Last updated: 2022-07-21

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 7
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 120

5 Fit all models

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

  • cstar_tref

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

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

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

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

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

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

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

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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1857.0569 1882.8420 5.5595212 11.2462030 3146.511 3195.454
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1316.3075 1340.1577 4.4863229 8.3216703 2424.534 2471.402
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1857.1063 1882.8913 5.5599879 11.1164851 3137.204 3186.147
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1318.3051 1345.5625 4.4862994 7.9964562 2393.446 2447.010
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1829.6392 1859.1079 5.2882212 10.8437804 3111.669 3167.604
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1321.6646 1345.5148 4.5405348 8.2369479 2415.280 2462.148
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1851.7056 1877.4907 5.5091544 11.1521631 3138.045 3186.988
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1341.5646 1365.4148 4.7477161 8.5740078 2448.855 2495.723
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1849.0203 1874.8053 5.4840518 10.9915337 3125.539 3174.482
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1343.5518 1370.8092 4.7475800 8.2533739 2418.201 2471.764
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1824.5755 1854.0442 5.2428759 10.7503486 3103.093 3159.028
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1347.6668 1371.5170 4.8131211 8.4993401 2440.189 2487.057
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 1856.2203 1878.3218 5.5705318 11.2369411 3142.232 3184.183
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1850.4869 1876.2719 5.4977475 11.1262469 3135.787 3184.729
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1353.2792 1377.1294 4.8740720 8.6995989 2460.491 2507.359
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1846.7999 1872.5850 5.4633828 10.9543125 3122.103 3171.045
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1355.2333 1382.4907 4.8735701 8.3794568 2429.893 2483.456
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1823.6210 1853.0896 5.2343714 10.7251789 3100.915 3156.849
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1357.0799 1380.9301 4.9157851 8.6010071 2449.495 2496.363
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1382.3994 1406.2496 5.2029285 8.7115088 2455.363 2502.231
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4128.1161 4159.4871 5.6475787 10.1999362 7475.803 7537.569
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 4129.7709 4156.6604 5.6634057 10.2393665 7481.333 7534.275
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3701.9489 3732.5502 5.6584757 10.3635362 6695.396 6755.528
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3668.5865 3699.1878 5.4994038 9.8932784 6593.333 6653.465
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4095.3637 4126.7347 5.5077077 9.9471227 7414.512 7476.277
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3649.1055 3684.0784 5.3993570 9.7804838 6572.935 6641.657
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4097.2908 4133.1434 5.5074003 9.9383719 7416.276 7486.866
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3729.5133 3760.1146 5.7933684 10.4972226 6722.703 6782.835
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4126.8760 4158.2471 5.6422189 10.1958806 7474.889 7536.654
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3704.8392 3735.4405 5.6724716 10.5457510 6733.556 6793.687
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3679.5858 3710.1871 5.5513479 10.1313766 6645.992 6706.124
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4106.0876 4137.4587 5.5531193 10.0565948 7441.511 7503.277
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3654.6183 3689.5912 5.4248574 9.9774203 6616.986 6685.707
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4107.8198 4143.6725 5.5519807 10.0430609 7442.112 7512.702
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3691.3416 3721.9429 5.6074075 10.3191558 6686.215 6746.347
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4117.1592 4148.5303 5.6003960 10.1572221 7465.961 7527.727
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3666.4312 3701.4041 5.4799072 10.1643820 6657.476 6726.198
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4118.6734 4154.5260 5.5983129 10.1419351 7466.179 7536.768
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3671.6791 3702.2804 5.5139592 10.5142103 6726.219 6786.351
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4130.6061 4161.9771 5.6583566 10.2289061 7482.824 7544.590
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2490.0991 2519.5733 2.9069508 5.8575697 4880.005 4938.622
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 3863.7220 3890.5282 4.8140026 8.8955978 7096.708 7149.588
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2479.0518 2508.5260 2.8748860 5.8096052 4863.825 4922.442
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3865.0454 3896.3193 4.8114743 8.8514862 7088.358 7150.051
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2418.9617 2452.6465 2.7011393 5.5982889 4793.494 4860.486
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3848.8838 3884.6253 4.7441055 8.7092881 7052.883 7123.390
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2435.0562 2464.5304 2.7506598 5.8719409 4878.379 4936.997
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3847.4817 3878.7556 4.7463083 8.7605338 7063.494 7125.188
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3852.3799 3879.1861 4.7717966 8.8198858 7075.969 7128.849
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2470.7351 2500.2093 2.8509805 5.8637931 4880.457 4939.074
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3854.2750 3885.5489 4.7714079 8.7223412 7052.170 7113.863
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2407.0081 2440.6929 2.6689151 5.6338685 4803.518 4870.509
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3839.0840 3874.8256 4.7081469 8.6024538 7022.522 7093.029
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2421.9667 2451.4409 2.7147470 5.8806189 4878.765 4937.383
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3837.1508 3868.4247 4.7083909 8.7102210 7049.638 7111.331
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 2486.6799 2511.9435 2.9028118 5.8933862 4887.364 4937.607
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2448.0044 2477.4786 2.7866524 5.7152139 4830.782 4889.399
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3853.5864 3884.8603 4.7688577 8.8942233 7100.733 7162.426
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 3856.8861 3883.6923 4.7885206 8.9277157 7105.848 7158.728
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2440.8358 2470.3100 2.7666677 5.7599240 4844.371 4902.989
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3507.8932 3540.4361 2.3255246 4.5941091 6516.464 6580.547
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3641.4516 3673.9945 2.5356430 4.9993067 6760.399 6824.482
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4422.1401 4454.2819 4.9752579 8.7101541 7632.557 7695.288
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3530.2508 3567.4427 2.3563896 4.3637004 6377.103 6450.342
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4420.0591 4456.7925 4.9613514 8.6824846 7628.164 7699.857
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3619.1621 3651.7050 2.4993009 4.6551020 6559.503 6623.587
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4435.5598 4463.1098 5.0281547 8.7688282 7645.782 7699.552
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4408.0296 4440.1713 4.9273395 8.6467684 7613.600 7676.331
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3590.8065 3627.9984 2.4506435 4.4997526 6465.234 6538.472
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4403.4926 4440.2260 4.9052971 8.6043127 7604.635 7676.327
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3670.4713 3703.0142 2.5837514 4.8142713 6656.401 6720.484
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4421.8382 4453.9799 4.9742276 8.6887218 7625.858 7688.589
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 4421.9547 4449.5047 4.9814535 8.7733948 7648.076 7701.846
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3544.0627 3576.6056 2.3806451 4.3899115 6390.218 6454.302
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4420.8242 4452.9660 4.9707695 8.7585994 7647.679 7710.410
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 3715.1870 3743.0809 2.6631208 4.8875092 6695.434 6750.362
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4412.5667 4440.1167 4.9494814 8.7485504 7640.882 7694.651
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3603.2093 3635.7522 2.4736107 4.5525298 6494.962 6559.045
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4410.3317 4442.4734 4.9351255 8.7280703 7638.763 7701.494
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 3758.8599 3786.7538 2.7395240 4.9962370 6758.410 6813.339
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4261.9642 4301.0728 2.1067816 3.6369179 7424.332 7501.431
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4617.1391 4651.3591 2.5274422 4.0920981 7815.566 7883.028
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4439.8859 4474.1059 2.3091157 4.1645088 7929.068 7996.529
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4327.6957 4361.9157 2.1807811 4.2951475 8039.781 8107.242
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6453.9053 6488.7593 4.8508560 9.0430735 12177.946 12247.162
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4089.3919 4128.5005 1.9293905 3.3665670 7144.834 7221.933
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6444.3981 6484.2312 4.8249386 8.9999675 12162.214 12241.317
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4596.6239 4630.8439 2.5011522 4.0797716 7810.208 7877.670
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4326.8840 4361.1040 2.1798791 4.1974986 7959.066 8026.527
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 6504.4868 6534.3617 4.9710669 9.2048282 12246.270 12305.597
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6414.0867 6448.9408 4.7617616 8.8457439 12085.761 12154.976
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4121.3474 4160.4560 1.9610721 3.5621089 7360.988 7438.086
