,27.75] tco2 ~ sal + aou + phosphate + silicate 6632.869 6663.999 2.9487739 5.949859 15256.129 15319.925
mod Indian (27.5,27.75] tco2 ~ sal + oxygen + phosphate + nitrate 6460.809 6492.962 1.8866871 3.656500 13345.622 13410.500
obs Indian (27.5,27.75] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 6599.894 6636.213 2.9100830 5.866284 15173.619 15248.048
obs Indian (27.5,27.75] tco2 ~ sal + oxygen + phosphate + silicate 6682.782 6713.913 3.0048840 6.060333 15367.441 15431.237
mod Indian (27.5,27.75] tco2 ~ sal + phosphate + nitrate 6882.648 6909.442 2.1593406 4.014535 13928.198 13982.262
obs Indian (27.5,27.75] tco2 ~ sal + phosphate + nitrate + silicate 6711.403 6742.533 3.0375384 6.087349 15389.744 15453.540
obs Indian (27.5,27.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 6587.394 6628.902 2.8941916 5.806577 15112.050 15197.111
obs Indian (27.5,27.75] tco2 ~ sal + temp + aou + phosphate + silicate 6620.572 6656.891 2.9328960 5.877377 15180.711 15255.140
obs Indian (27.5,27.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 6600.444 6641.951 2.9084899 5.825258 15130.243 15215.304
obs Indian (27.5,27.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 6640.811 6677.129 2.9553983 5.904593 15206.420 15280.849
obs Indian (27.5,27.75] tco2 ~ sal + temp + phosphate + nitrate + silicate 6629.036 6665.355 2.9422865 5.950769 15262.717 15337.145
mod Indian (27.5,27.75] tco2 ~ sal + temp + phosphate + silicate 7498.972 7531.125 2.6259628 4.226808 14037.204 14102.082
mod Indian (27.5,27.75] tco2 ~ temp + aou + phosphate 6873.950 6900.744 2.1533672 4.255654 14351.375 14405.440
mod Indian (27.5,27.75] tco2 ~ temp + oxygen + phosphate 6854.500 6881.294 2.1400699 4.240053 14328.137 14382.201
mod Indian (27.5,27.75] tco2 ~ temp + phosphate + nitrate 7099.238 7126.032 2.3135438 4.397437 14546.308 14600.373
mod Indian (27.5,27.75] tco2 ~ temp + phosphate + nitrate + silicate 6685.466 6717.619 2.0266192 3.506741 12952.877 13017.755
mod Indian (27.5,27.75] tco2 ~ temp + phosphate + silicate 7535.579 7562.373 2.6584487 4.259306 14071.835 14125.900
mod Indian (27.75,27.85] tco2 ~ aou + phosphate + silicate 3613.645 3636.665 2.7802912 4.928014 7038.400 7084.729
mod Indian (27.75,27.85] tco2 ~ sal + aou + phosphate 2787.856 2810.876 1.5889569 2.859693 5391.804 5438.133
obs Indian (27.75,27.85] tco2 ~ sal + aou + phosphate + nitrate + silicate 3457.297 3489.075 2.9124457 6.105659 7459.925 7524.254
mod Indian (27.75,27.85] tco2 ~ sal + aou + phosphate + silicate 2632.570 2660.193 1.4283432 2.651283 5178.556 5234.151
obs Indian (27.75,27.85] tco2 ~ sal + aou + phosphate + silicate 3461.194 3488.432 2.9248810 6.141974 7473.340 7528.480
mod Indian (27.75,27.85] tco2 ~ sal + oxygen + phosphate 2974.976 2997.996 1.8037234 2.999820 5484.252 5530.581
obs Indian (27.75,27.85] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 3492.930 3524.707 2.9884022 6.224358 7516.114 7580.443
mod Indian (27.75,27.85] tco2 ~ sal + oxygen + phosphate + silicate 2763.781 2791.405 1.5611333 2.646490 5123.106 5178.701
obs Indian (27.75,27.85] tco2 ~ sal + phosphate + nitrate + silicate 3504.816 3532.053 3.0185374 6.271219 7533.971 7589.110
mod Indian (27.75,27.85] tco2 ~ sal + temp + aou + phosphate 2789.550 2817.174 1.5886275 2.794430 5313.465 5369.059
obs Indian (27.75,27.85] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3395.486 3431.803 2.7812121 5.795822 7311.131 7384.650
obs Indian (27.75,27.85] tco2 ~ sal + temp + aou + phosphate + silicate 3394.669 3426.446 2.7835888 5.798321 7308.376 7372.705
obs Indian (27.75,27.85] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3412.274 3448.591 2.8151540 5.870585 7348.713 7422.232
obs Indian (27.75,27.85] tco2 ~ sal + temp + oxygen + phosphate + silicate 3411.736 3443.513 2.8181277 5.873624 7346.207 7410.536
mod Indian (27.75,27.85] tco2 ~ sal + temp + phosphate 3556.761 3579.780 2.6751778 4.282594 6528.299 6574.628
obs Indian (27.75,27.85] tco2 ~ sal + temp + phosphate + nitrate + silicate 3499.646 3531.424 3.0029410 6.252359 7529.249 7593.578
mod Indian (27.75,27.85] tco2 ~ sal + temp + phosphate + silicate 3556.160 3583.784 2.6704686 4.267707 6519.764 6575.359
obs Indian (27.75,27.85] tco2 ~ temp + aou + phosphate + nitrate + silicate 3466.368 3498.145 2.9315961 6.150279 7481.278 7545.607
mod Indian (27.75,27.85] tco2 ~ temp + aou + phosphate + silicate 3586.075 3613.698 2.7251442 4.859431 7003.014 7058.609
mod Indian (27.75,27.85] tco2 ~ temp + oxygen + phosphate + silicate 3582.825 3610.449 2.7191513 4.852062 6998.755 7054.350
obs Indian (27.85,27.95] tco2 ~ aou + phosphate + nitrate + silicate 4930.052 4959.222 3.1770649 6.913587 10618.785 10677.619
mod Indian (27.85,27.95] tco2 ~ sal + aou + phosphate 3626.221 3649.718 2.2429643 4.136845 7701.972 7749.948
obs Indian (27.85,27.95] tco2 ~ sal + aou + phosphate + nitrate + silicate 4931.238 4965.270 3.1757111 6.769551 10541.221 10609.862
mod Indian (27.85,27.95] tco2 ~ sal + aou + phosphate + silicate 3600.147 3628.344 2.2045246 4.060923 7638.399 7695.970
obs Indian (27.85,27.95] tco2 ~ sal + aou + phosphate + silicate 4953.923 4983.094 3.2170212 6.811291 10562.154 10620.989
mod Indian (27.85,27.95] tco2 ~ sal + oxygen + phosphate 3538.314 3561.812 2.1247813 3.828067 7404.474 7452.449
mod Indian (27.85,27.95] tco2 ~ sal + oxygen + phosphate + silicate 3531.569 3559.766 2.1133702 3.812529 7394.936 7452.507
mod Indian (27.85,27.95] tco2 ~ sal + temp + aou + phosphate 3478.406 3506.603 2.0453073 3.645384 7223.050 7280.622
obs Indian (27.85,27.95] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4783.427 4822.320 2.9361417 6.124006 10146.799 10225.246
mod Indian (27.85,27.95] tco2 ~ sal + temp + aou + phosphate + silicate 3480.131 3513.027 2.0449602 3.643825 7225.277 7292.444
obs Indian (27.85,27.95] tco2 ~ sal + temp + aou + phosphate + silicate 4836.084 4870.116 3.0213768 6.243416 10219.572 10288.213
mod Indian (27.85,27.95] tco2 ~ sal + temp + oxygen + phosphate 3475.628 3503.825 2.0418119 3.638396 7215.955 7273.526
obs Indian (27.85,27.95] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4830.949 4869.842 3.0101112 6.272482 10242.237 10320.684
mod Indian (27.85,27.95] tco2 ~ sal + temp + oxygen + phosphate + silicate 3477.323 3510.220 2.0414282 3.637048 7218.456 7285.622
obs Indian (27.85,27.95] tco2 ~ sal + temp + oxygen + phosphate + silicate 4874.589 4908.621 3.0829052 6.365719 10296.833 10365.473
mod Indian (27.85,27.95] tco2 ~ sal + temp + phosphate 3516.665 3540.163 2.0966445 3.776729 7355.724 7403.700
