Last updated: 2021-10-20

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, oxygen, phosphate, nitrate, silicate
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era,
         data_source == "obs")

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

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

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

  • Minimum: 3
  • Maximum: 7
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 99

5 Fit all models

Individual linear regression models were fitted for the chosen target variable:

  • cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

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

GLODAP_nested <- GLODAP %>% 
  # filter(gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
  nest(data = !c(gamma_slab, era, basin, data_source))

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

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

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


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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 594.3992 612.2023 5.3030990 12.025831 1299.881 1336.195
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1087.0999 1112.7758 4.5157170 6.462925 1507.655 1553.928
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 593.2465 613.5929 5.2149096 11.899391 1299.542 1341.043
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1089.7283 1112.1947 4.5731842 6.536188 1509.851 1550.340
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 604.6627 622.4658 5.6006599 12.322412 1310.114 1346.428
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1096.9578 1119.4242 4.6644155 6.634421 1517.771 1558.260
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1091.4042 1113.8706 4.5941731 6.458177 1501.487 1541.977
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 596.6459 614.4489 5.3668527 12.022674 1300.047 1336.361
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1063.9833 1089.6592 4.2393243 6.070035 1472.570 1518.844
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 595.6098 615.9562 5.2808787 11.903855 1299.982 1341.484
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1062.2634 1084.7298 4.2425699 6.087060 1470.305 1510.794
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 606.9714 624.7744 5.6698606 12.322377 1310.270 1346.583
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1084.7061 1107.1725 4.5108612 6.353561 1492.559 1533.049
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 598.0217 615.8247 5.4062717 12.011698 1299.842 1336.156
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1069.5354 1095.2113 4.3041231 6.118818 1476.417 1522.691
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 596.9478 617.2941 5.3185946 11.897273 1299.924 1341.426
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1082.0067 1104.4731 4.4777138 6.302047 1487.916 1528.406
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 607.8293 625.6324 5.6957943 12.306165 1309.806 1346.119
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1095.9516 1118.4180 4.6516101 6.546987 1509.273 1549.762
obs Atlantic (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 604.2472 622.0502 5.5882946 12.273348 1308.560 1344.874
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 5159.7704 5188.0990 5.3769860 10.466984 9101.389 9156.533
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5155.1042 5188.1541 5.3554362 10.413828 9090.688 9155.022
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4017.3253 4048.6641 5.2621646 8.881439 7055.752 7117.374
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3847.2623 3878.6011 4.6169061 8.188784 6870.952 6932.574
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 5153.9655 5187.0155 5.3517640 10.388259 9083.953 9148.287
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3835.6786 3871.4944 4.5689151 8.102273 6849.246 6919.671
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 5152.7434 5190.5148 5.3413860 10.358703 9079.809 9153.334
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3885.4189 3916.7577 4.7544260 8.590049 6988.755 7050.377
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3857.4799 3888.8187 4.6533363 8.411937 6938.137 6999.759
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5172.2198 5205.2698 5.4109397 10.490538 9113.200 9177.535
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3852.0498 3887.8656 4.6268165 8.319601 6914.957 6985.382
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5171.1677 5208.9391 5.4010003 10.461526 9109.295 9182.821
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3915.7253 3947.0641 4.8665662 8.907146 7077.261 7138.883
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3870.6483 3901.9871 4.7007119 8.517367 6968.442 7030.064
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3866.3983 3902.2141 4.6781668 8.429817 6946.987 7017.411
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5206.7288 5244.5002 5.5179505 10.628485 9157.542 9231.067
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3930.1276 3961.4664 4.9207813 9.005308 7103.757 7165.379
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 5174.5911 5202.9197 5.4252073 10.535462 9121.333 9176.477
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5171.1028 5204.1528 5.4073002 10.488534 9112.498 9176.833
obs Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5205.2934 5238.3434 5.5198278 10.644462 9157.660 9221.995
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5356.8878 5391.2140 3.5368413 6.402603 9296.063 9363.128
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 5364.6318 5394.0543 3.5541844 6.501286 9346.252 9403.737
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7932.3728 7968.7653 4.6650318 9.288171 13527.796 13598.155
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5293.8129 5333.0429 3.4231663 6.305374 9244.075 9320.722
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7871.8496 7913.4410 4.5572994 9.163978 13462.525 13542.934
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 5298.7958 5333.1221 3.4351872 6.392292 9287.797 9354.863
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 7913.1382 7949.5307 4.6316206 9.319408 13534.835 13605.194
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 7967.4171 7998.6107 4.7300596 9.403544 13581.333 13641.640
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7917.9650 7954.3575 4.6399823 9.218458 13495.022 13565.380
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5314.0666 5353.2966 3.4581489 6.371800 9281.559 9358.206
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7870.2534 7911.8448 4.5545819 9.117481 13442.862 13523.271
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5323.7938 5358.1201 3.4785677 6.467736 9329.921 9396.987
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7922.7376 7959.1301 4.6482650 9.296255 13528.304 13598.662
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5332.2355 5366.5617 3.4933404 6.376773 9281.173 9348.238
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7892.0032 7928.3957 4.5951842 9.400843 13560.685 13631.044
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 5350.2988 5379.7213 3.5287029 6.507338 9348.820 9406.305
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5350.7400 5385.0663 3.5259427 6.443611 9318.421 9385.486
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7893.5232 7929.9157 4.5977951 9.355665 13543.297 13613.655
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 5375.9060 5405.3285 3.5743572 6.594353 9396.326 9453.811
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 7921.7830 7952.9766 4.6500814 9.414963 13572.343 13632.650
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8266.2670 8304.7900 2.3529420 4.009235 13231.409 13306.052
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 8610.4127 8643.4325 2.5884934 4.283367 13632.824 13696.805
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8376.9698 8415.4929 2.4258451 4.602230 14045.028 14119.672
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8140.2028 8184.2291 2.2713347 4.024076 13253.030 13338.337
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9991.1125 10034.5677 4.6368048 9.167585 16880.500 16964.494
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 8413.0961 8451.6192 2.4501214 4.234529 13570.012 13644.656
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 10004.3056 10042.3289 4.6577065 9.203529 16899.469 16972.963
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 10096.4674 10129.0588 4.7893667 9.318869 16981.193 17044.188
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10098.0536 10136.0768 4.7887800 9.310515 16980.753 17054.247
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8269.0424 8313.0687 2.3534450 4.191373 13504.026 13589.333
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9971.0229 10014.4781 4.6093107 9.129075 16854.699 16938.693
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8570.8630 8609.3860 2.5590177 4.425925 13844.115 13918.759
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9986.6512 10024.6744 4.6334274 9.160542 16872.140 16945.634
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8205.2800 8243.8030 2.3137195 4.077544 13332.333 13406.976
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10018.1821 10056.2053 4.6768792 9.220841 16912.385 16985.879
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 8688.9059 8721.9256 2.6451066 4.453666 13878.428 13942.408
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 10018.9761 10051.5675 4.6807492 9.255370 16926.955 16989.950
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8312.3665 8350.8895 2.3830307 4.234645 13564.448 13639.091
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10005.4079 10043.4312 4.6592267 9.195900 16895.845 16969.339
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 10006.1027 10038.6940 4.6629450 9.219497 16904.797 16967.792
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 10026.8028 10066.7301 2.3146276 4.058884 17226.823 17305.292
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 10337.2879 10371.5114 2.4836360 4.231691 17543.222 17610.482
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15472.3466 15512.8409 6.0266530 11.080037 27897.609 27977.455
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9701.6844 9747.3157 2.1500129 3.482836 15924.979 16014.658
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15448.1016 15494.3808 5.9938455 11.019306 27852.734 27943.987
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 10304.1759 10344.1033 2.4640462 3.870404 16720.846 16799.315
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9698.9561 9738.8834 2.1496597 4.356822 17755.288 17833.757
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 15456.1632 15490.8725 6.0089008 11.145868 27946.422 28014.862
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15433.4668 15473.9611 5.9781151 10.950397 27792.653 27872.499
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9518.7796 9564.4109 2.0631281 3.511974 16045.730 16135.409
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15401.6514 15447.9305 5.9362176 10.871754 27732.545 27823.798
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10306.6247 10346.5521 2.4654074 4.027880 17106.251 17184.721
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15407.8136 15448.3078 5.9463036 11.017605 27847.531 27927.377
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 15471.0328 15505.7421 6.0275131 11.097575 27907.751 27976.191
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10011.8102 10051.7376 2.3068145 3.893645 16867.715 16946.185
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15454.2956 15494.7898 6.0040691 11.061334 27882.693 27962.539
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 9759.5006 9793.7240 2.1801970 4.400996 17836.239 17903.499
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 15432.5795 15467.2889 5.9794988 10.968015 27803.079 27871.518
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9748.0651 9787.9925 2.1736008 3.791138 16673.696 16752.166
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15410.9030 15451.3973 5.9501257 10.919846 27767.985 27847.831
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 17861.6322 17904.3546 3.6008039 5.446603 30156.140 30240.958
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 17874.1788 17910.7979 3.6087368 5.667524 30826.720 30899.421