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6401.2968 6441.1300 4.7290874 8.7865358 12061.922 12141.025
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6500.7818 6535.6358 4.9578814 9.1444014 12222.100 12291.315
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 6468.1832 6498.0581 4.8877563 9.1035829 12201.467 12260.795
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4153.3455 4187.5656 1.9953503 3.5615319 7353.435 7420.897
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6449.4120 6484.2660 4.8407193 9.0507936 12181.962 12251.178
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 6431.5889 6461.4637 4.8051914 8.9153005 12114.030 12173.357
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4145.1065 4179.3265 1.9869888 3.6185936 7415.012 7482.473
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6407.3852 6442.2393 4.7469286 8.8463139 12086.596 12155.811
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7740.7120 7777.7679 3.3448042 5.1102472 13152.328 13225.880
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 7794.3625 7826.1247 3.4086764 5.2480749 13315.435 13378.480
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 7577.1684 7614.2243 3.1639426 5.5494862 13806.369 13879.921
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 7990.6267 8022.0534 4.2588868 8.2059683 15736.231 15799.059
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7962.1720 7998.8364 4.2125188 8.1247294 15685.196 15758.495
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7953.2545 7995.1567 4.1960198 8.1034127 15674.865 15758.635
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 7705.1076 7742.1635 3.3045690 4.9236047 12881.597 12955.149
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 7982.1072 8018.7716 4.2428131 8.1867437 15727.500 15800.798
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7354.0640 7391.1199 2.9328794 4.9211270 13088.482 13162.034
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 7894.8370 7926.5992 3.5270993 5.5265691 13642.542 13705.586
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 7974.0434 8005.4701 4.2335754 8.1344398 15687.022 15749.849
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7940.8843 7977.5487 4.1804078 8.0454644 15630.318 15703.617
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7927.2505 7969.1528 4.1569814 8.0133830 15612.475 15696.245
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7717.4357 7754.4916 3.3184455 4.7828542 12621.295 12694.847
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7961.0002 7997.6646 4.2107448 8.1052402 15671.453 15744.751
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7593.2220 7630.2779 3.1812545 5.2722743 13464.522 13538.074
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8007.1863 8043.8508 4.2812341 8.2206546 15749.409 15822.708
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 7388.0852 7419.8474 2.9690096 4.9912607 13166.560 13229.605
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7388.2792 7425.3351 2.9671876 4.8297853 12945.393 13018.945
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7980.3800 8017.0445 4.2401799 8.1254289 15684.248 15757.547
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8771.4705 8808.6631 4.4826676 8.0152087 16125.928 16199.673
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 11427.8813 11468.0415 2.9182983 4.9917791 20330.997 20410.601
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 11211.9653 11246.3884 2.7852423 4.3945206 19064.335 19132.567
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8768.5266 8811.0323 4.4752863 8.0070358 16124.371 16208.651
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 10927.5313 10967.6915 2.6165307 4.0822659 18395.292 18474.896
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 11728.6088 11757.2947 3.1188895 5.2467961 20734.940 20791.800
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 11406.8674 11441.2904 2.9062186 4.8965600 20138.646 20206.878
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 11668.5370 11708.6973 3.0755992 5.1413903 20556.278 20635.882
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 11431.5803 11466.0034 2.9219287 4.5540702 19342.325 19410.557
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8754.7654 8797.2711 4.4548048 7.9748649 16101.532 16185.812
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11136.1695 11176.3298 2.7383724 4.2092565 18618.441 18698.045
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 8754.4420 8791.6345 4.4572952 8.0928340 16187.589 16261.335
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 11743.8683 11778.2914 3.1279241 4.8400437 19852.572 19920.804
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8749.3497 8791.8555 4.4467703 7.9704421 16098.924 16183.205
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11432.4093 11472.5696 2.9211824 4.4483654 19070.109 19149.713
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8749.6861 8786.8787 4.4502347 8.0878280 16184.380 16258.126
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8764.4134 8801.6060 4.4721351 7.9940996 16110.661 16184.406
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 8764.9512 8796.8305 4.4759197 8.1143423 16198.269 16261.480
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8762.8576 8800.0501 4.4698163 7.9955714 16112.050 16185.796
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 8764.4801 8796.3594 4.4752170 8.1158715 16199.477 16262.688
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 4180.0998 4204.5934 1.9838656 3.3596458 7294.096 7342.562
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5927.5596 5962.0113 4.4683441 7.9666942 10001.829 10068.714
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 4005.8294 4035.2217 1.8150474 3.1598992 7081.216 7139.376
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4098.4302 4132.7212 1.8999421 3.1628404 7063.523 7131.377
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 4134.9481 4164.3404 1.9372264 3.0839306 6925.661 6983.821
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3766.9957 3801.2867 1.6073730 2.5569624 6222.838 6290.691
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5920.5085 5954.9601 4.4528351 7.9249357 9983.330 10050.215
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 4172.1146 4201.5069 1.9738961 3.2130163 7101.260 7159.420
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 5919.1927 5948.7226 4.4543377 7.9801840 10003.362 10060.692
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5923.1268 5957.5784 4.4585877 7.9819330 10008.218 10075.103
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 4198.6394 4232.9304 1.9984724 3.3254899 7252.184 7320.037
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 4302.8093 4332.2016 2.1084438 3.3684981 7261.876 7320.036
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5922.3504 5961.7236 4.4524880 7.9207224 9985.478 10061.918
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 3901.1546 3935.4456 1.7199407 2.7504999 6503.140 6570.993
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 5921.0687 5955.5204 4.4540654 7.9771583 10006.051 10072.936
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5921.0761 5960.4494 4.4496913 7.9228757 9986.372 10062.812
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3990.7024 4024.9934 1.7994307 2.9182404 6739.433 6807.286
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5919.8864 5954.3380 4.4514695 7.9814626 10007.843 10074.728
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5924.9635 5959.4151 4.4626277 7.9586620 9998.227 10065.111
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5921.9838 5956.4354 4.4560755 7.9522776 9995.320 10062.205
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 5018.4493 5043.2841 2.5633395 4.9895622 10003.231 10052.985
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 4998.0789 5027.8807 2.5364584 4.9619920 9984.248 10043.952
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 4888.7051 4918.5069 2.4090343 4.6579224 9711.695 9771.400
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4812.0139 4846.7827 2.3213351 4.5216575 9589.890 9659.546
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate 4998.1131 5022.9479 2.5388910 4.9189820 9941.468 9991.222
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 9711.7693 9749.6713 4.4910042 8.1190316 18271.042 18346.492
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 4933.5344 4963.3362 2.4604689 4.7910341 9833.511 9893.215
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 9712.5410 9745.0284 4.4947550 8.1931354 18330.428 18395.099
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 9580.9242 9618.8262 4.3174508 7.7955468 18007.001 18082.450
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 9586.3163 9618.8037 4.3270744 7.8742524 18072.463 18137.134
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4929.8345 4959.6363 2.4561826 4.7409610 9786.992 9846.697
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9334.5060 9377.8226 4.0061889 7.3851360 17671.309 17757.536
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 4841.5046 4876.2733 2.3538212 4.5781970 9642.844 9712.499
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 9338.2626 9376.1647 4.0131413 7.4894809 17762.745 17838.195
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 4966.1174 4995.9192 2.4985406 4.8252863 9862.554 9922.259
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9333.8539 9377.1704 4.0054020 7.3773031 17664.068 17750.296
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4866.8676 4901.6364 2.3821239 4.6334588 9694.204 9763.860
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9337.5578 9375.4599 4.0122895 7.4813350 17755.412 17830.861
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 9403.2992 9441.2012 4.0925311 7.5364090 17798.173 17873.622
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 9401.4097 9433.8972 4.0926674 7.7011450 17941.630 18006.301
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 7071.0387 7102.1873 3.4515799 6.5290877 13669.561 13731.707
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 11704.3543 11749.2450 4.3613730 7.6915428 21788.688 21878.059
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7072.6903 7109.0303 3.4511271 6.4646980 13618.837 13691.341
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11706.2503 11745.5298 4.3655789 7.7271281 21824.598 21902.798
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 11811.5774 11850.8568 4.4808330 7.8982491 21993.219 22071.419
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 11813.6892 11847.3573 4.4853936 7.9299359 22023.691 22090.719
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7009.1617 7040.3103 3.3720977 6.4094560 13573.672 13635.818
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11741.9714 11786.8622 4.4021519 7.7678803 21867.090 21956.461
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 7008.8145 7045.1545 3.3691189 6.2998978 13482.810 13555.314