obs Indian (27.85,27.95] tco2 ~ sal + temp + phosphate + nitrate + silicate 5042.031 5076.063 3.3653724 6.913336 10625.369 10694.010
mod Indian (27.85,27.95] tco2 ~ sal + temp + phosphate + silicate 3516.825 3545.022 2.0942697 3.773802 7357.233 7414.805
obs Indian (27.85,27.95] tco2 ~ temp + aou + phosphate + nitrate + silicate 4818.185 4852.217 2.9931957 6.393163 10313.154 10381.795
obs Indian (27.85,27.95] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 4868.544 4902.576 3.0731644 6.597668 10438.123 10506.764
obs Indian (27.95,28.05] tco2 ~ aou + oxygen + silicate 7512.226 7538.273 3.8789070 7.845851 18061.076 18114.828
mod Indian (27.95,28.05] tco2 ~ sal + aou + phosphate + nitrate 4283.398 4313.751 1.5180584 3.079359 9575.543 9637.429
obs Indian (27.95,28.05] tco2 ~ sal + aou + phosphate + nitrate + silicate 7472.779 7509.244 3.8170796 8.136950 18346.773 18422.026
mod Indian (27.95,28.05] tco2 ~ sal + aou + phosphate + silicate 4181.051 4211.403 1.4527098 3.112284 9646.066 9707.952
mod Indian (27.95,28.05] tco2 ~ sal + oxygen + phosphate + nitrate 4214.760 4245.113 1.4739165 2.920433 9290.651 9352.537
mod Indian (27.95,28.05] tco2 ~ sal + oxygen + phosphate + silicate 4175.868 4206.221 1.4494765 3.095070 9616.924 9678.810
mod Indian (27.95,28.05] tco2 ~ sal + phosphate + silicate 4206.541 4231.835 1.4699807 3.141335 9689.587 9741.159
obs Indian (27.95,28.05] tco2 ~ sal + temp + aou + nitrate + silicate 7583.914 7620.380 3.9772313 8.058822 18244.117 18319.370
obs Indian (27.95,28.05] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 7419.470 7461.145 3.7397969 7.427967 17699.763 17785.767
mod Indian (27.95,28.05] tco2 ~ sal + temp + aou + phosphate + silicate 4178.111 4213.523 1.4496282 3.084557 9602.754 9674.954
obs Indian (27.95,28.05] tco2 ~ sal + temp + aou + phosphate + silicate 7562.707 7599.173 3.9461608 7.804872 18011.323 18086.577
obs Indian (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7494.346 7536.021 3.8448015 7.691825 17933.532 18019.536
mod Indian (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate + silicate 4177.384 4212.795 1.4491750 3.083662 9601.262 9673.462
obs Indian (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate + silicate 7620.877 7657.342 4.0319721 8.014204 18188.220 18263.473
mod Indian (27.95,28.05] tco2 ~ sal + temp + phosphate + nitrate 3852.152 3882.504 1.2611569 2.551383 8604.228 8666.114
mod Indian (27.95,28.05] tco2 ~ sal + temp + phosphate + silicate 4190.072 4220.425 1.4583550 3.094915 9615.540 9677.426
obs Indian (27.95,28.05] tco2 ~ temp + aou + phosphate + nitrate + silicate 7421.849 7458.314 3.7458578 7.478110 17744.910 17820.163
mod Indian (27.95,28.05] tco2 ~ temp + aou + phosphate + silicate 4185.030 4215.382 1.4551971 3.152418 9713.570 9775.456
obs Indian (27.95,28.05] tco2 ~ temp + aou + phosphate + silicate 7570.137 7601.393 3.9599465 8.143272 18321.107 18385.610
obs Indian (27.95,28.05] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 7497.126 7533.592 3.8516047 7.764644 17998.424 18073.677
obs Indian (28.05,28.1] tco2 ~ aou + oxygen + nitrate + silicate 5025.576 5054.357 3.9826288 7.753406 12304.073 12363.980
obs Indian (28.05,28.1] tco2 ~ aou + oxygen + phosphate + nitrate + silicate 5019.736 5053.313 3.9652216 7.714387 12285.024 12354.915
obs Indian (28.05,28.1] tco2 ~ aou + oxygen + phosphate + silicate 5121.885 5150.666 4.2027785 8.316341 12630.606 12690.513
obs Indian (28.05,28.1] tco2 ~ aou + oxygen + silicate 5150.507 5174.491 4.2752940 8.453494 12698.482 12748.404
obs Indian (28.05,28.1] tco2 ~ sal + aou + phosphate + nitrate + silicate 5130.596 5164.174 4.2185659 8.717983 12878.554 12948.445
mod Indian (28.05,28.1] tco2 ~ sal + aou + phosphate + silicate 2213.299 2241.749 0.8873902 2.376180 5960.849 6018.912
mod Indian (28.05,28.1] tco2 ~ sal + oxygen + phosphate + nitrate 2239.039 2267.489 0.9009767 2.172990 5663.051 5721.113
mod Indian (28.05,28.1] tco2 ~ sal + oxygen + phosphate + silicate 2210.767 2239.217 0.8860649 2.376850 5961.071 6019.133
mod Indian (28.05,28.1] tco2 ~ sal + phosphate + nitrate 2249.889 2273.597 0.9078373 2.286182 5836.963 5885.348
mod Indian (28.05,28.1] tco2 ~ sal + temp + aou + nitrate + silicate 2457.876 2491.068 1.0240110 2.460850 6134.401 6202.141
obs Indian (28.05,28.1] tco2 ~ sal + temp + aou + nitrate + silicate 5125.989 5159.567 4.2077223 8.416908 12697.515 12767.406
obs Indian (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 5124.062 5162.437 4.1985014 8.334162 12650.960 12730.836
mod Indian (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + silicate 2211.665 2244.857 0.8854887 2.370033 5955.344 6023.083
obs Indian (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 5188.023 5226.398 4.3512354 8.752936 12879.883 12959.759
mod Indian (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate + silicate 2212.070 2245.262 0.8857005 2.372935 5959.472 6027.212
mod Indian (28.05,28.1] tco2 ~ sal + temp + phosphate + nitrate 2084.064 2112.514 0.8222091 2.058672 5449.797 5507.860
mod Indian (28.05,28.1] tco2 ~ sal + temp + phosphate + silicate 2219.131 2247.581 0.8904505 2.469562 6087.777 6145.839
obs Indian (28.05,28.1] tco2 ~ temp + aou + nitrate + silicate 5157.824 5186.605 4.2880137 8.505048 12732.279 12792.186
obs Indian (28.05,28.1] tco2 ~ temp + aou + phosphate + nitrate + silicate 5143.301 5176.879 4.2486144 8.414134 12687.234 12757.125
mod Indian (28.05,28.1] tco2 ~ temp + aou + phosphate + silicate 2219.179 2247.629 0.8904757 2.468328 6086.185 6144.247
obs Indian (28.1, Inf] tco2 ~ aou + oxygen + nitrate + silicate 16009.589 16044.761 5.2649661 9.930914 35647.199 35719.010
obs Indian (28.1, Inf] tco2 ~ aou + oxygen + phosphate 16000.855 16030.166 5.2581452 9.917619 35627.258 35687.101
obs Indian (28.1, Inf] tco2 ~ aou + oxygen + phosphate + nitrate 16002.737 16037.910 5.2580252 9.917442 35631.057 35702.869
obs Indian (28.1, Inf] tco2 ~ aou + oxygen + phosphate + silicate 16002.001 16037.174 5.2572804 9.820519 35491.994 35563.806
obs Indian (28.1, Inf] tco2 ~ aou + oxygen + silicate 16009.831 16039.141 5.2672394 9.940411 35655.700 35715.543
obs Indian (28.1, Inf] tco2 ~ sal + aou + oxygen + phosphate 15971.448 16006.621 5.2264462 9.882033 35594.315 35666.127
obs Indian (28.1, Inf] tco2 ~ sal + aou + oxygen + phosphate + nitrate 15973.127 16014.162 5.2261233 9.881707 35597.990 35681.771
mod Indian (28.1, Inf] tco2 ~ sal + aou + oxygen + phosphate + silicate 13452.914 13494.245 2.8906496 6.031826 33031.821 33116.880