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 17099.1511 17141.8734 3.2085029 5.247333 29994.816 30079.634
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 20091.4267 20127.7766 5.8019028 10.375497 37339.118 37411.368
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20090.6535 20133.0618 5.7993576 10.315096 37265.693 37349.985
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20089.4807 20137.9473 5.7964469 10.312157 37266.482 37362.816
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 17842.4318 17885.1541 3.5903596 5.338627 29808.829 29893.647
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 20089.4557 20131.8640 5.7982586 10.371849 37339.142 37423.434
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16813.6026 16856.3250 3.0728485 4.859351 28910.756 28995.575
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 20067.4344 20103.7843 5.7799191 10.340212 37298.046 37370.296
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20065.9494 20108.3577 5.7767328 10.279518 37224.143 37308.436
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20066.0129 20114.4795 5.7749631 10.277191 37225.481 37321.815
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17863.8734 17906.5957 3.6020249 5.403621 30011.879 30096.697
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20066.7620 20109.1703 5.7774757 10.337341 37298.824 37383.116
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 17443.2712 17479.8903 3.3809865 5.442383 30403.467 30476.168
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17392.1675 17434.8898 3.3539330 5.302973 30015.618 30100.436
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 17193.9994 17230.6185 3.2558593 5.090758 29450.706 29523.408
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 20102.0267 20138.3767 5.8116421 10.369925 37330.054 37402.305
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17088.4267 17131.1490 3.2033015 5.013352 29264.726 29349.544
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 20098.6228 20141.0310 5.8066749 10.340161 37296.663 37380.955
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 22891.1945 22934.6806 5.3887653 9.807502 41100.814 41186.646
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 22909.3641 22946.6379 5.4035290 9.850490 41156.867 41230.437
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 23087.1094 23132.5382 2.5919190 4.411719 41494.144 41584.545
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 22985.7359 23024.6748 2.5655821 4.064366 39621.607 39699.094
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 22984.1662 23027.6523 5.4571558 9.837900 41139.694 41225.526
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 22883.1334 22932.8318 5.3814159 9.736978 41004.550 41102.644
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 21819.7193 21865.1480 2.2753698 3.641421 37612.266 37702.667
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 22902.1706 22945.6567 5.3967945 9.787253 41071.574 41157.406
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 21981.2717 22020.2106 2.3139399 4.038595 39896.784 39974.271
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 23143.2846 23188.7134 2.6069264 4.379481 41310.527 41400.928
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 23065.1467 23104.0856 2.5866066 4.070003 39606.940 39684.427
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 22898.8767 22948.5751 5.3929204 9.775588 41059.154 41157.248
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 21880.8397 21926.2684 2.2897078 3.632671 37517.997 37608.398
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 22916.7997 22960.2858 5.4075147 9.817234 41113.622 41199.454
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 23357.5779 23403.0066 2.6649782 4.415932 41413.045 41503.447
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 23393.5126 23432.4516 2.6753886 4.187214 40108.359 40185.845
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 22919.6962 22969.3946 5.4081723 9.820298 41121.936 41220.030
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22163.8909 22209.3196 2.3572950 3.716245 37908.924 37999.326
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22937.8164 22981.3025 5.4229528 9.859343 41172.411 41258.243
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 22909.7418 22953.2279 5.4023400 9.841935 41148.860 41234.692
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 13799.6971 13839.8726 4.8640247 9.003775 25393.480 25472.997
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 10123.8818 10158.2997 2.2009650 3.676984 18765.028 18834.110
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 13801.1842 13835.6203 4.8677182 9.057107 25441.574 25509.732
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 10252.2137 10286.6316 2.2635084 3.710550 18798.744 18867.826
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 10007.8726 10048.0267 2.1449789 3.523091 18323.497 18404.092
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 10385.6857 10420.1035 2.3304429 3.662028 18535.420 18604.502
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9535.7614 9575.9155 1.9348865 3.097246 17038.892 17119.488
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 13811.0340 13851.2095 4.8760428 9.004794 25393.967 25473.484
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 9956.6384 9991.0563 2.1220443 3.444154 18072.291 18141.373
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 13812.0944 13846.5305 4.8792922 9.055611 25439.742 25507.900
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 10125.8871 10166.0413 2.2009676 3.611449 18552.302 18632.898
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13807.4855 13853.4003 4.8701572 8.994944 25388.501 25479.377
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 9703.6671 9743.8213 2.0071370 3.220214 17410.603 17491.199
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 13808.9405 13849.1160 4.8738213 9.046052 25434.594 25514.111
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10249.6919 10289.8461 2.2612748 3.731037 18872.567 18953.163
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13813.5878 13859.5027 4.8766306 9.002627 25395.799 25486.676
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9841.6076 9881.7618 2.0685075 3.342410 17782.013 17862.609
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13815.5953 13855.7708 4.8808865 9.055965 25444.031 25523.548
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13805.6450 13845.8205 4.8703263 9.005377 25394.796 25474.313
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13811.5884 13851.7639 4.8766313 9.009487 25398.574 25478.091
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 12220.7448 12249.6713 3.0638670 4.890376 22842.807 22901.098
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 12199.2345 12233.9463 3.0489280 4.853020 22758.464 22828.413
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 12410.3371 12450.8342 3.1843956 4.921728 22773.607 22855.214
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 12065.9586 12100.6705 2.9656077 4.613689 22150.349 22220.298
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11974.9224 12015.4195 2.9087974 4.448240 21703.308 21784.915
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21489.0367 21532.2891 4.9184236 9.251163 42535.696 42622.357
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 12396.2829 12430.9948 3.1764254 4.831510 22502.934 22572.883
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 21487.5001 21524.5736 4.9187433 9.273641 42569.347 42643.627
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21276.3364 21319.5888 4.7738654 9.015213 42167.581 42254.242
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 21276.4744 21313.5479 4.7752971 9.039490 42204.881 42279.161
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 12168.9002 12203.6121 3.0297604 4.714451 22368.633 22438.582
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20958.6221 21008.0534 4.5645303 8.745295 41746.986 41846.027
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 12053.5114 12094.0086 2.9567136 4.520758 21865.134 21946.741
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 20957.0520 21000.3044 4.5648055 8.787058 41815.403 41902.063
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 12234.1107 12268.8225 3.0711154 4.798698 22565.833 22635.781
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20956.3448 21005.7762 4.5630726 8.738689 41735.727 41834.767
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12103.6110 12144.1082 2.9876709 4.578876 22005.619 22087.226
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20954.8157 20998.0681 4.5633740 8.780334 41804.022 41890.682
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 21016.3779 21059.6303 4.6029459 8.818037 41862.353 41949.013
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 21024.2539 21061.3274 4.6093260 8.913973 42021.494 42095.774
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 15592.6757 15628.5001 3.5680686 6.362533 31311.712 31383.980
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 15435.1841 15471.0086 3.4723230 6.246736 31107.990 31180.258
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 26212.0527 26263.1766 4.7327514 8.806954 51064.558 51166.793
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 15436.3422 15478.1374 3.4718182 6.233099 31080.687 31165.001
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 26210.3773 26255.1107 4.7329257 8.809392 51065.769 51155.225
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 26400.0256 26444.7591 4.8359135 9.003212 51449.258 51538.714
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 26399.0124 26437.3554 4.8364552 9.004034 51446.836 51523.513
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 15364.9463 15400.7708 3.4304552 6.191982 31007.864 31080.132
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26277.3243 26328.4482 4.7679456 8.871821 51193.660 51295.895
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 15355.8980 15397.6932 3.4239155 6.159824 30940.979 31025.292
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 26276.7268 26321.4602 4.7687047 8.874033 51194.175 51283.631
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 15333.9694 15369.7939 3.4121510 6.169339 30966.791 31039.060
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26259.4980 26310.6219 4.7583079 8.853317 51156.810 51259.045
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15316.6903 15358.4855 3.4008084 6.125494 30875.382 30959.695
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26258.6948 26303.4283 4.7589543 8.855364 51157.014 51246.470
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 26457.1524 26501.8859 4.8673730 9.051846 51542.562 51632.018
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 26455.3027 26493.6457 4.8674560 9.063060 51562.078 51638.755
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate 15546.8068 15576.6605 3.5411367 6.365948 31333.186 31393.410
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 15527.1245 15562.9489 3.5279007 6.311100 31220.230 31292.498
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 15506.4741 15542.2986 3.5153407 6.298801 31200.182 31272.450
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 7598.8677 7627.4745 1.3008155 2.369931 14184.889 14242.006
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 7396.0380 7430.3661 1.2430832 2.233122 13643.949 13712.489
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 7599.5917 7633.9198 1.3004477 2.358517 14141.642 14210.183
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7392.1116 7432.1610 1.2414515 2.210158 13545.617 13625.581
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20774.8289 20817.5428 5.6163876 9.857190 39649.098 39734.509
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20767.4071 20810.1210 5.6100774 9.860738 39656.969 39742.379
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 20787.8032 20824.4151 5.6291409 9.899132 39705.247 39778.457
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 7641.8165 7676.1446 1.3126748 2.379544 14220.526 14289.067
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20794.2224 20836.9363 5.6329101 9.913541 39730.056 39815.467
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20774.7488 20823.5646 5.6146183 9.848604 39640.422 39738.035
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 7452.9461 7492.9956 1.2583031 2.239825 13664.618 13744.582