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 11745.7428 11785.0222 4.4084419 7.8057619 21904.736 21982.936
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 6979.2850 7010.4336 3.3343783 6.3521371 13527.028 13589.174
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11732.6493 11777.5400 4.3920108 7.7434037 21841.377 21930.749
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6975.4051 7011.7451 3.3270047 6.2184781 13414.430 13486.934
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11736.2304 11775.5098 4.3980794 7.7799380 21877.708 21955.908
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 11809.4987 11848.7781 4.4785292 8.0222023 22130.452 22208.652
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 11809.1154 11842.7835 4.4803209 8.1026922 22212.414 22279.443
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate 7060.4169 7086.3740 3.4403936 6.5425278 13677.582 13729.370
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 7055.3159 7086.4645 3.4312078 6.4215894 13579.455 13641.601
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 7042.8371 7068.7942 3.4176972 6.5157495 13656.592 13708.380
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 7031.7854 7062.9340 3.4009437 6.3678472 13535.510 13597.656
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 2373.3936 2397.8058 0.8130669 1.6131169 4492.886 4541.209
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 2238.9881 2268.2827 0.7581354 1.5192331 4272.435 4330.423
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2363.2163 2392.5109 0.8080054 1.6038357 4475.380 4533.368
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8673.9427 8710.8592 4.8735154 8.2468975 15844.207 15917.620
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 8679.1956 8710.8383 4.8857870 8.2747260 15859.956 15922.882
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2411.9905 2441.2852 0.8284704 1.6338665 4545.231 4603.219
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 8680.2292 8711.8719 4.8875384 8.2816305 15865.117 15928.042
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8680.7392 8717.6557 4.8850140 8.2585893 15851.159 15924.572
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8647.8222 8690.0124 4.8262269 8.1883322 15810.992 15894.893
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 2306.3370 2340.5141 0.7839727 1.5414208 4333.305 4400.957
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8652.0640 8688.9805 4.8366836 8.2211831 15831.265 15904.678
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 2439.2953 2468.5899 0.8401526 1.6509826 4584.398 4642.385
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8619.3371 8650.9798 4.7854258 8.1099167 15747.950 15810.875
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8619.3085 8656.2250 4.7820611 8.0814331 15729.322 15802.735
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8593.1144 8635.3047 4.7355391 8.0241730 15696.274 15780.174
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2344.2175 2378.3946 0.7993510 1.5654797 4391.287 4458.939
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8597.9761 8634.8926 4.7468195 8.0629593 15721.758 15795.171
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 2411.6249 2436.0371 0.8291651 1.6455471 4566.765 4615.088
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 2312.1567 2341.4513 0.7871228 1.5738625 4404.055 4462.043
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 2354.4884 2383.7830 0.8043969 1.6040990 4475.214 4533.201
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 3764.7732 3797.3325 0.7393072 1.3159453 6437.545 6502.110
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 3795.9427 3828.5020 0.7461974 1.3515967 6617.850 6682.415
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 4089.6319 4122.1912 0.8143560 1.4525633 7073.241 7137.806
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3757.8984 3795.8842 0.7373570 1.3127524 6426.060 6501.386
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 3824.1076 3862.0935 0.7520309 1.3374807 6545.347 6620.673
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8300.0966 8342.3916 4.1211779 7.2497724 15083.474 15167.264
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 8299.9181 8336.9263 4.1237478 7.2555814 15084.031 15157.348
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3865.2848 3903.2706 0.7613038 1.3556060 6632.507 6707.833
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 8239.9317 8271.6530 4.0427196 7.1009966 14959.205 15022.048
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8241.4796 8278.4877 4.0420941 7.0975959 14960.353 15033.669
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8239.1385 8281.4336 4.0360935 7.0797526 14949.744 15033.534
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8238.4242 8275.4323 4.0378697 7.0861606 14951.050 15024.367
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 3825.3342 3857.8935 0.7527534 1.3408609 6558.451 6623.017
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 3878.3209 3910.8802 0.7647183 1.3877878 6788.379 6852.944
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 3866.6479 3899.2072 0.7620662 1.3590697 6645.766 6710.331
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 8245.1039 8271.5383 4.0526548 7.2412073 15072.673 15125.042
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 3929.1889 3961.7482 0.7763836 1.4114636 6897.747 6962.313
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 8246.8983 8278.6195 4.0523696 7.2373028 15073.464 15136.307
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8242.3844 8279.3925 4.0433460 7.1795439 15030.180 15103.496
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 8241.4973 8273.2186 4.0448862 7.1889618 15033.925 15096.768
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 1044.9503 1071.5286 0.5565968 1.1926784 2605.299 2659.993
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 1251.8000 1278.3783 0.6576385 1.2022140 2563.326 2618.020
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 899.8793 926.4576 0.4951439 1.0138875 2133.553 2188.247
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 891.4635 922.4715 0.4910022 1.0070551 2118.806 2182.615
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 908.5349 935.1132 0.4986123 1.0147191 2134.045 2188.739
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 897.4102 928.4182 0.4933625 1.0074209 2118.549 2182.358
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 3627.2420 3653.8589 4.3836863 8.0226608 6778.164 6830.948
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3628.8887 3659.9418 4.3824456 8.0183733 6780.840 6842.423
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3630.8232 3666.3124 4.3822154 7.9776509 6771.806 6842.186
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 3629.1956 3660.2487 4.3835234 7.9789589 6768.179 6829.761
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 915.5588 942.1371 0.5014446 1.0147441 2132.331 2187.025
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 902.1791 933.1871 0.4952636 1.0069786 2115.999 2179.808
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 3606.7358 3633.3527 4.3122455 7.9321643 6751.578 6804.362
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3608.5316 3639.5847 4.3115400 7.9277984 6754.202 6815.784
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3610.2785 3645.7677 4.3106656 7.8611218 6736.683 6807.063
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3608.5163 3639.5693 4.3114869 7.8621602 6732.992 6794.574
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 1056.7973 1083.3756 0.5619401 1.1947981 2609.007 2663.701
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 1063.7688 1090.3471 0.5651083 1.1966696 2612.693 2667.386
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3686.3394 3717.3925 4.5889037 8.1406226 6811.156 6872.738
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 3684.3440 3710.9609 4.5889203 8.1409748 6807.270 6860.055
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 2059.7517 2091.4853 0.4869617 0.7655905 2494.660 2558.269
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2032.7031 2069.7256 0.4821545 0.7367739 2199.461 2273.671
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 6458.8846 6489.4550 3.5039791 6.4681274 12068.235 12128.916
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2006.8020 2043.8245 0.4779081 0.7363236 2217.926 2292.136
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6460.8502 6496.5156 3.5039291 6.4647538 12069.694 12140.488
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6461.7262 6502.4867 3.5022967 6.4570976 12068.020 12148.928
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6459.8842 6495.5497 3.5025261 6.4605352 12066.603 12137.397
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 2384.3945 2416.1280 0.5440607 0.8050814 2623.592 2687.201
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 2057.2655 2088.9991 0.4865484 0.7659397 2500.368 2563.977
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 2032.0803 2069.1028 0.4820519 0.7363962 2195.596 2269.807
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 6457.9817 6488.5521 3.5026676 6.4884846 12083.604 12144.284
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2006.6036 2043.6261 0.4778757 0.7360053 2214.409 2288.619
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6459.9200 6495.5855 3.5025781 6.4831881 12083.643 12154.437
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6460.8012 6501.5617 3.5009538 6.4660128 12074.838 12155.745
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 6459.0084 6494.6739 3.5012546 6.4709497 12074.535 12145.329
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 2062.6561 2094.3897 0.4874450 0.7659429 2496.156 2559.765
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2034.0654 2071.0879 0.4823788 0.7370867 2201.865 2276.075
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2007.4591 2044.4816 0.4780154 0.7365112 2219.515 2293.725
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6435.8003 6476.5608 3.4648530 6.4744308 12083.130 12164.037
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6433.9246 6469.5900 3.4650315 6.4802692 12083.451 12154.246
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3335.4513 3365.8339 4.5268707 8.6425857 11023.249 11090.108
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 2893.9388 2919.9810 3.0723838 6.8499805 10347.595 10404.902
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 3243.2322 3268.6622 5.6777878 12.0489069 10961.034 11016.893
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2833.5778 2863.9603 2.9079886 6.6853617 10289.073 10355.932
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3210.2878 3239.9561 5.4872998 11.8109353 10912.464 10977.634
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2673.5260 2708.2489 2.5207559 5.5396496 9524.055 9600.464
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3139.9116 3173.8182 5.1128470 11.4055664 10832.541 10907.021