mod Indian (28.1, Inf] tco2 ~ sal + aou + phosphate + nitrate + silicate 13243.220 13284.550 2.7809091 5.775352 32457.016 32542.075
mod Indian (28.1, Inf] tco2 ~ sal + aou + phosphate + silicate 13514.791 13550.217 2.9249312 6.105263 33186.244 33259.152
mod Indian (28.1, Inf] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 13282.763 13324.093 2.8012797 5.786763 32473.691 32558.750
mod Indian (28.1, Inf] tco2 ~ sal + phosphate + nitrate + silicate 13439.028 13474.454 2.8843149 5.914234 32740.714 32813.621
mod Indian (28.1, Inf] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 13244.445 13291.679 2.7805114 5.763924 32432.077 32529.287
obs Indian (28.1, Inf] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 16233.998 16280.895 5.4931948 9.900892 35497.991 35593.740
mod Indian (28.1, Inf] tco2 ~ sal + temp + aou + phosphate + silicate 13448.859 13490.190 2.8884869 6.025854 33018.504 33103.563
obs Indian (28.1, Inf] tco2 ~ sal + temp + aou + phosphate + silicate 16240.194 16281.229 5.5018703 9.910755 35503.974 35587.754
mod Indian (28.1, Inf] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 13240.941 13288.176 2.7787141 5.764197 32433.868 32531.078
mod Indian (28.1, Inf] tco2 ~ sal + temp + oxygen + phosphate + silicate 13444.770 13486.101 2.8863078 6.025313 33018.398 33103.457
mod Indian (28.1, Inf] tco2 ~ sal + temp + phosphate + nitrate + silicate 13423.648 13464.979 2.8750774 5.901908 32719.551 32804.610
obs Indian (28.1, Inf] tco2 ~ temp + aou + oxygen 15431.450 15460.761 4.7121811 8.712191 34045.771 34105.614
mod Pacific (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + nitrate 21308.911 21350.958 8.4067132 16.021002 29496.958 29574.547
obs Pacific (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + nitrate 21782.486 21824.762 8.0928047 17.488394 30929.797 31007.978
mod Pacific (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 21228.534 21276.588 8.2921208 15.851250 29401.350 29490.024
obs Pacific (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 21754.198 21802.514 8.0533792 17.444667 30902.365 30991.716
obs Pacific (-Inf,26] tco2 ~ sal + aou + oxygen + phosphate + silicate 22392.166 22434.442 8.9287740 18.952406 31700.980 31779.162
mod Pacific (-Inf,26] tco2 ~ sal + temp + aou + oxygen + phosphate + nitrate 21193.831 21241.885 8.2443151 15.305671 29205.206 29293.879
mod Pacific (-Inf,26] tco2 ~ sal + temp + aou + oxygen + phosphate + silicate 21716.575 21764.629 8.9945494 17.036629 30036.169 30124.843
mod Pacific (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate 21308.516 21350.563 8.4061606 15.491163 29325.813 29403.403
obs Pacific (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate 21533.317 21575.593 7.7741162 16.972875 30627.783 30705.964
mod Pacific (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 21084.371 21132.425 8.0953240 14.922890 29015.950 29104.624
obs Pacific (-Inf,26] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 21525.779 21574.095 7.7621695 16.959641 30621.895 30711.245
mod Pacific (-Inf,26] tco2 ~ sal + temp + aou + phosphate + silicate 21816.092 21858.139 9.1479763 17.195439 30135.272 30212.862
obs Pacific (-Inf,26] tco2 ~ sal + temp + aou + phosphate + silicate 22271.670 22313.946 8.7569753 18.619867 31540.134 31618.315
obs Pacific (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate 22577.090 22613.327 9.2019780 19.304769 31903.539 31970.551
mod Pacific (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate 21425.205 21467.252 8.5711900 15.727482 29466.231 29543.820
obs Pacific (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate 21505.937 21548.214 7.7398720 16.929346 30597.883 30676.064
mod Pacific (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 21167.405 21215.459 8.2080958 15.062799 29108.385 29197.059
obs Pacific (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 21502.184 21550.500 7.7326952 16.917858 30594.958 30684.308
obs Pacific (-Inf,26] tco2 ~ sal + temp + oxygen + phosphate + silicate 22266.197 22308.473 8.7492510 18.604165 31532.641 31610.823
mod Pacific (-Inf,26] tco2 ~ sal + temp + phosphate + nitrate + silicate 21971.491 22013.538 9.3879206 17.208966 30223.034 30300.624
mod Pacific (26,26.5] tco2 ~ sal + aou + oxygen + nitrate 13689.626 13724.060 4.7571016 8.725819 19408.284 19472.283
obs Pacific (26,26.5] tco2 ~ sal + aou + oxygen + nitrate 12098.975 12132.288 5.7747549 12.728318 17470.650 17532.057
mod Pacific (26,26.5] tco2 ~ sal + aou + oxygen + nitrate + silicate 13553.518 13593.691 4.6161581 8.580576 19271.965 19346.630
obs Pacific (26,26.5] tco2 ~ sal + aou + phosphate + nitrate + silicate 12333.146 12372.012 6.1375965 12.912636 17665.312 17736.952
mod Pacific (26,26.5] tco2 ~ sal + temp + aou + nitrate + silicate 13621.762 13661.935 4.6852738 8.740351 19386.335 19461.001
obs Pacific (26,26.5] tco2 ~ sal + temp + aou + phosphate 11472.416 11505.730 4.8990668 10.917452 16613.573 16674.979
mod Pacific (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate 13547.338 13587.511 4.6099501 7.871384 18867.593 18942.259
obs Pacific (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate 11224.299 11263.164 4.5877839 10.527391 16346.427 16418.067
mod Pacific (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 12645.374 12691.286 3.7861920 6.647512 17700.627 17785.958
obs Pacific (26,26.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 11219.665 11264.083 4.5798031 10.437372 16321.595 16403.470
mod Pacific (26,26.5] tco2 ~ sal + temp + aou + phosphate + silicate 12850.452 12890.625 3.9608401 7.134844 18115.274 18189.940
obs Pacific (26,26.5] tco2 ~ sal + temp + aou + phosphate + silicate 11452.599 11491.465 4.8710938 10.863725 16588.912 16660.552
obs Pacific (26,26.5] tco2 ~ sal + temp + oxygen + phosphate 11488.660 11521.974 4.9199988 10.940181 16630.294 16691.700
mod Pacific (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate 13783.679 13823.852 4.8534268 8.445081 19300.684 19375.350
obs Pacific (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate 11268.467 11307.333 4.6412785 10.595289 16394.461 16466.101
mod Pacific (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 12777.423 12823.335 3.8966493 6.982313 17986.662 18071.994
obs Pacific (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 11268.903 11313.321 4.6393739 10.498735 16371.322 16453.197
mod Pacific (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + silicate 12950.210 12990.382 4.0478276 7.379363 18313.848 18388.514