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 20808.4553 20851.1692 5.6450669 9.914177 39726.540 39811.951
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 7653.9278 7688.2558 1.3162031 2.387860 14252.457 14320.998
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 20727.4211 20764.0330 5.5778913 9.818571 39599.500 39672.710
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20705.5438 20748.2577 5.5577543 9.771596 39537.808 39623.219
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20692.6008 20741.4166 5.5451891 9.719393 39464.621 39562.234
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7471.5090 7511.5584 1.2634906 2.252986 13718.990 13798.954
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20722.1962 20764.9100 5.5717904 9.783004 39550.352 39635.763
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 7466.5840 7500.9121 1.2626718 2.276156 13818.091 13886.631
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 7486.6529 7520.9810 1.2683005 2.292571 13885.011 13953.552
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 9971.3254 10008.4825 0.9594084 1.814233 18833.029 18907.160
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 9850.1253 9887.2824 0.9434594 1.792221 18661.917 18736.048
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 10065.7036 10102.8607 0.9720143 1.836266 19004.313 19078.443
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9973.1716 10016.5216 0.9593880 1.812422 18822.169 18908.655
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9923.8095 9967.1594 0.9528601 1.853181 19151.119 19237.604
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 10101.0969 10144.4468 0.9765141 1.839984 19035.362 19121.848
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21985.0483 22028.1640 5.6034018 9.760615 40284.576 40370.221
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21977.0552 22026.3302 5.5953990 9.751960 40277.574 40375.454
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 21975.1794 22018.2950 5.5954983 9.767615 40297.718 40383.362
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10163.5077 10206.8576 0.9849801 1.856284 19161.103 19247.589
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 21915.9406 21952.8968 5.5498788 9.661730 40142.921 40216.331
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21917.9366 21961.0522 5.5498756 9.651939 40131.593 40217.238
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21912.4465 21961.7215 5.5439335 9.643235 40123.772 40221.652
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21910.7466 21953.8622 5.5441714 9.654707 40137.669 40223.314
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 10100.9172 10138.0743 0.9767600 1.844133 19064.801 19138.932
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 9975.2388 10012.3959 0.9599278 1.821518 18892.218 18966.348
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 10034.0546 10071.2117 0.9677686 1.837265 19015.084 19089.214
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 21920.3144 21957.2706 5.5533515 9.763543 40299.266 40372.676
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21917.2098 21960.3255 5.5492988 9.739730 40267.912 40353.557
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 21915.4955 21952.4518 5.5495255 9.748517 40277.319 40350.729
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate 4780.0102 4809.2879 0.6098648 1.163885 8535.962 8593.858
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4779.5039 4814.6372 0.6095687 1.152997 8450.171 8519.645
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 4779.7659 4814.8992 0.6095996 1.163569 8537.304 8606.779
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 4502.6573 4537.7906 0.5777257 1.124745 8203.108 8272.582
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4399.9851 4440.9740 0.5661244 1.109390 8071.294 8152.347
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 4527.6705 4562.8037 0.5805330 1.130497 8252.396 8321.871
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4446.6160 4487.6048 0.5712637 1.116294 8132.596 8213.650
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 11254.9629 11288.0680 5.1356911 8.873919 18915.678 18980.236
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11255.3430 11293.9656 5.1334309 8.862053 18910.870 18986.187
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11254.5656 11298.7057 5.1295580 8.849036 18905.232 18991.309
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 11255.0461 11293.6687 5.1330168 8.866001 18913.840 18989.157
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 4540.6298 4575.7631 0.5819929 1.133738 8279.978 8349.452
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4468.3748 4509.3636 0.5736777 1.119741 8162.913 8243.966
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 11214.1380 11247.2432 5.0790321 8.800034 18861.949 18926.507
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11215.9185 11254.5411 5.0787291 8.794811 18862.032 18937.349
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11212.0279 11256.1681 5.0706061 8.769481 18847.174 18933.251
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11210.9312 11249.5538 5.0718508 8.780365 18851.349 18926.667
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4834.5484 4869.6817 0.6161061 1.161398 8520.692 8590.167
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11310.9692 11349.5918 5.2116164 8.964322 18984.484 19059.801
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 11309.6196 11342.7248 5.2125376 8.969175 18984.061 19048.618
obs Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 15373.9375 15414.9045 4.7925011 8.474843 28477.658 28559.119
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 4750.2129 4786.8971 0.4917241 1.102204 11145.820 11219.379
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4712.5823 4755.3805 0.4888163 1.091444 11020.883 11106.703
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 15321.0636 15356.1782 4.7453371 8.427210 28422.171 28491.995
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4711.1958 4753.9940 0.4887149 1.078861 10875.132 10960.951
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 15322.4435 15363.4106 4.7447651 8.424197 28422.362 28503.823
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 15324.2960 15371.1155 4.7446291 8.415982 28415.646 28508.745
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 15323.0271 15363.9942 4.7453035 8.418459 28414.738 28496.199
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15322.9418 15363.9089 4.7452248 8.476587 28490.245 28571.706
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 5588.6884 5625.3726 0.5574654 1.151083 11791.082 11864.641
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 4748.6842 4785.3683 0.4916116 1.101630 11139.072 11212.631
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 4708.0519 4750.8501 0.4884850 1.091080 11015.986 11101.805
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 15320.6663 15355.7809 4.7449706 8.469138 28476.689 28546.513
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4706.9096 4749.7078 0.4884015 1.078904 10875.008 10960.827
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15322.1172 15363.0843 4.7444642 8.464337 28474.592 28556.054
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15323.8948 15370.7144 4.7442591 8.438383 28444.974 28538.073
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 15322.5854 15363.5524 4.7448960 8.441424 28444.792 28526.253
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 4755.3281 4792.0122 0.4921006 1.102474 11149.732 11223.292
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4721.4644 4764.2625 0.4894665 1.092081 11029.619 11115.438
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4719.8519 4762.6500 0.4893484 1.079558 10884.528 10970.347
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1547.8536 1570.8975 2.2555794 4.915928 4666.878 4716.765
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1393.9776 1414.9112 4.2054741 8.813991 3822.390 3867.421
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1500.6614 1527.5459 2.0999354 4.742434 4612.961 4671.163
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1371.6854 1396.1079 3.9996088 8.598036 3800.301 3852.836
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1333.6873 1364.4124 1.6426399 3.784459 4175.737 4242.253
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1370.6562 1398.5677 3.9746548 8.573071 3801.270 3861.310
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1338.1747 1365.0592 1.6582021 3.813535 4186.376 4244.578
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1382.0529 1406.4754 4.0862064 8.694278 3812.386 3864.922
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1760.4895 1787.3740 3.0635171 6.261303 5119.980 5178.182
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1537.4729 1560.5167 2.2218019 4.864060 4647.655 4697.542
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1388.7641 1409.6977 4.1604170 8.751440 3814.058 3859.089
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1493.6690 1520.5535 2.0787009 4.702166 4596.600 4654.802
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1368.1719 1392.5945 3.9706801 8.552762 3793.867 3846.403
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1322.0439 1352.7690 1.6150744 3.741848 4154.958 4221.474
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1367.4064 1395.3179 3.9480567 8.530050 3795.086 3855.127
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1324.9524 1351.8369 1.6266383 3.766031 4163.533 4221.735
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1378.2105 1402.6331 4.0538954 8.644877 3805.497 3858.033
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate 1411.4525 1432.3861 4.3600880 9.243586 3887.389 3932.419
mod Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1716.3726 1743.2571 2.8732399 6.132013 5100.348 5158.549
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1410.8789 1435.3015 4.3369655 9.217938 3888.391 3940.927
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 2854.0750 2879.6325 3.6625162 7.263275 7321.212 7375.062
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2943.0010 2973.8376 2.7229707 5.207619 8611.982 8678.531
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2854.7018 2884.5189 3.6577111 7.214093 7303.378 7366.203
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2301.2634 2336.5053 1.5995286 3.298506 7049.350 7125.405
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2799.0510 2833.1276 3.4615694 6.981896 7232.913 7304.713
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2313.5869 2344.4235 1.6185756 3.702557 7555.602 7622.151
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2801.2821 2831.0991 3.4755998 7.056317 7261.210 7324.035
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2845.8658 2871.4233 3.6338845 7.221165 7306.815 7360.665
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2933.4198 2964.2564 2.7014943 5.136542 8553.441 8619.989
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2846.7232 2876.5403 3.6299174 7.170095 7287.864 7350.688
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2298.8549 2334.0968 1.5963479 3.285704 7033.153 7109.208
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2797.2566 2831.3333 3.4556363 6.971312 7228.938 7300.737
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2310.8422 2341.6788 1.6149083 3.677748 7528.100 7594.648
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2798.7310 2828.5481 3.4671336 7.041268 7255.623 7318.447
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2305.7421 2336.5787 1.6081159 3.462402 7264.214 7330.762
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2797.3224 2827.1394 3.4624676 7.317825 7379.186 7442.011
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2349.3028 2375.7342 1.6698214 3.894314 7747.742 7804.783
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2300.7147 2331.5513 1.6014482 3.423055 7216.016 7282.564
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2795.4220 2825.2391 3.4561829 7.299334 7372.053 7434.878
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2338.4005 2364.8319 1.6548436 3.844552 7698.573 7755.615
mod Indian (26.5,26.75] cstar_tref ~ aou + phosphate + nitrate + silicate 2801.8867 2829.5831 1.5658918 4.114674 7720.778 7778.168
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2762.5289 2794.8414 1.5231383 4.064623 7677.445 7744.399