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2701.3129 2731.6954 2.5878461 5.6859532 9619.981 9686.840
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 3166.2615 3195.9298 5.2563762 11.5927721 10873.187 10938.357
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 2876.5464 2902.5885 3.0256213 6.7877833 10319.115 10376.422
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3237.8995 3263.3294 5.6482962 12.0062341 10950.822 11006.681
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2815.0381 2845.4206 2.8608327 6.6229599 10259.582 10326.440
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3205.9107 3235.5790 5.4638942 11.7715372 10902.121 10967.291
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2653.6986 2688.4215 2.4770650 5.4914684 9500.197 9576.606
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3137.3938 3171.3004 5.1002908 11.3813842 10825.667 10900.146
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2682.8054 2713.1879 2.5459539 5.6424974 9600.107 9666.965
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3163.2535 3192.9218 5.2409582 11.5685644 10866.909 10932.078
mod Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3178.0499 3208.4324 3.9401899 7.7199275 10635.240 10702.098
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3161.5100 3191.1783 5.2320424 12.4582868 11178.036 11243.206
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3152.9001 3182.5683 5.1882350 12.3859596 11160.109 11225.279
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 3382.4568 3408.9080 3.8860183 8.1128077 8079.761 8134.461
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3317.1591 3348.7205 2.8361057 5.1828848 8256.817 8323.297
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3343.7950 3374.6547 3.7580152 7.9763409 8039.816 8103.633
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2699.1341 2735.2043 1.7867821 3.4634331 6911.812 6987.789
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3301.0786 3336.3468 3.6221111 7.7608422 7967.898 8040.830
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2701.6150 2733.1764 1.7927580 3.9256576 7434.096 7500.576
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3362.9863 3393.8460 3.8178952 7.9713052 8033.604 8097.421
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 3375.4366 3401.8878 3.8636114 8.0629307 8062.061 8116.761
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3308.8750 3340.4364 2.8186525 5.1157906 8202.181 8268.662
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3335.8354 3366.6951 3.7334563 7.9219254 8020.222 8084.038
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2696.5874 2732.6576 1.7833945 3.4494369 6895.504 6971.481
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3296.4519 3331.7201 3.6083330 7.7317334 7957.192 8030.125
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2698.9822 2730.5435 1.7892443 3.9025868 7411.492 7477.972
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3357.3925 3388.2522 3.8003437 7.9393797 8022.332 8086.148
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2742.9371 2774.4985 1.8488182 3.7715829 7250.556 7317.037
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3303.5785 3334.4382 3.6355620 8.2229334 8136.977 8200.793
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2791.8955 2818.9481 1.9203715 4.2433197 7707.425 7764.408
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2733.0386 2764.6000 1.8352316 3.7176506 7194.682 7261.163
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3298.1002 3328.9599 3.6191932 8.1792806 8121.727 8185.544
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2777.6112 2804.6638 1.9000393 4.1881633 7660.393 7717.377
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2574.7894 2606.6670 1.4992809 3.2243040 6151.810 6217.359
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 2629.3492 2656.6728 1.5609120 3.3258725 6245.888 6302.073
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 4172.2920 4200.4370 3.2062235 6.9060620 9038.757 9095.650
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4171.8222 4204.6581 3.2013088 6.8953542 9037.498 9103.873
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2153.8732 2190.3047 1.1093377 2.3327356 5109.588 5184.501
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4173.7532 4211.2800 3.2011717 6.8787309 9033.468 9109.324
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2153.0462 2184.9237 1.1102649 2.5889911 5450.603 5516.152
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4174.1192 4206.9551 3.2058794 6.8955372 9037.680 9104.054
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 4151.2005 4179.3456 3.1644949 6.8461775 9008.909 9065.802
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4149.8640 4182.6999 3.1579437 6.8319273 9005.847 9072.221
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2147.0566 2183.4880 1.1039648 2.3236722 5097.291 5172.204
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4151.8592 4189.3859 3.1579342 6.8183742 9003.268 9079.125
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2146.5289 2178.4064 1.1051231 2.5753376 5433.614 5499.163
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4153.1866 4186.0225 3.1644675 6.8385220 9009.204 9075.578
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2243.6082 2275.4857 1.1842403 2.4204956 5216.288 5281.837
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4197.9985 4230.8344 3.2537829 7.1881079 9175.845 9242.220
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 2289.0291 2316.3527 1.2249219 2.7385246 5626.873 5683.058
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2229.9215 2261.7990 1.1727520 2.4001550 5189.566 5255.114
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4169.0615 4201.8974 3.1958242 7.1061405 9136.013 9202.387
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2275.6143 2302.9379 1.2132738 2.7122521 5595.846 5652.031
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6777.4080 6813.2057 3.7910816 7.6712169 15853.933 15927.518
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 6783.4382 6814.1219 3.8034873 7.6707789 15847.134 15910.207
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3714.8013 3748.2208 2.0053228 3.7965576 8305.016 8373.725
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6784.9089 6820.7066 3.8026683 7.6611940 15843.194 15916.778
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3292.6604 3330.8542 1.5737146 3.1120243 7536.898 7615.423
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6761.9432 6802.8548 3.7642404 7.6035300 15805.905 15890.002
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3711.5768 3744.9964 2.0016313 3.8043162 8316.358 8385.067
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 6763.0350 6798.8327 3.7689782 7.6218505 15816.531 15890.116
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 6766.2118 6796.8955 3.7769244 7.6349848 15822.103 15885.175
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3711.1462 3744.5657 2.0011388 3.7666957 8268.353 8337.063
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6768.1144 6803.9121 3.7767748 7.6264970 15818.939 15892.524
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3292.0629 3330.2567 1.5731774 3.1088758 7532.417 7610.942
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6748.1180 6789.0296 3.7431275 7.5749727 15785.741 15869.838
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3711.7606 3745.1802 2.0018415 3.7997295 8310.451 8379.160
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6747.8610 6783.6587 3.7457828 7.5905311 15794.463 15868.048
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 3714.9194 3743.5648 2.0077515 3.8117622 8319.381 8378.275
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3368.3483 3401.7679 1.6451506 3.1897125 7619.858 7688.568
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 3711.9387 3740.5841 2.0043346 3.7769989 8276.330 8335.224
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3362.8841 3396.3037 1.6400218 3.1787411 7605.730 7674.440
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6748.4766 6784.2743 3.7467211 7.6867858 15875.060 15948.645
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate 3944.5231 3968.5184 2.1688958 4.0353990 9021.176 9070.786
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 3939.6679 3968.4623 2.1606238 4.0138980 9000.681 9060.213
obs Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4125.3483 4153.3194 3.3571068 7.0944825 10723.346 10781.872
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate 3946.3397 3970.3350 2.1710931 4.0516758 9041.630 9091.239
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 3946.7779 3975.5722 2.1692038 4.0443966 9036.950 9096.481
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 3890.9007 3919.6950 2.1026816 3.9468138 8939.650 8999.182
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 4117.2764 4145.2475 3.3398253 7.0950541 10726.740 10785.266
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4110.7989 4143.4319 3.3217711 7.0589744 10710.685 10778.966
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 4122.6003 4150.5715 3.3512136 7.1119998 10735.622 10794.148
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 3890.3959 3919.1902 2.1020900 3.9542466 8949.913 9009.445
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate 3889.5785 3913.5738 2.1034762 4.0996147 9132.758 9182.368
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 3837.1765 3865.9708 2.0406469 4.0266702 9069.757 9129.289
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 4127.0373 4155.0084 3.3607343 7.1210603 10739.764 10798.291
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4119.1925 4151.8255 3.3396462 7.0879139 10726.191 10794.472
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4109.1697 4146.4646 3.3140721 7.0505797 10710.608 10788.644
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4124.4035 4157.0365 3.3507919 7.1034282 10734.205 10802.486
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4131.3650 4168.6598 3.3614385 7.1212149 10747.740 10825.775
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 3887.9347 3916.7290 2.0992081 3.9962079 9006.781 9066.312
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3808.3905 3841.9839 2.0059271 3.9026702 8928.901 8998.354
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4126.6998 4159.3328 3.3557152 7.0923284 10726.206 10794.487
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 5812.4297 5842.0710 4.0093401 8.1368890 14311.604 14373.108
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5778.2182 5812.7997 3.9396792 8.0218133 14246.289 14318.044
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5783.8257 5818.4073 3.9503869 8.1098773 14308.064 14379.820
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 4336.7930 4367.1764 1.5385565 2.9497932 9882.358 9944.890
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4276.7390 4312.1863 1.4982580 2.8966800 9795.679 9868.634