obs Pacific (26,26.5] tco2 ~ sal + temp + oxygen + phosphate + silicate 11477.994 11516.860 4.9036694 10.889641 16612.532 16684.172
mod Pacific (26,26.5] tco2 ~ sal + temp + phosphate + nitrate + silicate 13695.271 13735.443 4.7608790 8.887016 19495.282 19569.948
mod Pacific (26.5,26.75] tco2 ~ sal + aou + oxygen + nitrate + silicate 9648.693 9687.004 3.7366520 6.211364 13396.743 13467.873
obs Pacific (26.5,26.75] tco2 ~ sal + aou + phosphate + nitrate + silicate 10133.980 10171.962 4.9271181 11.540463 15030.630 15100.839
obs Pacific (26.5,26.75] tco2 ~ sal + aou + phosphate + silicate 10168.232 10200.787 4.9805970 11.701562 15086.707 15146.887
mod Pacific (26.5,26.75] tco2 ~ sal + temp + aou + nitrate 9601.587 9634.425 3.6890755 5.982698 13225.595 13286.563
mod Pacific (26.5,26.75] tco2 ~ sal + temp + aou + nitrate + silicate 9603.122 9641.434 3.6885886 5.868874 13147.743 13218.873
mod Pacific (26.5,26.75] tco2 ~ sal + temp + aou + phosphate 9365.135 9397.973 3.4494058 6.079289 13208.854 13269.823
obs Pacific (26.5,26.75] tco2 ~ sal + temp + aou + phosphate 10044.894 10077.450 4.8009814 11.342700 14923.471 14983.650
mod Pacific (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate 9007.847 9046.159 3.1146966 4.931600 12259.659 12330.789
obs Pacific (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate 9877.037 9915.018 4.5641729 10.785778 14683.559 14753.768
mod Pacific (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 8998.610 9042.394 3.1047686 4.873830 12209.566 12290.857
obs Pacific (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 9590.826 9634.233 4.1887785 9.961556 14288.833 14369.072
mod Pacific (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + silicate 9228.259 9266.570 3.3159648 5.884200 13035.884 13107.014
obs Pacific (26.5,26.75] tco2 ~ sal + temp + aou + phosphate + silicate 9819.847 9857.828 4.4870991 10.651485 14612.732 14682.941
obs Pacific (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate 10082.250 10114.805 4.8546868 11.458753 14974.827 15035.006
mod Pacific (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate 9092.224 9130.535 3.1902598 5.122707 12443.051 12514.181
obs Pacific (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate 9944.980 9982.961 4.6574612 10.978527 14774.911 14845.120
mod Pacific (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 9064.484 9108.268 3.1634190 5.084578 12407.903 12489.194
obs Pacific (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 9613.101 9656.509 4.2166577 10.021558 14319.299 14399.539
mod Pacific (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 9266.787 9305.099 3.3524592 6.000822 13123.752 13194.882
obs Pacific (26.5,26.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 9820.447 9858.428 4.4879010 10.664207 14616.183 14686.393
mod Pacific (26.75,27] tco2 ~ sal + aou + phosphate + nitrate + silicate 13067.708 13108.197 3.6631362 6.937945 18229.579 18304.338
obs Pacific (26.75,27] tco2 ~ sal + aou + phosphate + nitrate + silicate 13079.349 13119.254 4.6507233 10.256615 18869.736 18943.404
obs Pacific (26.75,27] tco2 ~ sal + aou + phosphate + silicate 13093.786 13127.990 4.6680503 10.361260 18910.581 18973.725
mod Pacific (26.75,27] tco2 ~ sal + temp + aou + nitrate 13021.826 13056.530 3.6298274 6.306139 17782.901 17846.979
obs Pacific (26.75,27] tco2 ~ sal + temp + aou + nitrate 13281.236 13315.441 4.8702784 10.570841 19100.404 19163.548
mod Pacific (26.75,27] tco2 ~ sal + temp + aou + nitrate + silicate 11958.118 11998.607 2.9076568 4.952124 16189.052 16263.810
obs Pacific (26.75,27] tco2 ~ sal + temp + aou + nitrate + silicate 13234.975 13274.880 4.8173895 10.346098 18999.879 19073.548
mod Pacific (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate 12616.521 12657.009 3.3347593 6.001842 17372.770 17447.528
obs Pacific (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate 12834.969 12874.874 4.4005659 9.938646 18602.987 18676.655
mod Pacific (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 11667.961 11714.234 2.7360963 4.751557 15872.659 15958.097
obs Pacific (26.75,27] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 12401.849 12447.455 3.9879993 8.990786 17985.029 18069.221
mod Pacific (26.75,27] tco2 ~ sal + temp + aou + phosphate + silicate 12931.268 12971.756 3.5605613 7.069942 18229.839 18304.597
obs Pacific (26.75,27] tco2 ~ sal + temp + aou + phosphate + silicate 12680.790 12720.695 4.2497110 9.527606 18360.362 18434.030
mod Pacific (26.75,27] tco2 ~ sal + temp + oxygen + nitrate 12740.059 12774.763 3.4230519 6.193869 17569.707 17633.785
mod Pacific (26.75,27] tco2 ~ sal + temp + oxygen + nitrate + silicate 11882.354 11922.842 2.8621594 5.113923 16304.122 16378.880
mod Pacific (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate 12514.378 12554.867 3.2646043 6.032235 17343.752 17418.510
obs Pacific (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate 12972.490 13012.395 4.5396343 10.134970 18759.412 18833.080
mod Pacific (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 11710.109 11756.381 2.7602069 4.986870 16111.728 16197.166
obs Pacific (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 12458.207 12503.813 4.0391752 9.082570 18056.246 18140.439
obs Pacific (26.75,27] tco2 ~ sal + temp + oxygen + phosphate + silicate 12721.750 12761.655 4.2892758 9.624067 18421.030 18494.698
mod Pacific (27,27.25] tco2 ~ aou + phosphate + nitrate + silicate 15302.120 15338.439 2.7530140 5.470697 22299.378 22367.348
mod Pacific (27,27.25] tco2 ~ oxygen + phosphate + nitrate + silicate 15507.779 15544.099 2.8445444 5.485426 22422.247 22490.218
mod Pacific (27,27.25] tco2 ~ sal + aou + phosphate + nitrate + silicate 15157.373 15199.745 2.6895090 5.167887 21890.429 21969.728
obs Pacific (27,27.25] tco2 ~ sal + aou + phosphate + nitrate + silicate 19906.789 19950.139 3.7904495 8.378672 29165.908 29246.774
obs Pacific (27,27.25] tco2 ~ sal + aou + phosphate + silicate 19916.064 19953.221 3.7963650 8.400168 29183.834 29253.148
mod Pacific (27,27.25] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 15509.312 15551.685 2.8443331 5.444366 22380.760 22460.058
obs Pacific (27,27.25] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 20007.531 20050.881 3.8436345 8.509110 29319.112 29399.978
obs Pacific (27,27.25] tco2 ~ sal + oxygen + phosphate + silicate 20007.587 20044.744 3.8447281 8.510501 29317.369 29386.683
mod Pacific (27,27.25] tco2 ~ sal + temp + aou + nitrate + silicate 15259.989 15302.362 2.7337602 5.104211 21864.459 21943.758