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 5159.1257 5188.2010 3.7392845 7.491540 10708.543 10767.124
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5158.8436 5192.7647 3.7347482 7.457861 10694.511 10762.856
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2452.4034 2489.3319 1.2359669 3.619451 7235.558 7312.077
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5157.0407 5195.8078 3.7272012 7.412018 10673.823 10751.931
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2451.1997 2483.5121 1.2366258 3.649552 7257.939 7324.894
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 5157.9353 5191.8564 3.7329442 7.464878 10698.383 10766.728
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 5150.0286 5179.1039 3.7212343 7.455987 10690.001 10748.583
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5149.9483 5183.8695 3.7171189 7.419699 10674.445 10742.790
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2446.8083 2483.7368 1.2313468 3.544456 7167.503 7244.022
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5148.2907 5187.0577 3.7098941 7.381014 10657.550 10735.659
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2445.8615 2478.1740 1.2322152 3.588293 7202.914 7269.869
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5148.9379 5182.8590 3.7151216 7.433995 10682.304 10750.649
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2562.2806 2594.5931 1.3320751 3.770495 7390.923 7457.877
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5157.3660 5191.2872 3.7318141 7.603358 10772.001 10840.347
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 2610.1493 2637.8457 1.3772892 3.855588 7470.598 7527.988
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2549.6042 2581.9166 1.3208204 3.678264 7307.864 7374.819
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5147.8221 5181.7432 3.7129173 7.569580 10754.678 10823.024
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2598.2686 2625.9650 1.3663801 3.780262 7403.833 7461.223
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8116.2872 8153.4141 3.6960640 7.499494 18648.273 18724.280
obs Indian (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 8171.5362 8208.6631 3.7654158 7.572390 18707.078 18783.085
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4187.9443 4222.3335 1.9302522 3.730578 9628.618 9699.473
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8106.9629 8144.0898 3.6844862 7.544294 18695.127 18771.135
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3798.5821 3837.8841 1.5887430 3.143389 8844.527 8925.503
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8094.8811 8137.3118 3.6670698 7.469323 18627.685 18714.551
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 4001.2062 4035.5954 1.7590012 3.523054 9386.843 9457.698
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 8096.8586 8133.9855 3.6719808 7.542530 18695.633 18771.641
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4185.2494 4219.6386 1.9276660 3.704552 9590.487 9661.341
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8097.6284 8134.7553 3.6729320 7.528796 18681.890 18757.897
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3797.5966 3836.8985 1.5879642 3.141463 8841.545 8922.522
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8086.3760 8128.8067 3.6565906 7.456447 18616.773 18703.638
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4000.7951 4035.1843 1.7586414 3.519288 9381.206 9452.061
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8088.2825 8125.4094 3.6614001 7.528548 18683.700 18759.707
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 4203.8214 4233.2978 1.9474965 3.759406 9659.838 9720.570
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3959.3291 3993.7183 1.7227326 3.285816 9017.909 9088.764
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8100.9565 8138.0834 3.6770474 7.554299 18706.337 18782.344
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4199.8391 4229.3155 1.9436419 3.727279 9613.330 9674.063
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3954.4153 3988.8045 1.7185262 3.277012 9005.030 9075.885
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8093.8923 8131.0192 3.6683177 7.543151 18696.891 18772.898
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate 4745.7090 4770.4774 2.3224499 4.227776 11429.365 11481.075
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4743.1120 4772.8341 2.3173569 4.212503 11411.443 11473.495
obs Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 5239.7888 5269.0711 3.5519240 7.740598 14039.565 14100.889
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate 4746.6387 4771.4071 2.3234812 4.239724 11448.771 11500.481
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 4747.6772 4777.3993 2.3224145 4.234253 11444.368 11506.420
obs Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 5235.1714 5264.4537 3.5435061 7.738677 14039.725 14101.048
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 5260.6195 5289.9018 3.5901494 7.793322 14071.046 14132.369
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5238.2859 5272.4486 3.5455360 7.731896 14038.359 14109.903
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 4685.7773 4715.4994 2.2547673 4.157388 11366.837 11428.889
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5230.8792 5265.0419 3.5320671 7.711669 14025.973 14097.517
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 4643.9954 4673.7175 2.2102236 4.248055 11547.083 11609.135
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4644.4173 4679.0931 2.2085585 4.220417 11508.022 11580.416
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5253.3098 5287.4725 3.5730150 7.774882 14064.779 14136.323
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5209.0449 5248.0880 3.4890707 7.663678 14002.454 14084.218
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4646.2639 4680.9397 2.2105070 4.222134 11509.496 11581.890
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5219.8238 5258.8669 3.5084502 7.688037 14016.907 14098.671
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 4684.0522 4713.7743 2.2529105 4.195247 11431.925 11493.977
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4620.4613 4655.1371 2.1834358 4.125591 11370.033 11442.427
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5218.0765 5252.2392 3.5089059 7.695454 14018.289 14089.833
obs Indian (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5225.6167 5259.7794 3.5225283 7.712146 14028.088 14099.632
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 7265.7626 7296.8613 3.7998351 7.726459 18313.168 18377.811
obs Indian (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 7282.8557 7313.9544 3.8245740 7.776155 18355.351 18419.995
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 7254.8017 7291.0835 3.7811835 7.693750 18290.005 18365.422
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 7265.4801 7301.7619 3.7965438 7.740733 18332.561 18407.979
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 5764.5050 5796.2997 1.6917937 2.972269 12664.451 12730.049
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 5604.0135 5641.1073 1.6013651 2.875032 12483.919 12560.450
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7256.2902 7297.7551 3.7804493 7.681560 18281.882 18368.073
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 7350.4313 7386.7131 3.9209851 7.863424 18415.754 18491.172
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 5654.9493 5686.7440 1.6302807 2.961196 12714.614 12780.212
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 5777.0975 5808.8922 1.6990112 2.981293 12682.872 12748.470
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5614.5090 5651.6028 1.6070571 2.882573 12500.414 12576.944
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7267.3506 7308.8155 3.7963571 7.715554 18311.259 18397.451
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 5871.5433 5903.3380 1.7541341 3.030405 12757.892 12823.490
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 5618.7940 5650.5887 1.6104753 2.884879 12499.091 12564.689
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 5549.1365 5586.2304 1.5719303 2.837197 12401.688 12478.219
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 7272.8439 7309.1256 3.8071725 7.873138 18460.339 18535.757
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7265.7861 7302.0679 3.7969849 7.723605 18315.188 18390.605
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7284.8188 7321.1006 3.8245204 7.772269 18355.471 18430.889
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 5743.7299 5770.2255 1.6810895 3.019453 12824.466 12879.131
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 5744.5582 5776.3530 1.6804238 3.008711 12796.054 12861.652
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate 6563.8500 6591.4213 1.4445898 2.864676 15899.936 15956.891
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + silicate 7628.2790 7655.8502 1.9309626 3.088178 15885.593 15942.547
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 6572.0807 6599.6520 1.4478349 2.829296 15762.842 15819.796
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + silicate 7704.2446 7731.8158 1.9713706 3.108624 15869.856 15926.810
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 8570.8545 8602.9383 3.8130309 7.777966 21787.588 21854.273
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 8530.5509 8567.9820 3.7614166 7.705433 21724.305 21802.104
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8474.0149 8511.4460 3.6935267 7.593991 21615.336 21693.135
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 8472.4928 8509.9239 3.6917159 7.617046 21643.821 21721.620
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 7668.7373 7701.8229 1.9513150 3.083564 15813.110 15881.455
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate 6593.3739 6620.9452 1.4562642 2.946731 16184.382 16241.336
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 8472.0642 8504.1480 3.6935853 7.645982 21673.841 21740.526
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8451.2669 8494.0453 3.6641955 7.474067 21483.620 21572.533
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 8561.3665 8598.7976 3.7989448 7.679152 21678.100 21755.899
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8456.2374 8499.0158 3.6700678 7.490649 21501.846 21590.759
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8575.2713 8612.7024 3.8160010 7.712986 21712.379 21790.178
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 8464.6449 8502.0760 3.6823939 7.634764 21668.391 21746.190
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 7607.6967 7640.7822 1.9191111 3.008094 15546.741 15615.087
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 7287.8098 7315.3811 1.7597948 2.946373 15677.174 15734.128
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 7187.9665 7215.5377 1.7125390 2.873669 15463.078 15520.032
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 6594.1235 6621.6948 1.4565619 2.749973 15437.811 15494.766
mod Indian (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 4026.2818 4050.2882 2.2587489 4.033008 8666.437 8715.733
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate 3946.6634 3970.6698 2.1609100 3.828998 8443.416 8492.712
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4381.4319 4414.3714 3.5040114 7.728498 10852.942 10921.086
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 3125.9205 3154.7282 1.3674417 2.432751 6582.563 6641.718
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 3741.7028 3770.5105 1.9259578 3.828573 8546.181 8605.337
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 3988.9032 4012.9096 2.2122765 3.883484 8489.998 8539.293
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 2815.8906 2844.6983 1.1508620 2.006254 5762.507 5821.662
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3948.2647 3977.0724 2.1604309 3.826722 8444.513 8503.668
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4328.8887 4361.8282 3.3931281 7.568281 10773.875 10842.018
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4301.3527 4338.9978 3.3323453 7.445474 10714.544 10792.421
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 4386.2507 4419.1902 3.5143602 7.750244 10863.845 10931.988
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 4136.8065 4165.6142 2.3992823 4.032489 8586.447 8645.602
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4330.0991 4363.0386 3.3956425 7.576648 10778.248 10846.391