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 5885.0987 5914.7401 4.1528733 8.1907211 14318.533 14380.037
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5873.1718 5907.7534 4.1249728 8.1428106 14293.742 14365.497
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5778.9766 5818.4984 3.9373123 7.9091683 14167.107 14249.113
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 5828.9482 5863.5298 4.0376144 8.0412526 14238.925 14310.681
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 4336.1980 4366.5814 1.5381650 2.9559735 9896.342 9958.874
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4274.5485 4309.9958 1.4968550 2.8997567 9803.525 9876.479
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5785.8080 5825.3298 3.9503530 7.9700085 14209.731 14291.737
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5851.9103 5886.4918 4.0827397 8.1477979 14307.439 14379.194
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 4334.9702 4365.3536 1.5373574 2.8859708 9738.103 9800.635
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4282.3563 4317.8036 1.5018621 2.8278117 9634.306 9707.261
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 4513.8264 4544.2098 1.6595801 2.9909377 9876.548 9939.081
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5814.4192 5849.0008 4.0093198 8.1264183 14308.008 14379.764
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate 4449.5381 4474.8576 1.6159498 2.9756499 9876.362 9928.473
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 4393.3291 4418.6486 1.5775633 2.9404177 9827.424 9879.535
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 4395.3275 4425.7109 1.5775622 2.9400128 9830.493 9893.025
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 5370.0705 5396.3906 1.5806511 3.0948782 11981.908 12035.706
mod Indian (27.5,27.75] cstar_tref ~ phosphate + nitrate + silicate 5283.1741 5309.4942 1.5332826 2.8784655 11468.861 11522.659
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 6724.0696 6754.9218 3.4423428 7.3008512 16456.029 16519.703
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6678.5348 6714.5290 3.3782200 7.1683328 16349.718 16424.004
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate 5215.0226 5246.6068 1.4960796 3.0487957 11919.222 11983.779
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6636.8687 6672.8629 3.3229971 7.3512446 16521.936 16596.222
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate 5259.3441 5290.9283 1.5194780 3.0135456 11824.931 11889.489
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 6770.1314 6800.9836 3.5056394 7.4411511 16571.449 16635.123
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6726.2171 6762.2113 3.4425436 7.3136348 16471.604 16545.890
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6605.8286 6646.9649 3.2798493 7.0421201 16253.133 16338.031
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 6714.1508 6750.1451 3.4261514 7.2815768 16445.305 16519.590
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6747.2893 6783.2836 3.4713590 7.4053022 16549.208 16623.494
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6615.0840 6656.2203 3.2918793 7.0931418 16298.578 16383.476
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6731.1708 6767.1651 3.4492961 7.3500300 16503.333 16577.619
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 5729.0905 5755.4107 1.7923796 3.0046601 11540.281 11594.079
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 5346.4028 5377.9869 1.5665090 2.6782350 10847.871 10912.428
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 5798.6426 5830.2267 1.8352796 3.0509285 11621.822 11686.380
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 5658.0581 5684.3783 1.7483506 2.9286403 11372.972 11426.770
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 5369.7195 5396.0396 1.5804568 2.9978720 11743.704 11797.502
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate + silicate 5263.3014 5294.8856 1.5215848 2.7549123 11138.457 11203.014
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3581.4688 3613.3464 3.0709706 6.5802382 7922.560 7987.309
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 2614.5038 2642.0703 1.4349928 2.6506500 5251.231 5307.002
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 2874.4947 2902.0612 1.7142783 3.4256910 6067.370 6123.141
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 2282.7684 2310.3349 1.1436840 2.0927899 4517.029 4572.799
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 3202.2838 3229.8502 2.1451256 3.7876208 6328.326 6384.097
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3109.9546 3137.5211 2.0138443 3.7847416 6358.385 6414.156
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3659.1882 3686.5118 3.2503864 6.8800189 8052.845 8108.344
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3586.1088 3617.9864 3.0811365 6.6345955 7947.448 8012.196
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3571.2264 3607.6579 3.0443091 6.5906850 7931.338 8005.335
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 3650.7728 3682.6503 3.2263629 6.8559396 8046.405 8111.153
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 3244.4010 3271.9674 2.2078210 3.5813039 6079.606 6135.377
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 3281.1678 3308.7343 2.2640480 3.6388633 6117.949 6173.720
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3589.4336 3621.3111 3.0884415 6.6763326 7966.376 8031.124
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3573.4885 3609.9200 3.0492181 6.6253210 7947.106 8021.104
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3645.6441 3677.5216 3.2145988 6.8744295 8054.707 8119.455
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 3236.4876 3264.0541 2.1959030 3.5704314 6072.930 6128.701
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 3212.8289 3240.3954 2.1606540 3.4627393 5961.233 6017.004
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate 3279.4140 3302.3860 2.2644292 3.6401991 6115.324 6161.800
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3629.1710 3661.0486 3.1771025 6.8071954 8025.033 8089.782
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3633.1182 3664.9958 3.1860471 6.8692128 8052.465 8117.213
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 3344.2013 3372.4790 1.8321407 3.3418659 7157.079 7215.027
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 3223.2490 3256.2397 1.7002707 2.9675101 6674.647 6742.253
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4587.7892 4621.6955 2.7707427 6.9142168 10725.849 10794.636
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4582.2592 4621.0092 2.7596436 6.8542437 10696.737 10775.350
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3197.7452 3230.7358 1.6741290 2.9116645 6599.903 6667.509
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 4580.2617 4614.1679 2.7596473 6.8895267 10711.236 10780.023
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 3221.7511 3250.0288 1.7007894 2.9933971 6712.297 6770.245
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 3221.2762 3249.5540 1.7002988 2.9852026 6699.412 6757.360
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3223.0319 3256.0226 1.7000464 2.9699242 6678.748 6746.354
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4615.0424 4648.9487 2.8112879 6.9423904 10746.655 10815.442
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4601.9799 4640.7299 2.7888063 6.8656206 10707.072 10785.685
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3196.0158 3229.0065 1.6723710 2.9081979 6595.305 6662.911
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4600.4265 4634.3328 2.7894703 6.8948096 10718.552 10787.338
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 3221.2570 3249.5348 1.7002790 2.9930478 6712.062 6770.010
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 3211.9393 3240.2171 1.6906812 2.9610073 6666.388 6724.336
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate 3220.8258 3244.3906 1.7019003 2.9947998 6709.840 6758.130
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4587.9712 4621.8775 2.7710115 6.9075568 10722.423 10791.209
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 4589.9489 4619.0114 2.7768931 6.9190490 10725.323 10784.283
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4607.3987 4641.3049 2.7998567 6.9197665 10733.162 10801.949
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 4612.9673 4642.0298 2.8111753 6.9335418 10738.016 10796.976
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 6358.8204 6384.7132 2.7248871 6.2860386 16673.155 16726.837
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate 6360.7944 6391.8656 2.7248600 6.2859712 16677.085 16741.504
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 6359.5135 6390.5848 2.7235292 6.2822565 16673.238 16737.657
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6361.2807 6397.5306 2.7232875 6.2799371 16674.767 16749.923
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 3193.4410 3223.5191 1.0129360 1.8872289 6974.454 7036.277
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 3190.8816 3225.9727 1.0108597 1.8404622 6819.951 6892.079
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6434.2757 6470.5256 2.8001674 6.3306608 16719.477 16794.633
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6430.0799 6471.5083 2.7935584 6.3234923 16716.674 16802.566
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6431.3620 6467.6119 2.7970575 6.3306124 16719.885 16795.041
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 3197.0416 3227.1197 1.0145788 1.8943960 6996.535 7058.359
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3194.1549 3229.2460 1.0123499 1.8460484 6837.674 6909.802
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate 3220.5681 3245.6331 1.0263015 1.9111069 7034.649 7086.169
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 3214.1113 3244.1894 1.0224029 1.9061303 7026.615 7088.439
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 3105.8374 3135.9155 0.9737775 1.8090196 6752.785 6814.608
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 6436.2253 6467.2965 2.8043885 6.3348829 16719.428 16783.847
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6428.1100 6464.3599 2.7935905 6.3236357 16712.825 16787.981
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 6429.7693 6460.8405 2.7974919 6.3321260 16717.462 16781.882
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 3222.3818 3247.4469 1.0271396 1.9162876 7050.827 7102.347
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 3216.9594 3247.0375 1.0237142 1.9112136 7041.960 7103.783
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 3110.9223 3141.0004 0.9760085 1.8156971 6773.447 6835.271
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4378.8645 4402.9097 2.6969853 5.7047964 11263.837 11313.973
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate 4380.7981 4409.6523 2.6968865 5.7038610 11267.012 11327.175