obs Pacific (27,27.25] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 19868.814 19918.357 3.7695496 8.316182 29101.322 29193.741
obs Pacific (27,27.25] tco2 ~ sal + temp + aou + phosphate + silicate 19910.662 19954.012 3.7924804 8.387857 29174.676 29255.542
mod Pacific (27,27.25] tco2 ~ sal + temp + oxygen + nitrate + silicate 15236.980 15279.353 2.7237752 5.083632 21828.514 21907.813
obs Pacific (27,27.25] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 19882.937 19932.479 3.7769200 8.329082 29119.264 29211.683
obs Pacific (27,27.25] tco2 ~ sal + temp + oxygen + phosphate + silicate 19920.489 19963.839 3.7976386 8.398382 29188.171 29269.037
mod Pacific (27,27.25] tco2 ~ sal + temp + phosphate + nitrate + silicate 16409.583 16451.955 3.2821590 6.197019 23611.123 23690.422
mod Pacific (27,27.25] tco2 ~ temp + aou + phosphate + nitrate + silicate 15298.865 15341.237 2.7507141 5.384958 22208.065 22287.364
obs Pacific (27,27.25] tco2 ~ temp + aou + phosphate + nitrate + silicate 20011.282 20054.632 3.8456292 8.529208 29335.031 29415.897
mod Pacific (27,27.25] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 15339.048 15381.421 2.7683487 5.408063 22254.240 22333.539
obs Pacific (27,27.25] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 20005.975 20049.325 3.8428076 8.516619 29323.165 29404.032
mod Pacific (27,27.25] tco2 ~ temp + phosphate + nitrate + silicate 16474.987 16511.306 3.3175313 6.245137 23687.127 23755.097
mod Pacific (27.25,27.5] tco2 ~ aou + phosphate + nitrate + silicate 19113.236 19151.184 2.4520496 5.092719 27580.953 27651.770
mod Pacific (27.25,27.5] tco2 ~ oxygen + phosphate + nitrate + silicate 18796.693 18834.641 2.3597273 4.885944 27107.643 27178.460
mod Pacific (27.25,27.5] tco2 ~ sal + aou + phosphate + nitrate + silicate 18876.221 18920.493 2.3820124 4.747861 26957.128 27039.747
obs Pacific (27.25,27.5] tco2 ~ sal + aou + phosphate + nitrate + silicate 19272.252 19315.881 3.1287632 7.527242 28949.710 29031.266
obs Pacific (27.25,27.5] tco2 ~ sal + aou + phosphate + silicate 19282.312 19319.708 3.1337820 7.539879 28963.535 29033.440
mod Pacific (27.25,27.5] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 18686.314 18730.586 2.3277940 4.668969 26730.129 26812.748
obs Pacific (27.25,27.5] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 19365.175 19408.804 3.1676438 7.675048 29124.143 29205.699
obs Pacific (27.25,27.5] tco2 ~ sal + oxygen + phosphate + silicate 19414.712 19452.108 3.1894154 7.724809 29192.306 29262.211
obs Pacific (27.25,27.5] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 19183.792 19233.653 3.0913716 7.292999 28710.687 28803.894
obs Pacific (27.25,27.5] tco2 ~ sal + temp + aou + phosphate + silicate 19193.994 19237.623 3.0963892 7.324152 28739.551 28821.108
obs Pacific (27.25,27.5] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 19191.908 19241.770 3.0947080 7.305311 28725.914 28819.121
obs Pacific (27.25,27.5] tco2 ~ sal + temp + oxygen + phosphate + silicate 19201.252 19244.881 3.0993775 7.336226 28753.963 28835.519
mod Pacific (27.25,27.5] tco2 ~ sal + temp + phosphate + nitrate + silicate 18125.862 18170.134 2.1748746 4.466247 26093.602 26176.221
mod Pacific (27.25,27.5] tco2 ~ sal + temp + phosphate + silicate 18928.760 18966.708 2.3978155 4.864616 27155.503 27226.319
mod Pacific (27.25,27.5] tco2 ~ temp + aou + phosphate + silicate 18000.565 18038.513 2.1426049 4.431564 25962.577 26033.393
obs Pacific (27.25,27.5] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 19624.930 19668.559 3.2789115 7.803165 29396.329 29477.886
mod Pacific (27.25,27.5] tco2 ~ temp + oxygen + phosphate + silicate 17943.470 17981.417 2.1278243 4.413322 25900.128 25970.944
obs Pacific (27.25,27.5] tco2 ~ temp + oxygen + phosphate + silicate 19642.270 19679.667 3.2873507 7.811972 29411.941 29481.846
mod Pacific (27.25,27.5] tco2 ~ temp + phosphate + nitrate + silicate 18129.999 18167.946 2.1764934 4.509667 26159.701 26230.518
mod Pacific (27.25,27.5] tco2 ~ temp + phosphate + silicate 18936.848 18968.470 2.4007498 4.898750 27206.057 27265.071
mod Pacific (27.5,27.75] tco2 ~ sal + aou + phosphate + nitrate + silicate 18472.256 18516.321 2.4255019 4.562384 25195.378 25276.820
obs Pacific (27.5,27.75] tco2 ~ sal + aou + phosphate + nitrate + silicate 19727.900 19771.967 2.8355118 7.391559 29276.059 29357.875
mod Pacific (27.5,27.75] tco2 ~ sal + aou + phosphate + silicate 18544.227 18581.998 2.4480105 4.608296 25298.898 25368.706
obs Pacific (27.5,27.75] tco2 ~ sal + aou + phosphate + silicate 19972.878 20010.650 2.9243032 7.534748 29557.588 29627.715
mod Pacific (27.5,27.75] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 18468.915 18512.980 2.4244902 4.554977 25182.805 25264.247
obs Pacific (27.5,27.75] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 19842.473 19886.540 2.8763620 7.569517 29486.935 29568.750
mod Pacific (27.5,27.75] tco2 ~ sal + oxygen + phosphate + silicate 18563.084 18600.854 2.4537817 4.609776 25311.631 25381.439
obs Pacific (27.5,27.75] tco2 ~ sal + oxygen + phosphate + silicate 20210.386 20248.158 3.0123114 7.809997 29924.397 29994.524
mod Pacific (27.5,27.75] tco2 ~ sal + phosphate + nitrate + silicate 18473.356 18511.126 2.4264410 4.564298 25195.883 25265.691
mod Pacific (27.5,27.75] tco2 ~ sal + phosphate + silicate 18561.272 18592.747 2.4538394 4.614126 25313.944 25372.117
obs Pacific (27.5,27.75] tco2 ~ sal + temp + aou + nitrate + silicate 20432.680 20476.747 3.0963068 7.568740 29920.677 30002.493
obs Pacific (27.5,27.75] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 19648.845 19699.207 2.8069633 7.084491 28994.120 29087.623
obs Pacific (27.5,27.75] tco2 ~ sal + temp + aou + phosphate + silicate 19732.701 19776.768 2.8372119 7.114778 29076.005 29157.820
obs Pacific (27.5,27.75] tco2 ~ sal + temp + oxygen + nitrate + silicate 20450.283 20494.350 3.1031189 7.610729 29963.727 30045.543
obs Pacific (27.5,27.75] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 19661.780 19712.142 2.8115000 7.111725 29024.244 29117.748
obs Pacific (27.5,27.75] tco2 ~ sal + temp + oxygen + phosphate + silicate 19749.201 19793.268 2.8430625 7.143534 29109.851 29191.667
mod Pacific (27.5,27.75] tco2 ~ sal + temp + phosphate + nitrate + silicate 18354.835 18398.900 2.3901963 4.494062 25029.998 25111.440
mod Pacific (27.5,27.75] tco2 ~ sal + temp + phosphate + silicate 18456.137 18493.907 2.4212291 4.545577 25159.138 25228.946
mod Pacific (27.5,27.75] tco2 ~ temp + phosphate + nitrate + silicate 18392.791 18430.562 2.4021522 4.588334 25184.164 25253.971