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4300.0600 4337.7051 3.3297099 7.444043 10713.912 10791.789
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4378.5149 4411.4543 3.4977615 7.727931 10853.061 10921.204
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4368.4043 4401.3438 3.4761856 7.674786 10826.036 10894.179
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 3934.4373 3963.2450 2.1438799 3.508042 7965.746 8024.901
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4336.1903 4369.1297 3.4083242 7.627676 10804.954 10873.097
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4335.0629 4368.0023 3.4059735 7.635147 10809.077 10877.220
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 4028.1302 4056.9379 2.2585585 4.032040 8669.267 8728.422
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 4108.4752 4137.9516 1.8572721 3.444064 9420.155 9481.135
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 3737.4340 3766.9105 1.5442081 2.860506 8522.455 8583.435
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 4003.4231 4037.8123 1.7609423 3.353694 9327.667 9398.810
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 6223.7934 6254.2533 3.3343742 7.032506 14754.212 14816.794
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6210.6578 6246.1943 3.3131298 6.973820 14711.286 14784.298
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6185.8298 6226.4430 3.2758059 6.931255 14683.982 14767.425
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3692.7795 3727.1687 1.5087779 2.718306 8241.418 8312.561
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 6200.7448 6236.2814 3.2992892 6.990728 14727.504 14800.516
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 4233.3011 4262.7776 1.9762701 3.569115 9555.710 9616.690
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 4134.3804 4163.8569 1.8813639 3.563834 9611.050 9672.030
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3985.3260 4019.7152 1.7451588 3.341475 9315.870 9387.014
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6227.1578 6262.6944 3.3362960 7.011126 14739.829 14812.841
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6191.9793 6232.5926 3.2843240 6.957797 14705.497 14788.940
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3679.7746 3714.1638 1.4990476 2.703497 8216.555 8287.699
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6203.4074 6238.9440 3.3030011 7.011602 14744.657 14817.670
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 4227.0362 4256.5126 1.9701198 3.566458 9555.618 9616.598
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 4253.7943 4283.2707 1.9965224 3.397086 9213.676 9274.656
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6202.3030 6237.8396 3.3014610 6.995511 14731.271 14804.284
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 6204.7456 6235.2055 3.3076607 7.009165 14738.012 14800.594
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6208.2473 6243.7839 3.3097589 7.032819 14761.653 14834.665
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 9630.7032 9663.7887 3.3313932 6.831237 24278.040 24346.618
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 9603.8535 9642.4533 3.3052937 6.803716 24250.964 24330.971
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 5719.2583 5751.5622 1.4240457 2.496090 12265.800 12332.268
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 5710.3771 5748.0650 1.4192416 2.476252 12196.919 12274.464
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9684.0702 9722.6700 3.3783745 6.838054 24270.177 24350.184
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9644.2696 9688.3836 3.3400930 6.757790 24165.496 24256.933
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 9655.6201 9694.2198 3.3522721 6.774317 24181.810 24261.818
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 5718.9694 5751.2733 1.4239180 2.499807 12281.227 12347.694
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5710.4830 5748.1709 1.4192883 2.479223 12209.155 12286.701
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9674.9928 9719.1068 3.3681871 6.822470 24254.547 24345.984
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9684.1676 9722.7673 3.3784642 6.836078 24267.003 24347.010
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 5482.9241 5515.2280 1.3232704 2.383193 11979.546 12046.013
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 5712.6894 5744.9934 1.4211436 2.522758 12378.681 12445.148
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 5326.0018 5358.3058 1.2603287 2.187037 11232.988 11299.456
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9642.5987 9681.1985 3.3403927 6.763123 24169.887 24249.895
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 9654.6226 9687.7081 3.3531885 6.776888 24181.462 24250.039
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 5713.0582 5745.3621 1.4213064 2.526457 12393.118 12459.586
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 5328.8738 5361.1777 1.2614533 2.191705 11252.619 11319.086
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9673.0165 9711.6163 3.3682090 6.829442 24261.584 24341.591
mod Indian (27.95,28.05] cstar_tref ~ temp + phosphate + nitrate 5519.4257 5546.3456 1.3391877 2.478041 12329.362 12384.752
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate 6229.6351 6260.3237 3.0299782 6.459810 16619.410 16683.574
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 6231.2187 6267.0221 3.0294654 6.303871 16441.482 16516.339
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 6236.8410 6267.5296 3.0388666 6.315813 16448.140 16512.304
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 3014.5714 3044.7565 0.9125232 1.422655 5311.864 5374.055
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 2912.6315 2947.8475 0.8715411 1.371098 5147.743 5220.299
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6324.9028 6360.7062 3.1470613 6.455029 16575.080 16649.938
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6272.2749 6313.1930 3.0779464 6.355515 16488.317 16573.869
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 6270.4649 6306.2683 3.0781842 6.355941 16484.731 16559.589
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 3014.9319 3045.1171 0.9126686 1.424934 5325.014 5387.205
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2913.3704 2948.5864 0.8718258 1.373498 5161.427 5233.983
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6306.2975 6347.2157 3.1208113 6.443678 16576.063 16661.615
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6304.3258 6340.1292 3.1208472 6.444871 16573.454 16648.312
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 3052.7146 3077.8689 0.9288621 1.439030 5348.223 5400.049
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 3053.5670 3083.7521 0.9283909 1.434258 5325.134 5387.325
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 2983.4298 3013.6149 0.9000463 1.377977 5080.941 5143.132
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6285.4985 6321.3018 3.0970532 6.375116 16500.131 16574.988
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 6286.2711 6316.9598 3.1005459 6.379282 16499.708 16563.871
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 3053.4817 3078.6360 0.9291771 1.441590 5362.445 5414.271
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 3054.4398 3084.6249 0.9287492 1.437410 5342.887 5405.078
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 2985.1914 3015.3766 0.9007475 1.380614 5095.085 5157.276
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 10465.7951 10509.8113 0.9007046 1.463146 19643.266 19733.482
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 19076.0408 19119.6212 3.1024469 6.647936 44873.080 44961.998
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 19088.0286 19125.3832 3.1082602 6.660218 44900.574 44976.790
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 10490.5641 10534.5803 0.9035145 1.466278 19674.239 19764.455
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 10260.4276 10310.7318 0.8775201 1.439769 19436.160 19539.265
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 10280.8988 10324.9150 0.8800034 1.442881 19466.791 19557.008
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 10486.9901 10531.0063 0.9031085 1.465671 19666.798 19757.015
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 19350.7119 19388.0665 3.2194767 6.712983 45003.897 45080.112
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19321.0572 19364.6376 3.2058665 6.698470 44973.762 45062.680
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10263.0248 10313.3290 0.8778068 1.439918 19436.102 19539.207
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19317.8467 19367.6529 3.2036317 6.683226 44936.711 45038.332
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 19337.4847 19381.0651 3.2129225 6.696302 44964.791 45053.709
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10491.4067 10535.4230 0.9036102 1.467467 19696.164 19786.381
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10267.1946 10317.4988 0.8782672 1.441586 19463.595 19566.700
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate 19441.2980 19472.4268 3.2596177 6.761695 45116.017 45179.530
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 19400.3730 19437.7276 3.2409456 6.740136 45069.172 45145.388
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10464.5289 10508.5451 0.9005611 1.462830 19638.650 19728.866
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 19401.2185 19444.7989 3.2404449 6.723965 45028.913 45117.831
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 19442.8637 19480.2183 3.2594282 6.750000 45087.980 45164.195
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10467.8642 10511.8804 0.9009389 1.464387 19664.758 19754.975
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 23433.8101 23477.2999 5.7903828 14.645026 32087.523 32166.644
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 23404.1434 23453.8461 5.7655768 14.599151 32054.139 32144.562
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 22547.4907 22584.7154 5.2753694 10.059511 31261.549 31330.483
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 23554.7178 23591.9948 5.8876775 15.180612 32322.381 32390.198
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 21778.3941 21821.8229 4.7473776 9.192678 30280.246 30360.669
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 23554.4380 23597.9279 5.8858580 15.178401 32324.000 32403.120
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 22480.5048 22523.9336 5.2258324 9.987135 31182.610 31263.032
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 21651.1837 21700.8167 4.6642236 9.027475 30100.710 30192.622
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 22377.9412 22421.3701 5.1530427 9.861473 31047.484 31127.907
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 23505.1670 23548.6568 5.8466720 14.731896 32167.155 32246.275
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21710.9992 21760.6322 4.7025355 9.089907 30176.601 30268.513
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 23498.9765 23548.6792 5.8401833 14.717016 32160.697 32251.120
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 22501.2321 22538.4568 5.2421007 10.025367 31214.757 31283.691
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 23607.8199 23645.0970 5.9302176 15.180987 32364.569 32432.386
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 21657.2519 21700.6807 4.6693730 9.032908 30104.969 30185.391
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 23608.4865 23651.9763 5.9291457 15.178976 32366.992 32446.112
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 22486.9905 22530.4193 5.2304697 10.005279 31197.356 31277.778
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 23591.9953 23635.4852 5.9159042 14.851217 32267.475 32346.595
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21657.2303 21706.8633 4.6680822 9.027230 30104.014 30195.926
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 23590.0603 23639.7630 5.9127489 14.842412 32266.022 32356.445
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 18905.5157 18949.1540 2.9700028 5.474119 28318.424 28401.307
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 18918.2400 18955.6442 2.9758130 5.507268 28372.821 28443.864
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17808.9589 17851.2442 4.2486203 9.652978 26973.659 27053.010