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4382.0558 4415.7191 2.6957819 5.6367650 11209.734 11279.924
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 4380.0954 4408.9496 2.6958407 5.6373722 11206.282 11266.445
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1151.0207 1179.4068 0.4774328 0.9200316 2444.384 2502.572
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1150.8116 1183.9287 0.4768039 0.9106056 2403.573 2471.459
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4501.3428 4530.1971 2.8824013 5.8848296 11383.429 11443.592
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4503.0342 4536.6975 2.8819104 5.8791166 11382.371 11452.562
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4452.8607 4491.3330 2.8001139 5.7925810 11329.881 11410.099
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4456.2019 4489.8652 2.8083799 5.8029284 11333.119 11403.309
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1152.0985 1180.4846 0.4777399 0.9212130 2449.649 2507.837
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1151.8245 1184.9416 0.4770921 0.9119539 2409.765 2477.651
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 1161.5823 1185.2374 0.4810246 0.9245832 2457.542 2506.032
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 1159.4368 1187.8230 0.4798363 0.9164773 2424.042 2482.230
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1163.0145 1191.4006 0.4808616 0.9208021 2443.594 2501.782
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4468.0941 4501.7574 2.8268720 5.8194175 11343.186 11413.376
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4467.1954 4496.0497 2.8285907 5.8233148 11342.272 11402.436
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 1161.3852 1185.0403 0.4809680 0.9258183 2463.516 2512.005
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 1159.8657 1188.2518 0.4799590 0.9171643 2427.211 2485.399
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 1162.9150 1191.3011 0.4808331 0.9223024 2450.856 2509.044
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5273.3654 5313.0812 0.8216844 1.3292152 10291.810 10374.401
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 10239.2506 10278.7214 2.8365959 6.0465162 26177.988 26259.688
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 10244.3256 10278.1577 2.8414312 6.0859654 26247.133 26317.161
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 5069.0841 5103.1262 0.7839428 1.3026769 10233.039 10303.831
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5064.1805 5103.8963 0.7826858 1.3004017 10216.861 10299.452
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 10365.0865 10398.9186 2.9252468 6.1866881 26399.910 26469.938
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 10366.3676 10405.8384 2.9247407 6.1743790 26380.858 26462.558
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5026.2928 5066.0086 0.7758229 1.2836286 10048.394 10130.986
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 5063.5248 5103.2406 0.7825665 1.3004049 10217.804 10300.395
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 10470.7124 10504.5445 3.0005823 6.2259290 26436.983 26507.011
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10462.9612 10502.4320 2.9935470 6.2001183 26395.268 26476.968
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5025.4471 5070.8366 0.7753099 1.2827387 10044.533 10138.923
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10464.9052 10510.0146 2.9935066 6.1932967 26386.171 26479.542
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 10472.1352 10511.6059 3.0001654 6.2235787 26436.712 26518.412
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5064.3955 5104.1113 0.7827249 1.3015093 10231.005 10313.596
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5026.1396 5071.5291 0.7754347 1.2842171 10063.224 10157.614
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 10467.9642 10501.7963 2.9985979 6.2229871 26432.406 26502.434
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5273.4534 5313.1692 0.8217012 1.3291301 10290.540 10373.131
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10468.8583 10508.3290 2.9977997 6.2132029 26418.109 26499.808
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5273.3771 5313.0929 0.8216866 1.3304708 10308.485 10391.076
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 20280.8088 20322.6857 7.6963181 18.2033915 31562.519 31641.560
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 20137.7152 20185.5746 7.5080336 17.8773204 31381.982 31472.315
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 20384.2864 20426.1633 7.8334762 18.3824205 31677.880 31756.921
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 19928.6207 19970.4664 7.3579175 13.5053950 29207.604 29286.318
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 19815.3876 19863.2113 7.2139610 12.9852804 28915.535 29005.494
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19921.2366 19963.0824 7.3486074 13.5220862 29212.308 29291.022
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19947.2966 19989.1735 7.2703851 17.4904479 31146.251 31225.292
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19476.4927 19524.3164 6.8067082 12.4952770 28535.278 28625.237
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19865.6793 19913.5386 7.1673445 17.3077446 31043.252 31133.585
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 19814.9798 19856.8256 7.2159309 13.5525754 29180.764 29259.478
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 20188.2607 20230.1376 7.5756826 17.9179283 31422.725 31501.767
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19846.8127 19888.6584 7.2554253 13.1882654 29024.013 29102.727
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20019.6992 20061.5449 7.4737283 13.6556757 29314.697 29393.411
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19902.4997 19944.3766 7.2149995 17.3899932 31088.248 31167.290
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19519.7873 19567.6111 6.8574268 12.4710453 28540.587 28630.546
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19838.4640 19886.3233 7.1341235 17.2477294 31008.131 31098.464
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19849.6209 19891.4667 7.2589198 13.5528463 29196.033 29274.746
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20175.4162 20217.2931 7.5590900 17.8808015 31403.942 31482.984
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 20348.6331 20390.5101 7.7859444 18.1990984 31603.514 31682.555
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate 20098.1889 20146.0126 7.5723957 14.0893607 29546.336 29636.294
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12362.5233 12402.9414 3.2461540 6.0046825 17930.080 18005.776
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 11897.4605 11936.6808 4.6926466 12.2755705 18091.499 18164.313
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 12386.4050 12421.0491 3.2638674 6.0440012 17969.766 18034.648
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11816.4767 11855.6970 4.5987806 12.0825546 17986.903 18059.717
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12093.8743 12140.0664 3.0665834 5.7109070 17566.944 17653.453
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11661.4027 11706.2259 4.4220397 11.8778132 17827.104 17910.320
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12163.0760 12203.4941 3.1128384 5.8001996 17670.987 17746.683
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 11928.1208 11967.3411 4.7286819 12.2023517 18096.123 18168.937
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 12117.4367 12151.0541 4.9598724 12.4675785 18291.591 18354.003
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11862.0545 11901.2748 4.6513750 12.1308763 18031.456 18104.270
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12189.2083 12235.4004 3.1286733 5.9149219 17781.583 17868.092
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11752.2537 11797.0769 4.5234206 11.9823617 17918.717 18001.933
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12242.8818 12283.2999 3.1655126 5.9776648 17854.374 17930.069
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11979.3703 12018.5906 4.7895348 12.2606546 18146.761 18219.574
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12173.9623 12214.3804 3.1199717 5.8176657 17690.631 17766.326
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11953.7820 11993.0024 4.7590545 12.2815658 18133.470 18206.284
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12217.2005 12251.8446 3.1497899 5.8742764 17754.421 17819.303
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12237.1145 12277.5326 3.1616763 5.9869938 17859.265 17934.960
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12035.1385 12074.3588 4.8566433 12.3793692 18214.878 18287.692
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 12274.3410 12308.9851 3.1878610 6.0287461 17907.031 17971.913
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 10311.7370 10344.4375 4.8315681 11.8176292 15643.774 15704.515
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 9220.2868 9253.2734 3.1057256 5.6076495 13259.548 13321.090
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 10479.4326 10512.1331 5.0729362 12.0780621 15815.781 15876.522
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9613.0341 9651.5184 3.4609656 5.9918363 13674.127 13745.927
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10253.3497 10291.5002 4.7474926 11.6381368 15565.631 15636.494
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9026.1532 9070.1353 2.9397729 5.2216380 12910.691 12992.748
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10255.0363 10298.6369 4.7470601 11.6275469 15566.984 15647.971
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 9119.1100 9157.5943 3.0181701 5.4496410 13111.128 13182.927
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 10478.6448 10516.7953 5.0688266 12.0725855 15816.685 15887.548
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10296.5788 10334.7294 4.8075289 11.7039378 15610.183 15681.047
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9077.1154 9121.0975 2.9815911 5.3242733 13007.001 13089.057
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10298.0213 10341.6219 4.8067498 11.6912611 15610.894 15691.881
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9155.9110 9194.3953 3.0491124 5.5422374 13191.099 13262.898
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 10362.7984 10395.4989 4.9038200 11.9087265 15699.097 15759.838
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9087.7206 9126.2049 2.9920261 5.4072958 13068.213 13140.012
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10362.2939 10400.4445 4.9002510 11.9049081 15700.537 15771.400
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 9143.2950 9176.2816 3.0401541 5.5427330 13183.008 13244.550