mod Pacific (27.5,27.75] tco2 ~ temp + phosphate + silicate 18489.020 18520.495 2.4317992 4.624721 25287.873 25346.046
mod Pacific (27.75,27.85] tco2 ~ aou + phosphate + silicate 7943.226 7970.775 2.1241202 4.109614 10921.003 10971.343
mod Pacific (27.75,27.85] tco2 ~ oxygen + phosphate + nitrate + silicate 7980.803 8013.862 2.1449141 4.133300 10962.632 11023.040
mod Pacific (27.75,27.85] tco2 ~ oxygen + phosphate + silicate 7991.389 8018.939 2.1523193 4.141961 10972.109 11022.449
obs Pacific (27.75,27.85] tco2 ~ sal + aou + nitrate + silicate 10892.005 10925.980 3.1225671 7.831748 15683.213 15745.333
obs Pacific (27.75,27.85] tco2 ~ sal + aou + phosphate + nitrate + silicate 10636.748 10676.385 2.9393288 7.450523 15360.803 15433.277
mod Pacific (27.75,27.85] tco2 ~ sal + aou + phosphate + silicate 7531.373 7564.432 1.8965480 3.719961 10391.077 10451.486
obs Pacific (27.75,27.85] tco2 ~ sal + aou + phosphate + silicate 10920.757 10954.732 3.1437435 7.711127 15662.742 15724.862
obs Pacific (27.75,27.85] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 10674.378 10714.015 2.9654450 7.555550 15426.352 15498.826
mod Pacific (27.75,27.85] tco2 ~ sal + oxygen + phosphate + silicate 7478.773 7511.833 1.8694279 3.686003 10333.180 10393.588
mod Pacific (27.75,27.85] tco2 ~ sal + phosphate + nitrate + silicate 8084.966 8118.025 2.2069727 4.082354 10984.295 11044.703
mod Pacific (27.75,27.85] tco2 ~ sal + phosphate + silicate 8083.468 8111.017 2.2072758 4.093702 10989.076 11039.416
obs Pacific (27.75,27.85] tco2 ~ sal + temp + aou + nitrate + silicate 10873.032 10912.670 3.1072106 7.744850 15641.594 15714.067
obs Pacific (27.75,27.85] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 10603.932 10649.232 2.9153708 7.370073 15309.699 15392.525
obs Pacific (27.75,27.85] tco2 ~ sal + temp + aou + phosphate + silicate 10819.156 10858.793 3.0681060 7.566674 15538.699 15611.172
obs Pacific (27.75,27.85] tco2 ~ sal + temp + oxygen + nitrate + silicate 10889.199 10928.836 3.1190413 7.774223 15663.839 15736.312
obs Pacific (27.75,27.85] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 10617.487 10662.787 2.9246754 7.392743 15328.077 15410.904
obs Pacific (27.75,27.85] tco2 ~ sal + temp + oxygen + phosphate + silicate 10841.522 10881.159 3.0842799 7.599280 15566.936 15639.409
mod Pacific (27.75,27.85] tco2 ~ sal + temp + phosphate + nitrate + silicate 7597.687 7636.257 1.9302436 3.745646 10453.184 10523.661
mod Pacific (27.75,27.85] tco2 ~ sal + temp + phosphate + silicate 7603.205 7636.264 1.9342211 3.766362 10469.642 10530.051
mod Pacific (27.75,27.85] tco2 ~ temp + phosphate + nitrate + silicate 8065.822 8098.881 2.1954338 4.176858 11042.706 11103.114
mod Pacific (27.85,27.95] tco2 ~ aou + phosphate + silicate 10284.774 10313.259 2.4945699 4.922201 14251.620 14303.878
mod Pacific (27.85,27.95] tco2 ~ oxygen + phosphate + silicate 10369.029 10397.515 2.5427544 5.000511 14357.039 14409.298
obs Pacific (27.85,27.95] tco2 ~ sal + aou + nitrate + silicate 14806.767 14842.591 3.1151860 8.118306 21670.365 21736.375
obs Pacific (27.85,27.95] tco2 ~ sal + aou + phosphate + nitrate + silicate 14691.202 14732.997 3.0525708 7.953853 21510.283 21587.294
mod Pacific (27.85,27.95] tco2 ~ sal + aou + phosphate + silicate 9555.350 9589.533 2.1128436 4.183632 13251.376 13314.086
obs Pacific (27.85,27.95] tco2 ~ sal + oxygen + nitrate + silicate 14803.706 14839.530 3.1135397 8.081672 21651.430 21717.440
obs Pacific (27.85,27.95] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 14691.377 14733.172 3.0526629 7.932506 21500.542 21577.553
mod Pacific (27.85,27.95] tco2 ~ sal + oxygen + phosphate + silicate 9542.012 9576.195 2.1064544 4.176171 13237.149 13299.860
obs Pacific (27.85,27.95] tco2 ~ sal + phosphate + nitrate + silicate 14689.873 14725.697 3.0529243 8.170680 21604.715 21670.725
mod Pacific (27.85,27.95] tco2 ~ sal + phosphate + silicate 10268.734 10297.219 2.4855010 4.753121 14118.575 14170.833
obs Pacific (27.85,27.95] tco2 ~ sal + temp + aou + nitrate + silicate 14792.896 14834.691 3.1066589 8.043744 21628.440 21705.451
obs Pacific (27.85,27.95] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 14691.345 14739.111 3.0515917 7.909046 21492.107 21580.120
mod Pacific (27.85,27.95] tco2 ~ sal + temp + aou + phosphate + silicate 9537.733 9577.613 2.1034531 4.170824 13232.924 13306.086
obs Pacific (27.85,27.95] tco2 ~ sal + temp + oxygen + nitrate + silicate 14794.450 14836.245 3.1074927 8.052666 21633.697 21710.708
obs Pacific (27.85,27.95] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 14691.365 14739.131 3.0516025 7.915995 21495.357 21583.369
mod Pacific (27.85,27.95] tco2 ~ sal + temp + oxygen + phosphate + silicate 9533.193 9573.073 2.1012859 4.168244 13228.042 13301.204
obs Pacific (27.85,27.95] tco2 ~ sal + temp + phosphate + nitrate + silicate 14689.409 14731.204 3.0516256 8.070465 21562.103 21639.115
mod Pacific (27.85,27.95] tco2 ~ sal + temp + phosphate + silicate 9934.556 9968.739 2.3028319 4.463662 13703.620 13766.330
mod Pacific (27.85,27.95] tco2 ~ temp + aou + phosphate + silicate 10124.014 10158.197 2.4040602 4.770587 14049.115 14111.825
mod Pacific (27.85,27.95] tco2 ~ temp + oxygen + phosphate + silicate 10141.417 10175.599 2.4135789 4.788082 14072.292 14135.002
mod Pacific (27.95,28.05] tco2 ~ sal + aou + phosphate 13915.114 13945.022 2.6022588 4.728501 18480.340 18535.022
mod Pacific (27.95,28.05] tco2 ~ sal + aou + phosphate + silicate 13413.523 13449.413 2.3877578 4.287713 17744.894 17810.513
mod Pacific (27.95,28.05] tco2 ~ sal + oxygen + phosphate 13672.569 13702.478 2.4966444 4.496498 18109.348 18164.030
mod Pacific (27.95,28.05] tco2 ~ sal + oxygen + phosphate + silicate 13436.531 13472.422 2.3971610 4.267522 17734.998 17800.616
obs Pacific (27.95,28.05] tco2 ~ sal + temp + aou + nitrate + silicate 26430.774 26476.308 3.5091202 9.348567 40070.473 40155.688
mod Pacific (27.95,28.05] tco2 ~ sal + temp + aou + phosphate 13670.220 13706.110 2.4947901 4.435773 18046.371 18111.989
obs Pacific (27.95,28.05] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 26371.302 26423.341 3.4873503 9.326536 40012.810 40110.198
mod Pacific (27.95,28.05] tco2 ~ sal + temp + aou + phosphate + silicate 13401.139 13443.012 2.3818982 4.249219 17698.197 17774.751
obs Pacific (27.95,28.05] tco2 ~ sal + temp + nitrate + silicate 26549.013 26588.042 3.5520957 9.435435 40218.763 40291.804