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17921.8869 17971.7592 2.6057975 5.100862 27322.231 27416.954
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17400.6030 17448.9292 3.9769471 9.357900 26554.517 26645.204
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 18076.0892 18119.7275 2.6603875 5.203819 27551.655 27634.538
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 17812.2857 17854.5711 4.2508970 9.776871 27042.546 27121.897
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17852.0322 17894.3176 4.2781917 9.691579 27021.651 27101.002
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18114.6214 18164.4936 2.6733189 5.293647 27711.984 27806.707
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 17490.5633 17538.8895 4.0349778 9.429669 26651.990 26742.676
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18287.4832 18331.1214 2.7360915 5.388767 27932.192 28015.075
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17885.1156 17927.4009 4.3010443 9.828353 27116.088 27195.438
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18444.8116 18488.4498 2.7938285 5.360317 27956.673 28039.556
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18006.8474 18049.1328 4.3861875 9.921634 27242.154 27321.504
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 18527.6048 18565.0090 2.8254499 5.422023 28084.337 28155.380
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 18300.9689 18337.2135 4.6004082 10.246730 27592.701 27660.716
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18558.9066 18602.5448 2.8364603 5.496621 28214.949 28297.832
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18055.4275 18097.7129 4.4206347 9.952549 27288.854 27368.204
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 18660.3787 18697.7829 2.8756850 5.558367 28348.328 28419.371
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 18344.2119 18380.4566 4.6325547 10.268430 27630.488 27698.503
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 15991.1638 16027.5592 2.9753220 4.985749 23477.183 23546.434
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17007.0776 17049.5388 3.4888508 5.935388 25188.128 25268.920
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16861.1079 16902.6945 4.8489758 10.166009 25835.685 25914.226
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15546.0757 15594.6029 2.7727224 4.621324 22739.865 22832.199
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 16763.1854 16810.7129 4.7635238 10.077014 25737.829 25827.591
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 15774.2486 15816.7098 2.8747763 4.878111 23249.792 23330.585
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 17156.4736 17198.0602 5.1106351 10.561032 26202.892 26281.433
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16921.8080 16963.3945 4.9016321 10.255653 25916.489 25995.030
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15747.5435 15796.0707 2.8618469 4.802266 23112.448 23204.782
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 16850.7357 16898.2632 4.8383126 10.191396 25846.908 25936.671
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15934.9583 15977.4195 2.9482505 5.034520 23553.694 23634.486
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17207.0372 17248.6237 5.1568233 10.627110 26264.019 26342.561
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 17029.6328 17065.2784 4.9983608 10.409078 26052.861 26120.183
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15951.4122 15993.8734 2.9558782 4.938694 23390.613 23471.406
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16899.1595 16940.7461 4.8819184 10.279377 25917.273 25995.815
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 16022.9879 16059.3833 2.9902284 5.053983 23601.421 23670.672
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 17097.5322 17133.1778 5.0591159 10.503234 26138.608 26205.929
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16127.4667 16169.9279 3.0387387 5.109383 23719.664 23800.457
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16996.9898 17038.5764 4.9676445 10.404362 26036.120 26114.662
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 16178.4320 16214.8273 3.0641186 5.207342 23890.243 23959.494
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 23858.2907 23889.7685 4.7475702 10.269941 35090.643 35149.581
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 21218.9714 21257.2224 2.7881753 5.029907 29819.601 29891.240
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 23661.5954 23699.3687 4.6312797 10.088944 34853.658 34924.385
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 21201.8444 21246.4706 2.7820352 5.003739 29769.852 29853.432
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20569.1726 20613.7987 2.5863838 4.720876 28982.683 29066.263
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 23672.6746 23716.7435 4.6365309 10.150225 34903.384 34985.899
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20498.9752 20549.9766 2.5649506 4.627847 28782.860 28878.379
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 23589.1018 23639.4662 4.5872736 10.098868 34820.445 34914.747
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20633.4112 20678.0374 2.6056050 4.929660 29375.180 29458.760
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 23757.3496 23801.4185 4.6857920 10.277457 35038.444 35120.958
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20462.7234 20513.7247 2.5542555 4.782991 29044.922 29140.441
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 23705.0986 23755.4630 4.6541707 10.240646 34984.861 35079.163
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 21020.1531 21058.4041 2.7250083 5.032282 29731.964 29803.603
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 23706.6086 23744.3819 4.6573726 10.175841 34938.424 35009.151
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20914.0674 20958.6936 2.6912707 4.949698 29545.324 29628.903
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 23605.8981 23649.9669 4.5980480 10.115974 34839.361 34921.875
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 21103.5480 21141.7990 2.7513277 5.212372 30064.273 30135.913
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 23786.6129 23824.3862 4.7041120 10.303015 35070.348 35141.075
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 20911.2998 20955.9260 2.6904123 5.087993 29773.232 29856.811
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 23720.8095 23764.8784 4.6644703 10.261340 35005.241 35087.756
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 25634.9068 25680.9548 2.6947534 5.469416 37792.577 37879.362
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 33395.2734 33441.9400 4.2878421 9.692416 48958.831 49046.274
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 33409.8423 33449.8422 4.2939647 9.700985 48973.666 49048.617
mod Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 26468.3280 26514.3760 2.9145325 5.942810 39061.398 39148.183
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 33559.4268 33599.4266 4.3496369 9.685552 49056.982 49131.933
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 23373.3140 23419.3620 2.1783137 4.248711 34073.482 34160.268
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 33437.3690 33484.0355 4.3034145 9.571850 48873.213 48960.656
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 23187.3834 23240.0097 2.1401411 4.208233 33884.004 33983.188
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 33290.6112 33343.9444 4.2486364 9.513192 48724.767 48824.702
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 33299.3022 33345.9687 4.2525498 9.565461 48777.229 48864.672
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 33634.3506 33674.3505 4.3777927 9.756165 49171.580 49246.532
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 23641.4803 23687.5283 2.2339657 4.350611 34451.621 34538.407
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 33524.7012 33571.3677 4.3359019 9.635450 48990.021 49077.464
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 23502.7293 23555.3556 2.2045809 4.321204 34314.820 34414.003
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 33359.3262 33412.6594 4.2738526 9.571667 48825.008 48924.944
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 33363.3858 33410.0524 4.2760835 9.632857 48882.472 48969.915
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 23399.9420 23439.4117 2.1841881 4.342817 34305.857 34380.245
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 23250.3026 23296.3506 2.1532513 4.279360 34082.651 34169.437
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 23687.2011 23726.6709 2.2440171 4.429884 34655.535 34729.923
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 23588.2986 23634.3466 2.2228171 4.391186 34518.623 34605.409
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 27697.3189 27744.8933 1.9642486 3.652461 39304.807 39394.389
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 34517.9417 34565.2142 3.6916031 8.693972 51293.599 51382.350
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 28743.6530 28784.4311 2.1263543 3.908409 40671.992 40748.776
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 34607.9732 34648.4925 3.7185326 8.733588 51395.646 51471.719
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 27406.0913 27453.6656 1.9214507 3.606637 39002.873 39092.454
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 34692.9519 34740.2244 3.7429816 8.883299 51619.151 51707.902
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 28264.8715 28305.6495 2.0507231 3.793072 40058.733 40135.517
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 26191.8986 26239.4730 1.7528365 3.480478 37937.172 38026.753
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 35537.6703 35578.1896 4.0018363 8.969273 52272.547 52348.619
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 35235.0840 35282.3565 3.9067201 8.805602 51895.055 51983.806
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 34426.3206 34480.3463 3.6644086 8.526132 51046.155 51147.585
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 34426.9883 34474.2608 3.6651807 8.539874 51059.567 51148.318
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 26388.0607 26428.8387 1.7793087 3.523831 38189.363 38266.148
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 26126.0111 26173.5855 1.7441222 3.468023 37858.348 37947.930
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 35266.9223 35314.1948 3.9165558 8.823798 51936.329 52025.080
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 34442.2854 34496.3111 3.6690317 8.539365 51071.912 51173.342
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 34443.8473 34491.1198 3.6700640 8.553570 51086.421 51175.172
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 26327.2057 26367.9837 1.7711369 3.512412 38117.389 38194.173
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 26588.5879 26636.1623 1.8062305 3.498025 38208.726 38298.307
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 26758.8428 26799.6208 1.8299195 3.521963 38377.861 38454.645
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 26728.5013 26775.9183 1.9113075 3.421869 36606.529 36695.235
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 35431.9296 35479.5809 3.4243581 8.450125 53762.303 53852.043
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 26483.2467 26530.6636 1.8753847 3.380520 36341.892 36430.597
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 26631.7963 26672.4394 1.8973551 3.403221 36491.058 36567.091
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 25541.7548 25589.1718 1.7436432 3.268309 35469.839 35558.544
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 36512.7546 36560.4059 3.7127684 8.557712 54621.880 54711.620
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 35234.6638 35289.1224 3.3736851 8.161103 53273.670 53376.230
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 35370.3043 35417.9555 3.4086061 8.196746 53408.221 53497.961
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 25540.6267 25581.2698 1.7437609 3.271522 35477.634 35553.668
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 26499.0328 26539.6759 1.8779670 3.433434 36532.842 36608.875
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 25537.9573 25585.3742 1.7431310 3.267782 35465.991 35554.696
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 36426.8595 36467.7034 3.6895373 8.566523 54573.786 54650.706