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9148.7529 9187.2372 3.0430692 5.5541624 13196.321 13268.120
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10433.1703 10471.3209 5.0022612 12.0879241 15789.603 15860.467
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 9189.4423 9222.4289 3.0792882 5.6644680 13285.139 13346.681
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 12280.3193 12309.1173 3.3149760 6.1438868 17345.674 17399.149
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 12732.1309 12760.5594 4.4951652 11.0053737 19155.551 19208.386
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 12615.0888 12649.2031 4.3739285 10.8240872 19022.457 19085.860
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 12139.9799 12174.5376 3.2158377 6.0144927 17185.227 17249.397
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11451.3273 11491.6446 2.7753154 5.0436773 16066.648 16141.513
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12636.4623 12676.2622 4.3934340 10.8511885 19048.123 19122.093
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11437.0136 11483.0906 2.7656744 5.0288329 16049.613 16135.173
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12622.9874 12668.4730 4.3778466 10.8296627 19034.856 19119.393
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11518.9172 11559.2345 2.8156187 5.1875326 16226.016 16300.881
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12720.1068 12759.9067 4.4786519 10.9848151 19146.316 19220.286
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11465.3987 11511.4756 2.7824709 5.1402251 16162.187 16247.747
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12718.9571 12764.4427 4.4754132 10.9753618 19145.305 19229.841
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 11623.1729 11657.7305 2.8801647 5.3438328 16406.306 16470.476
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 12665.5928 12699.7070 4.4249590 10.8849146 19075.918 19139.320
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11596.4879 11636.8052 2.8625954 5.3254656 16380.955 16455.820
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12643.7713 12683.5712 4.4008153 10.8579525 19055.246 19129.216
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 11694.0997 11728.6574 2.9240713 5.4943210 16564.308 16628.477
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 12745.7974 12779.9116 4.5072261 11.0175559 19171.254 19234.656
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11628.0511 11668.3684 2.8819336 5.4489350 16497.659 16572.524
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12740.3666 12780.1665 4.4995404 11.0075038 19167.115 19241.084
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14369.9429 14411.8982 2.7303080 5.2651048 21280.760 21359.757
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18488.7538 18531.4337 4.0271074 10.0736508 28705.162 28785.420
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 14685.2871 14721.2488 2.8805570 5.6690647 21874.178 21941.890
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 18488.8203 18525.4030 4.0283742 10.0754915 28703.529 28772.322
mod Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14859.3177 14901.2731 2.9654336 5.6460261 21934.328 22013.325
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 18551.6841 18588.2668 4.0671040 10.1754824 28798.346 28867.138
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13523.2125 13565.1678 2.3666660 4.7021071 20193.534 20272.530
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18474.1910 18516.8709 4.0181910 10.0790600 28698.101 28778.359
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18427.4702 18476.2472 3.9885037 10.0010892 28628.025 28719.749
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 14568.3352 14610.2906 2.8232932 5.6101128 21757.448 21836.445
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 18440.9169 18483.5968 3.9978921 10.0228977 28646.013 28726.272
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 18598.4668 18635.0495 4.0961678 10.2213628 28853.844 28922.636
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13661.9739 13703.9293 2.4227562 4.7886929 20370.384 20449.381
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18527.5652 18570.2450 4.0509674 10.1236430 28757.644 28837.902
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18470.7259 18519.5028 4.0148499 10.0428219 28679.383 28771.106
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18479.6315 18522.3113 4.0215197 10.0642719 28694.051 28774.310
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 13585.8933 13621.8550 2.3926479 4.7283898 20254.592 20322.304
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13516.7846 13558.7400 2.3640994 4.6625842 20140.274 20219.271
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 13747.9149 13783.8766 2.4589900 4.8274530 20457.459 20525.170
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13698.6663 13740.6216 2.4378089 4.7812888 20379.076 20458.073
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16148.9586 16192.6413 2.0322072 4.1104795 23788.545 23870.590
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18977.9998 19021.3031 3.3924472 8.4928677 29161.000 29242.239
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 16798.9045 16836.3468 2.2146812 4.4565597 24705.196 24775.521
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 19082.9070 19120.0241 3.4433230 8.5879845 29292.719 29362.352
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15930.9400 15974.6227 1.9746037 4.0372378 23543.743 23625.789
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 16462.0378 16499.4801 2.1184373 4.2921285 24258.803 24329.128
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 15194.7251 15238.4078 1.7918836 3.9062256 22895.326 22977.372
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 19433.3548 19470.4719 3.6155077 8.6215287 29552.033 29621.667
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19283.9791 19327.2824 3.5401008 8.5306430 29394.327 29475.566
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18883.5307 18933.0202 3.3471843 8.2982714 28969.399 29062.244
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 18885.8946 18929.1979 3.3492187 8.3003442 28969.789 29051.028
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 15695.7699 15733.2122 1.9148027 4.0989521 23509.555 23579.880
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15128.7099 15172.3926 1.7763497 3.8860310 22821.486 22903.531
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 19441.7810 19478.8981 3.6197520 8.6317612 29564.448 29634.081
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19292.9627 19336.2660 3.5445317 8.5406548 29407.039 29488.278
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18891.6651 18941.1546 3.3509775 8.3091838 28982.327 29075.171
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18894.2422 18937.5455 3.3531138 8.3113958 28982.955 29064.194
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 15641.7828 15679.2251 1.9012169 4.0817464 23449.686 23520.011
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 15345.4664 15389.1491 1.8278654 3.8730780 22928.192 23010.237
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 15440.4282 15477.8705 1.8513910 3.9048435 23035.411 23105.736
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 19708.4991 19745.9934 3.1785990 7.9841050 29607.122 29677.082
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 19704.0311 19747.7745 3.1759120 7.9812073 29604.509 29686.129
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15315.3882 15358.9648 1.8775893 3.5517336 21437.720 21518.849
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 15520.7506 15558.1020 1.9304544 3.6205386 21671.008 21740.547
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15137.3843 15180.9610 1.8333650 3.4872630 21221.292 21302.421
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 15319.0249 15356.3763 1.8790070 3.5409006 21416.163 21485.702
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 14614.5664 14658.1431 1.7094050 3.4478301 20855.884 20937.012
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 19595.9442 19633.4385 3.1321624 7.9628312 29511.843 29581.803
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19588.0016 19631.7449 3.1280931 7.9586727 29505.839 29587.459
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18954.0022 19003.9946 2.8784866 7.6536385 28835.663 28928.943
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 19019.0400 19062.7833 2.9038286 7.6900881 28906.387 28988.007
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 14614.7840 14652.1354 1.7099127 3.4553184 20866.757 20936.296
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14632.8965 14676.4732 1.7136058 3.4567563 20882.786 20963.915
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 19546.1962 19583.6905 3.1118547 7.9640188 29476.782 29546.742
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19535.7954 19579.5388 3.1068131 7.9589155 29468.339 29549.959
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18919.8448 18969.8373 2.8656595 7.6554099 28811.604 28904.884
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18978.2351 19021.9785 2.8883769 7.6901105 28876.260 28957.880
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 14632.9567 14670.3081 1.7140786 3.4640379 20893.158 20962.697
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 14823.5966 14867.1732 1.7579273 3.4068844 20898.056 20979.185
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 14911.6737 14949.0251 1.7792594 3.4282243 20984.148 21053.687
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 10436.3268 10464.6556 2.7842218 7.3764894 15373.432 15425.410
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate 10436.9147 10470.9092 2.7833008 7.3735563 15375.286 15437.660
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 6512.5295 6545.5855 1.4362398 2.8057323 9041.395 9101.977
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6435.5619 6468.6179 1.4062709 2.6972320 8878.683 8939.264
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 6548.3756 6581.4317 1.4504144 2.8619297 9121.126 9181.708
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 6530.4260 6563.4820 1.4432992 2.8043544 9050.319 9110.900
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 6625.1349 6658.1910 1.4812395 2.8453977 9148.334 9208.915
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6298.4517 6337.0171 1.3536830 2.6145425 8709.315 8779.993
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 6218.6591 6251.7151 1.3251372 2.5821849 8623.126 8683.707
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10363.8267 10409.1528 2.7334805 7.3073777 15300.222 15383.387
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 10366.6787 10406.3389 2.7365897 7.3175926 15303.672 15376.441
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 6608.0676 6641.1236 1.4743295 2.8303488 9122.578 9183.159