obs Pacific (27.95,28.05] tco2 ~ sal + temp + oxygen + nitrate + silicate 26394.823 26440.357 3.4963719 9.354559 40048.236 40133.450
mod Pacific (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate 13666.612 13702.502 2.4932530 4.434510 18043.058 18108.677
obs Pacific (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 26327.134 26379.173 3.4717919 9.329938 39982.517 40079.905
mod Pacific (27.95,28.05] tco2 ~ sal + temp + oxygen + phosphate + silicate 13398.060 13439.932 2.3806454 4.248548 17695.770 17772.324
mod Pacific (27.95,28.05] tco2 ~ sal + temp + phosphate 14272.751 14302.660 2.7661948 4.746794 18689.251 18743.933
obs Pacific (27.95,28.05] tco2 ~ sal + temp + phosphate + nitrate + silicate 26532.896 26578.430 3.5455867 9.423659 40200.812 40286.026
mod Pacific (27.95,28.05] tco2 ~ sal + temp + phosphate + silicate 14193.815 14229.705 2.7282130 4.674236 18575.401 18641.020
obs Pacific (27.95,28.05] tco2 ~ temp + aou + nitrate + silicate 26684.081 26723.111 3.6009994 9.446972 40326.561 40399.602
obs Pacific (27.95,28.05] tco2 ~ temp + aou + phosphate + nitrate + silicate 26684.236 26729.770 3.6003268 9.444260 40327.222 40412.436
obs Pacific (27.95,28.05] tco2 ~ temp + oxygen + nitrate + silicate 26634.003 26673.033 3.5827898 9.444922 40288.297 40361.338
obs Pacific (27.95,28.05] tco2 ~ temp + oxygen + phosphate + nitrate + silicate 26635.573 26681.108 3.5826338 9.444461 40291.645 40376.859
obs Pacific (28.05,28.1] tco2 ~ sal + aou + nitrate + silicate 16827.633 16864.109 3.2756640 8.345094 24396.376 24463.599
obs Pacific (28.05,28.1] tco2 ~ sal + aou + phosphate + nitrate + silicate 16803.363 16845.918 3.2623581 8.312375 24364.575 24443.002
mod Pacific (28.05,28.1] tco2 ~ sal + aou + phosphate + silicate 8903.143 8937.191 1.9076803 3.673100 12607.597 12670.649
obs Pacific (28.05,28.1] tco2 ~ sal + oxygen + nitrate + silicate 16831.138 16867.614 3.2774433 8.371570 24411.952 24479.175
mod Pacific (28.05,28.1] tco2 ~ sal + oxygen + phosphate 8801.161 8829.535 1.8638959 3.630332 12504.684 12557.228
mod Pacific (28.05,28.1] tco2 ~ sal + oxygen + phosphate + nitrate 8719.884 8753.932 1.8281948 3.578743 12408.620 12471.672
obs Pacific (28.05,28.1] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 16808.628 16851.183 3.2650205 8.342133 24383.132 24461.559
mod Pacific (28.05,28.1] tco2 ~ sal + oxygen + phosphate + silicate 8764.083 8798.131 1.8470568 3.530650 12380.359 12443.412
obs Pacific (28.05,28.1] tco2 ~ sal + temp + aou + nitrate + silicate 16666.216 16708.771 3.1937644 8.126404 24169.011 24247.437
mod Pacific (28.05,28.1] tco2 ~ sal + temp + aou + phosphate 8746.293 8780.341 1.8394416 3.540764 12382.033 12445.086
mod Pacific (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + nitrate 8682.495 8722.217 1.8115475 3.504716 12311.308 12384.869
obs Pacific (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 16641.936 16690.570 3.1807860 8.095233 24137.552 24227.182
mod Pacific (28.05,28.1] tco2 ~ sal + temp + aou + phosphate + silicate 8733.276 8772.998 1.8330377 3.487323 12318.923 12392.484
obs Pacific (28.05,28.1] tco2 ~ sal + temp + oxygen + nitrate + silicate 16682.401 16724.956 3.2017835 8.189357 24212.706 24291.133
mod Pacific (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate 8744.766 8778.814 1.8387897 3.540602 12381.041 12444.094
mod Pacific (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate + nitrate 8680.367 8720.089 1.8106526 3.504069 12309.453 12383.014
obs Pacific (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 16664.803 16713.437 3.1920760 8.166855 24190.729 24280.359
mod Pacific (28.05,28.1] tco2 ~ sal + temp + oxygen + phosphate + silicate 8732.022 8771.744 1.8325040 3.487786 12318.788 12392.349
obs Pacific (28.05,28.1] tco2 ~ temp + aou + nitrate + silicate 16857.084 16893.560 3.2906455 8.445694 24467.429 24534.652
obs Pacific (28.05,28.1] tco2 ~ temp + aou + phosphate + nitrate + silicate 16847.144 16889.699 3.2845637 8.439347 24459.361 24537.788
obs Pacific (28.1, Inf] tco2 ~ sal + aou + nitrate + silicate 19093.888 19131.471 2.8276163 6.818758 29869.469 29940.412
obs Pacific (28.1, Inf] tco2 ~ sal + aou + phosphate + nitrate + silicate 19092.932 19136.779 2.8265395 6.817652 29870.485 29953.252
mod Pacific (28.1, Inf] tco2 ~ sal + oxygen + nitrate + silicate 29626.882 29667.629 2.2997519 4.201729 43844.909 43922.524
obs Pacific (28.1, Inf] tco2 ~ sal + oxygen + nitrate + silicate 19129.867 19167.450 2.8407534 6.897242 29967.811 30038.754
obs Pacific (28.1, Inf] tco2 ~ sal + oxygen + phosphate + nitrate + silicate 19119.962 19163.809 2.8363998 6.890635 29957.773 30040.540
mod Pacific (28.1, Inf] tco2 ~ sal + temp + aou + nitrate + silicate 28266.274 28313.813 2.0734143 3.848035 42008.775 42099.326
obs Pacific (28.1, Inf] tco2 ~ sal + temp + aou + nitrate + silicate 18716.877 18760.724 2.6928631 6.642373 29454.192 29536.959
obs Pacific (28.1, Inf] tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 18716.684 18766.795 2.6921024 6.639906 29454.340 29548.931
mod Pacific (28.1, Inf] tco2 ~ sal + temp + aou + phosphate + silicate 28549.864 28597.402 2.1186077 4.116087 43107.446 43197.997
obs Pacific (28.1, Inf] tco2 ~ sal + temp + aou + phosphate + silicate 19066.035 19109.882 2.8167620 6.765633 29802.729 29885.496
obs Pacific (28.1, Inf] tco2 ~ sal + temp + aou + silicate 19108.957 19146.540 2.8331110 6.783396 29845.025 29915.969
mod Pacific (28.1, Inf] tco2 ~ sal + temp + nitrate + silicate 28301.122 28341.869 2.0792315 3.860043 42065.615 42143.230
mod Pacific (28.1, Inf] tco2 ~ sal + temp + oxygen + nitrate + silicate 28265.150 28312.689 2.0732371 3.847642 42006.813 42097.364
obs Pacific (28.1, Inf] tco2 ~ sal + temp + oxygen + nitrate + silicate 18921.350 18965.197 2.7647433 6.813706 29754.163 29836.930
obs Pacific (28.1, Inf] tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 18911.080 18961.191 2.7603764 6.804887 29741.668 29836.260
mod Pacific (28.1, Inf] tco2 ~ sal + temp + oxygen + phosphate + silicate 28549.245 28596.783 2.1185080 4.116135 43107.336 43197.887
mod Pacific (28.1, Inf] tco2 ~ sal + temp + phosphate + silicate 28558.018 28598.765 2.1202440 4.121826 43127.737 43205.353
mod Pacific (28.1, Inf] tco2 ~ temp + aou + nitrate + silicate 28951.509 28992.256 2.1846376 4.031893 42968.397 43046.012
mod Pacific (28.1, Inf] tco2 ~ temp + nitrate + silicate 29073.654 29107.610 2.2053565 4.060218 43116.852 43181.532
mod Pacific (28.1, Inf] tco2 ~ temp + oxygen + nitrate + silicate 28947.769 28988.516 2.1840164 4.030982 42963.575 43041.190