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 36402.1930 36449.8443 3.6821836 8.532494 54518.003 54607.743
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 35177.8859 35232.3445 3.3593843 8.149433 53220.209 53322.769
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 35297.6941 35345.3454 3.3901392 8.180858 53338.861 53428.601
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 25536.9335 25577.5766 1.7432627 3.271038 35473.991 35550.024
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 25928.8270 25976.2440 1.7966467 3.310387 35818.178 35906.884
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 25989.4783 26030.1214 1.8053760 3.321868 35886.610 35962.644
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 36597.8308 36645.4820 3.7364760 8.575065 54699.033 54788.773
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 36589.8591 36637.5104 3.7342482 8.584468 54705.557 54795.297
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 12339.9570 12377.0221 1.3668599 2.594378 16350.079 16417.838
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 12472.9052 12509.9703 1.3926224 2.611539 16465.715 16533.474
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 12457.3927 12494.4578 1.3895916 2.676482 16583.807 16651.565
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 12564.7511 12601.8162 1.4107032 2.704200 16703.771 16771.529
mod Pacific (27.75,27.85] cstar_tref ~ sal + phosphate + nitrate + silicate 12514.3506 12551.4157 1.4007525 2.777972 16807.781 16875.540
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 12370.3282 12407.3933 1.3727029 2.570169 16319.427 16387.185
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 11863.2659 11906.5086 1.2779845 2.382268 15614.915 15693.967
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21231.6587 21275.7624 3.3741411 8.038650 29862.037 29943.125
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21007.6062 21058.0104 3.2807324 7.929359 29630.052 29722.724
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 21026.2510 21070.3547 3.2891548 7.940621 29648.475 29729.563
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 12334.1841 12371.2492 1.3657522 2.550855 16257.731 16325.489
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11840.4561 11883.6987 1.2738968 2.370080 15573.979 15653.031
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21210.5112 21254.6149 3.3652910 8.033786 29843.377 29924.465
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20975.6779 21026.0822 3.2677493 7.918085 29599.195 29691.866
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20991.8051 21035.9088 3.2751141 7.928275 29615.090 29696.178
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 12490.7830 12534.0256 1.3957315 2.772759 16785.870 16864.922
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21057.1239 21101.2276 3.3017903 7.950629 29677.703 29758.791
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 21065.5040 21103.3072 3.3060495 7.957578 29685.767 29755.271
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21029.8196 21073.9233 3.2906129 7.941038 29651.392 29732.480
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 21036.2442 21074.0474 3.2940576 7.947227 29657.534 29727.038
obs Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 27185.3216 27231.2594 3.2469275 7.796171 39333.930 39419.308
obs Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 27265.6428 27305.0181 3.2725721 7.821961 39412.383 39485.564
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 12862.6732 12900.3711 1.2278465 2.471763 17200.165 17268.980
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 12325.7895 12369.7705 1.1470027 2.358875 16596.329 16676.613
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 13261.0466 13298.7445 1.2912521 2.690069 17908.608 17977.423
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26942.2782 26994.7786 3.1717752 7.663079 39039.871 39137.446
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 12590.8062 12634.7871 1.1860728 2.461002 16995.358 17075.642
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 27009.9548 27055.8927 3.1929655 7.685208 39106.413 39191.791
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 12849.1200 12886.8180 1.2257450 2.471794 17191.137 17259.952
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12315.8381 12359.8191 1.1455609 2.358960 16589.703 16669.987
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 13255.1595 13292.8575 1.2902917 2.692193 17908.541 17977.356
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26939.2454 26991.7458 3.1708560 7.663434 39038.012 39135.587
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 27009.7466 27055.6845 3.1929020 7.686471 39107.425 39192.803
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 14306.7336 14338.1485 1.4740737 2.720368 18647.271 18704.616
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 14306.8181 14344.5160 1.4737169 2.705781 18619.015 18687.830
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 27022.8847 27068.8226 3.1969134 7.689576 39119.729 39205.107
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 27091.9368 27131.3121 3.2186947 7.712168 39187.528 39260.709
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 14373.4529 14411.1509 1.4861810 2.724513 18699.057 18767.872
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 27029.6574 27075.5952 3.1989832 7.692234 39127.043 39212.421
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 27102.3872 27141.7625 3.2219108 7.716053 39198.593 39271.775
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 37943.0702 37991.6326 2.9225638 7.460630 58787.879 58879.670
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 37916.4889 37965.0512 2.9174654 7.394488 58665.063 58756.854
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 38039.7518 38081.3767 2.9415693 7.420522 58789.389 58868.067
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 16377.6653 16417.0509 1.1530064 2.566127 23448.622 23521.613
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 15232.7117 15278.6615 1.0335004 2.317077 21921.067 22006.223
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 37723.0236 37778.5234 2.8802467 7.352966 58466.765 58571.669
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 14757.1003 14803.0502 0.9876543 2.285743 21490.425 21575.581
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 37857.0177 37905.5801 2.9060908 7.379729 58600.218 58692.009
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 16391.6282 16431.0138 1.1545433 2.570060 23469.359 23542.350
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15244.8863 15290.8362 1.0347015 2.319676 21937.595 22022.751
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 37801.8630 37857.3628 2.8952011 7.389941 58580.503 58685.407
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14783.4948 14829.4447 0.9901444 2.289980 21522.202 21607.358
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 37995.4644 38044.0268 2.9326393 7.427541 58772.361 58864.152
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate 16497.7957 16530.6171 1.1665192 2.579919 23567.542 23628.368
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 16348.2794 16387.6650 1.1497785 2.511917 23272.257 23345.248
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 37809.6776 37858.2400 2.8970682 7.389137 58582.094 58673.885
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 16513.1586 16552.5442 1.1680072 2.584473 23593.572 23666.563
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 37989.3389 38030.9638 2.9318447 7.424340 58760.430 58839.108
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 16420.1519 16459.5375 1.1576894 2.525782 23361.575 23434.566
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 37892.9871 37941.5495 2.9129651 7.429921 58704.664 58796.455
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 26722.1048 26768.3425 2.7910301 6.983304 39673.601 39759.925
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 26749.1665 26788.7988 2.7984665 6.990846 39698.777 39772.769
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 26840.8121 26887.0499 2.8215303 7.027757 39807.381 39893.705
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 26907.0132 26946.6455 2.8392041 7.045437 39871.588 39945.580
mod Pacific (28.05,28.1] cstar_tref ~ sal + phosphate + nitrate + silicate 8686.8417 8723.9018 0.8191121 1.918322 13387.757 13456.889
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 8811.6702 8854.9069 0.8333775 1.923757 13489.599 13570.253
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26709.2673 26762.1104 2.7872411 6.978753 39661.940 39760.596
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8174.5367 8217.7734 0.7619845 1.856874 12865.251 12945.906
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 26736.2663 26782.5040 2.7946513 6.986393 39687.187 39773.511
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8816.6692 8859.9059 0.8339633 1.923953 13493.489 13574.143
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26759.8143 26812.6574 2.8001703 7.004500 39726.337 39824.993
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8190.6997 8233.9364 0.7637177 1.858446 12880.959 12961.613
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26817.9378 26864.1755 2.8156272 7.019974 39782.479 39868.803
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 8863.8591 8900.9191 0.8397498 1.930211 13540.019 13609.151
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 27018.1503 27064.3880 2.8677168 7.118414 40032.424 40118.748
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 8359.7984 8396.8584 0.7823085 1.877201 13048.524 13117.656
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 27214.6746 27254.3069 2.9203186 7.177848 40234.233 40308.226
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 8874.4016 8911.4616 0.8409951 1.931056 13549.425 13618.558
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 8391.8556 8428.9157 0.7858417 1.880574 13080.127 13149.260
mod Pacific (28.05,28.1] cstar_tref ~ temp + phosphate + nitrate + silicate 8963.8601 9000.9201 0.8516374 1.936740 13624.758 13693.890
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 29921.1253 29954.7916 2.6937031 6.629864 45628.430 45691.808
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 31051.2098 31094.3027 1.1941088 2.540283 50446.030 50528.956
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 31970.0327 32013.1255 1.2518907 2.525906 50742.635 50825.561
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 30269.5396 30312.6325 1.1470565 2.592800 50470.269 50553.196
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 30985.9908 31029.0837 1.1901103 2.526736 50300.418 50383.344
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 31923.0966 31966.1895 1.2488724 2.523948 50705.093 50788.019
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 29970.7464 30013.8393 1.1295646 2.559988 50051.158 50134.084
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 30966.5502 31016.8252 1.1887987 2.526264 50290.069 50386.817
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 29508.4846 29548.8843 2.6052026 6.607814 45312.008 45388.062
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 29437.6459 29484.7788 2.5899590 6.591530 45241.707 45330.436
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 29307.4315 29361.2977 2.5625168 6.563912 45113.245 45214.650
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 29904.3430 29954.6180 1.1255978 2.545622 49904.348 50001.095
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 29328.9034 29376.0363 2.5673672 6.569634 45133.942 45222.672
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 30974.0834 31024.3585 1.1892594 2.525295 50285.522 50382.269
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 29767.6232 29814.7561 2.6597373 6.838525 45815.568 45904.298
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 29450.1836 29504.0498 2.5921587 6.767689 45495.740 45597.145
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 29920.3872 29970.6622 1.1265269 2.545593 49912.765 50009.513
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 29496.8736 29544.0065 2.6023473 6.786174 45551.601 45640.331
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 30329.9935 30370.3931 2.7834665 6.802757 46156.920 46232.974
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 30312.4162 30359.5491 2.7790796 6.798047 46140.891 46229.620

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
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

8.1.2 Best models

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

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

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 6 7 5 9 10 8 8
(26,26.5] 7 7 7 9 10 7 6
(26.5,26.75] 6 5 6 10 4 10 8
(26.75,27] 7 6 5 10 5 10 7
(27,27.25] 5 7 5 8 7 10 8
(27.25,27.5] 6 6 5 6 6 10 8
(27.5,27.75] 7 3 6 7 10 7 6
(27.75,27.85] 8 4 6 6 9 9 4
(27.85,27.95] 8 1 7 9 8 6 4
(27.95,28.05] 7 NA 6 10 6 6 7
(28.05,28.1] 7 NA 7 10 6 6 6
(28.1,28.15] 8 9 7 4 5 6 5
(28.15,28.2] 8 10 7 1 6 5 5
(28.2, Inf] 6 10 7 4 10 3 6
total 96.00 — 86.00 103.00 102.00 103.00 88.00
Indian - mod
(-Inf,26] 4 6 5 9 10 6 10
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 6 6 4 10 5 10 8
(26.75,27] 5 8 5 10 6 6 10
(27,27.25] 3 10 4 8 6 6 4
(27.25,27.5] 2 9 3 4 8 6 10
(27.5,27.75] 3 4 4 10 3 4 4
(27.75,27.85] 3 2 5 8 8 7 4
(27.85,27.95] 4 3 5 5 10 9 8
(27.95,28.05] 4 10 4 4 5 4 10
(28.05,28.1] 5 10 5 2 4 4 10
(28.1, Inf] 7 10 6 7 7 10 6
total 51.00 84.00 55.00 87.00 78.00 80.00 94.00
Pacific - mod
(-Inf,26] 6 10 6 4 10 5 10
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 6 5 5 10 5 9 9
(26.75,27] 6 10 6 10 4 5 8
(27,27.25] 5 10 5 10 6 6 8
(27.25,27.5] 4 5 4 6 10 10 6
(27.5,27.75] 3 6 4 5 10 10 7
(27.75,27.85] 4 8 4 4 10 8 5
(27.85,27.95] 6 7 4 3 7 5 10
(27.95,28.05] 6 7 4 3 6 7 10
(28.05,28.1] 4 6 4 6 5 10 9
(28.1, Inf] 5 6 5 6 10 8 4
total 61.00 85.00 57.00 77.00 87.00 93.00 94.00
Atlantic - obs
(-Inf,26] 6 7 7 10 9 7 7
(26,26.5] 8 10 6 10 5 6 6
(26.5,26.75] 4 6 6 10 7 7 10
(26.75,27] 4 5 6 10 6 8 10
(27,27.25] 4 8 6 10 6 5 10
(27.25,27.5] 4 6 6 10 8 5 10
(27.5,27.75] 8 6 7 10 7 9 5
(27.75,27.85] 7 6 5 10 6 10 6
(27.85,27.95] 4 5 4 10 10 10 6
(27.95,28.05] 4 5 6 10 10 10 6
(28.05,28.1] 4 6 6 10 10 7 7
(28.1,28.15] 3 6 7 10 7 6 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 10 6 5 10 9 6 4
total 74.00 87.00 83.00 140.00 108.00 102.00 107.00
Indian - obs
(-Inf,26] 4 6 4 10 10 5 10
(26,26.5] 5 6 5 10 8 6 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 5 8 5 10 8 8 8
(27,27.25] 6 10 4 10 6 8 5
(27.25,27.5] 5 9 4 10 6 10 6
(27.5,27.75] 5 7 5 10 10 8 5
(27.75,27.85] 5 8 4 10 8 8 9
(27.85,27.95] 6 6 4 10 7 7 10
(27.95,28.05] 7 6 5 10 7 7 8
(28.05,28.1] 8 6 5 10 5 8 7
(28.1, Inf] 10 5 2 10 4 6 8
total 71.00 83.00 52.00 120.00 87.00 87.00 96.00
Pacific - obs
(-Inf,26] 6 10 6 6 10 5 8
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 5 8 5 10 6 6 10
(26.75,27] 6 9 6 10 4 4 8
(27,27.25] 6 5 4 10 10 6 8
(27.25,27.5] 6 6 4 10 10 7 7
(27.5,27.75] 5 7 5 10 8 7 9
(27.75,27.85] 5 6 5 10 6 8 10
(27.85,27.95] 6 5 4 10 6 10 8
(27.95,28.05] 7 6 4 10 7 9 7
(28.05,28.1] 6 5 4 10 8 10 6
(28.1, Inf] 7 6 4 10 7 5 9
total 70.00 79.00 56.00 116.00 88.00 85.00 100.00

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
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
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
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
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
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
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
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: rparams_local$MLR_target`

i_binwidth <- 2

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

Version Author Date
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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

9 VIF

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

Version Author Date
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
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