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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
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22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
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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
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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
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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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
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3a584b7 jens-daniel-mueller 2021-08-30
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c6b3da6 jens-daniel-mueller 2021-06-14
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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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

lm_all %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0, max_rmse),
              ylim = c(0, max_rmse)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(data_source ~ basin)

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 Best models

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

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0, max_rmse),
              ylim = c(0, max_rmse)) +
  geom_abline(slope = 1,
              col = 'red') +
  facet_grid(data_source ~ basin)

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 Predictor counts

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

# calculate cases of predictor used
lm_best_predictor_counts <- lm_best_dcant %>% 
  pivot_longer(starts_with("delta_coeff_"),
               names_to = "term",
               names_prefix = "delta_coeff_",
               values_to = "delta_coeff") %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(data_source, basin, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n, names_from = term)

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 7 7 6 8 10 9 6
(26,26.5] 7 7 7 9 10 7 6
(26.5,26.75] 7 7 3 10 9 7 7
(26.75,27] 8 5 4 10 6 10 6
(27,27.25] 10 8 4 10 7 8 4
(27.25,27.5] 8 5 3 10 2 6 8
(27.5,27.75] 10 6 6 4 7 8 3
(27.75,27.85] 8 8 8 2 5 8 4
(27.85,27.95] 8 6 6 4 5 10 6
(27.95,28.05] 4 5 6 4 9 6 10
(28.05,28.1] 4 4 3 6 10 10 6
(28.1,28.15] 6 6 6 10 4 3 5
(28.15,28.2] 6 NA 6 10 5 10 4
(28.2, Inf] 6 7 7 10 7 3 6
total 99.00 — 75.00 107.00 96.00 105.00 81.00
Indian - mod
(-Inf,26] 4 5 4 10 10 6 10
(26,26.5] 4 5 4 10 10 6 10
(26.5,26.75] 5 8 5 10 10 6 6
(26.75,27] 5 8 4 10 10 7 7
(27,27.25] 3 6 1 10 10 4 4
(27.25,27.5] 1 8 2 10 6 7 5
(27.5,27.75] 3 5 2 10 5 3 6
(27.75,27.85] 5 NA 3 10 7 6 5
(27.85,27.95] 4 NA 4 10 10 5 6
(27.95,28.05] 4 3 3 10 9 7 5
(28.05,28.1] 4 4 3 9 9 7 6
(28.1, Inf] 5 6 4 10 10 10 5
total 47.00 — 39.00 119.00 106.00 74.00 75.00
Pacific - mod
(-Inf,26] 7 8 6 10 10 6 8
(26,26.5] 6 8 5 7 10 7 8
(26.5,26.75] 7 7 4 7 10 6 9
(26.75,27] 6 9 4 6 10 6 9
(27,27.25] 4 10 4 8 5 10 6
(27.25,27.5] 3 6 3 10 4 10 6
(27.5,27.75] 2 5 2 10 8 10 4
(27.75,27.85] 2 4 3 10 6 10 3
(27.85,27.95] 4 NA 4 10 6 10 5
(27.95,28.05] 4 NA 4 10 10 5 6
(28.05,28.1] 4 3 6 10 10 4 6
(28.1, Inf] 3 7 4 3 7 10 9
total 52.00 — 49.00 101.00 96.00 94.00 79.00
Atlantic - obs
(-Inf,26] 6 6 7 10 10 6 7
(26,26.5] 8 6 4 10 10 5 6
(26.5,26.75] 7 6 5 9 10 7 8
(26.75,27] 5 8 5 6 10 6 10
(27,27.25] 5 9 6 6 10 6 9
(27.25,27.5] 5 8 5 6 10 6 10
(27.5,27.75] 7 6 7 6 10 10 6
(27.75,27.85] 6 7 4 7 10 10 6
(27.85,27.95] 6 6 4 5 8 10 10
(27.95,28.05] 5 7 9 6 10 10 4
(28.05,28.1] 6 6 4 6 9 9 10
(28.1,28.15] 10 7 3 6 6 5 7
(28.15,28.2] 7 5 4 8 6 10 9
(28.2, Inf] 8 5 2 10 6 6 10
total 91.00 92.00 69.00 101.00 125.00 106.00 112.00
Indian - obs
(-Inf,26] 5 6 5 8 10 6 10
(26,26.5] 5 6 5 8 10 6 10
(26.5,26.75] 6 6 4 10 10 5 8
(26.75,27] 5 6 5 10 8 10 6
(27,27.25] 6 5 4 10 8 10 6
(27.25,27.5] 4 5 4 10 10 10 6
(27.5,27.75] 4 6 4 10 10 10 5
(27.75,27.85] 5 7 3 10 9 10 6
(27.85,27.95] 6 7 3 10 7 10 7
(27.95,28.05] 7 6 4 8 6 10 8
(28.05,28.1] 9 8 5 6 4 10 5
(28.1, Inf] 10 4 8 7 4 5 3
total 72.00 72.00 54.00 107.00 96.00 102.00 80.00
Pacific - obs
(-Inf,26] 6 6 7 10 10 6 7
(26,26.5] 6 6 5 9 10 5 8
(26.5,26.75] 6 5 4 10 10 6 8
(26.75,27] 7 7 3 8 10 7 8
(27,27.25] 5 6 5 10 8 10 6
(27.25,27.5] 4 5 6 10 8 10 6
(27.5,27.75] 5 6 5 8 10 10 6
(27.75,27.85] 6 7 4 7 10 10 6
(27.85,27.95] 4 10 4 6 10 10 5
(27.95,28.05] 4 10 4 5 6 10 10
(28.05,28.1] 6 10 4 5 8 10 6
(28.1, Inf] 6 8 4 5 10 10 6
total 65.00 86.00 55.00 93.00 110.00 104.00 82.00

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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 AIC vs BIC

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

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

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 RMSE vs VIF

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

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
ce9412c jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20 

[[2]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
5a36231 jens-daniel-mueller 2021-09-22 
GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )
[[1]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
ce9412c jens-daniel-mueller 2021-09-22 

[[2]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: tco2

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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

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

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 By model domain

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

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

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 Latitudinal mean

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

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

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

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

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

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

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

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

spatial_residual <- GLODAP_augmented_best %>%
  group_by(data_source, gamma_slab, era, lat_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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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

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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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

8.6.8 Predictor

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

GLODAP_augmented_long %>% 
  group_split(basin_AIP,
              gamma_slab,
              predictor) %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x) +
      geom_hline(yintercept = 0) +
      geom_bin_2d(aes(value, .resid)) +
      facet_grid(data_source ~ era) +
      scale_fill_viridis_c(trans = "log10") +
      labs(title = paste("basin_AIP:", .x$basin_AIP,
                         "| gamma_slab:", .x$gamma_slab),
           x = .x$predictor) +
      coord_cartesian(ylim = c(-30,30))
  )
[[1]]

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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)

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afdc482 jens-daniel-mueller 2021-12-21
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d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
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
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

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

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

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

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

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

sessionInfo()
R version 4.0.3 (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