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6286.7162 6325.2815 1.3493376 2.6043786 8690.863 8761.541
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10371.2322 10416.5582 2.7382275 7.3159685 15309.034 15392.198
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10374.2731 10413.9334 2.7414635 7.3270685 15312.948 15385.717
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 6545.7858 6584.3511 1.4485917 2.9273226 9188.084 9258.762
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10404.2456 10443.9059 2.7607835 7.3347257 15338.657 15411.426
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 10403.2519 10437.2464 2.7614345 7.3427736 15338.368 15400.742
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10418.2684 10457.9286 2.7698691 7.3476102 15354.070 15426.839
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 10417.2486 10451.2431 2.7705053 7.3562488 15353.974 15416.347
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 13612.6636 13648.3327 2.6957375 7.4333391 20608.718 20674.796
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 6959.1737 6993.3754 1.1659448 2.1543353 9391.663 9454.406
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6866.4108 6906.3129 1.1412024 2.1229864 9289.365 9362.565
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13665.8761 13707.4900 2.7203181 7.4398841 20654.975 20732.066
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13510.3384 13557.8972 2.6454112 7.3335092 20485.729 20573.834
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 6892.5497 6932.4517 1.1479743 2.0820757 9229.871 9303.072
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 13548.4818 13590.0957 2.6643007 7.3735934 20532.464 20609.555
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 6953.0294 6987.2312 1.1643244 2.1510890 9382.687 9445.430
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6860.0296 6899.9317 1.1395553 2.1197265 9280.156 9353.356
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13522.8754 13570.4342 2.6512960 7.3441871 20500.666 20588.770
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6898.2103 6938.1124 1.1494461 2.0863907 9240.759 9313.960
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13564.5352 13606.1492 2.6718923 7.3859503 20550.892 20627.983
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 7328.2126 7356.7141 1.2680943 2.2934694 9821.888 9874.174
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 7318.0579 7352.2596 1.2646103 2.2888542 9811.834 9874.577
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13572.3784 13613.9923 2.6756092 7.3704636 20549.151 20626.242
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 13605.0640 13640.7331 2.6921089 7.4084487 20590.557 20656.635
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 7367.4730 7395.9745 1.2794134 2.3123168 9873.730 9926.016
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 7354.1652 7388.3670 1.2749880 2.3060912 9859.422 9922.165
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13591.3530 13632.9669 2.6846227 7.3832105 20569.992 20647.083
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 13627.3527 13663.0218 2.7027651 7.4227411 20614.656 20680.734
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 21957.8784 21996.3786 2.7390994 7.3249768 34290.639 34363.021
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21891.2073 21936.1243 2.7183802 7.2770745 34201.070 34285.514
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 21981.6724 22020.1727 2.7463152 7.3065263 34290.928 34363.309
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 8598.7263 8640.2754 1.1238842 2.0825437 11539.632 11615.963
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 8856.2622 8891.8757 1.1772948 2.0615660 11623.445 11688.872
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21759.7293 21811.0630 2.6785549 7.2215586 34057.152 34153.660
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 7829.6348 7871.1839 0.9794219 1.7042425 10176.085 10252.416
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 21818.6937 21863.6106 2.6966717 7.2420887 34116.341 34200.785
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8604.6096 8646.1587 1.1250676 2.0832110 11544.370 11620.701
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 8875.2050 8910.8186 1.1812911 2.0694063 11651.610 11717.037
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21808.3961 21859.7297 2.6930074 7.2668090 34134.114 34230.623
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7848.9256 7890.4748 0.9828077 1.7107926 10204.637 10280.968
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21904.2123 21949.1292 2.7222919 7.3012165 34232.619 34317.064
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate 8896.9324 8926.6103 1.1863159 2.0708253 11662.689 11717.211
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21842.6867 21887.6036 2.7038352 7.2620390 34152.098 34236.543
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 8627.6265 8663.2401 1.1301139 1.9470989 11226.552 11291.978
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 21913.2300 21951.7303 2.7256104 7.2905794 34226.853 34299.234
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 8933.0804 8962.7583 1.1940121 2.0823390 11707.993 11762.515
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21883.4067 21928.3237 2.7160365 7.3054895 34221.432 34305.876
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 8688.0517 8723.6652 1.1423962 1.9738106 11324.198 11389.625
obs Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 14293.5599 14329.6141 2.5986471 7.3053185 21933.113 22000.118
mod Pacific (28.05,28.1] cstar_tref ~ phosphate + nitrate + silicate 5109.4361 5137.6965 0.8124743 1.6179241 7368.269 7420.732
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14216.3592 14258.4224 2.5646601 7.2672213 21855.667 21933.840
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 5296.5725 5330.4849 0.8490004 1.5564325 7314.755 7377.711
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 14232.9616 14269.0158 2.5726027 7.2779625 21871.798 21938.804
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14259.9509 14302.0141 2.5833110 7.3017466 21907.920 21986.092
mod Pacific (28.05,28.1] cstar_tref ~ sal + phosphate + nitrate + silicate 4929.7280 4963.6404 0.7781530 1.5384672 7082.719 7145.675
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5534.8879 5574.4524 0.8980193 1.5218721 7319.961 7393.409
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14182.3310 14230.4033 2.5493470 7.2499437 21822.565 21911.905
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4670.1246 4709.6891 0.7312713 1.2333557 6049.134 6122.582
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 14189.7740 14231.8372 2.5533517 7.2568198 21829.577 21907.750
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5547.4298 5586.9943 0.9006985 1.5274422 7341.148 7414.596
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14164.7115 14212.7838 2.5418914 7.2597687 21814.376 21903.716
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4682.5472 4722.1117 0.7334323 1.2385124 6072.681 6146.129
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14188.9209 14230.9841 2.5529896 7.2765379 21839.673 21917.846
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14265.5698 14307.6330 2.5857249 7.2916664 21906.724 21984.897
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4670.1027 4704.0152 0.7316150 1.2350062 6051.973 6114.928
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14269.7724 14311.8356 2.5875319 7.3187367 21924.687 22002.860
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 4684.5057 4718.4182 0.7341223 1.2397447 6074.646 6137.602
mod Pacific (28.05,28.1] cstar_tref ~ temp + phosphate + nitrate + silicate 5050.4380 5084.3505 0.8007873 1.5863643 7264.553 7327.509
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 14867.8772 14898.3107 2.3778236 6.5245707 25680.358 25738.542
mod Pacific (28.1, Inf] cstar_tref ~ aou + phosphate + silicate 13854.4459 13887.3477 0.8875995 1.7591595 22276.002 22339.385
mod Pacific (28.1, Inf] cstar_tref ~ oxygen + phosphate + silicate 14042.8048 14075.7066 0.9034345 1.7994570 22646.057 22709.440
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14907.9720 14950.5790 2.3910604 6.6105667 25790.585 25872.043
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 13136.6766 13176.1588 0.8296047 1.6073816 20812.953 20889.013
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 14521.1627 14560.6448 0.9447531 1.8718821 23350.426 23426.485
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 12969.9769 13009.4591 0.8167228 1.5871136 20583.621 20659.681
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 14933.9080 14970.4283 2.4013558 6.5745432 25772.554 25842.375
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14928.1411 14970.7482 2.3984890 6.5709521 25768.127 25849.585
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14828.6839 14877.3777 2.3613534 6.4830583 25624.135 25717.230
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12952.2150 12998.2774 0.8152090 1.5815454 20533.224 20621.960
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 14827.5473 14870.1544 2.3616670 6.4875668 25624.866 25706.324
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14905.0261 14953.7198 2.3892423 6.5457118 25732.411 25825.505
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12965.7811 13011.8436 0.8162479 1.5839032 20558.077 20646.813
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14907.9984 14950.6054 2.3910701 6.5505763 25736.160 25817.618
mod Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 14657.4313 14696.9134 0.9569168 1.8828137 23477.966 23554.026
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14975.9674 15018.5744 2.4161964 6.5379117 25769.428 25850.886
mod Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 13837.0122 13876.4943 0.8859816 1.7514066 22214.200 22290.259
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 14996.9853 15033.5056 2.4247652 6.5508548 25792.479 25862.300
mod Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + silicate 13862.0310 13901.5131 0.8880650 1.7564765 22261.831 22337.890

7.3 Alternative model selection

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

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

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

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

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

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

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

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

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

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

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

lm_all <- lm_all_new

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

GLODAP_glanced_clean <- GLODAP_glanced_new

7.4 Target variable coefficients

A data frame to map the target variable is prepared.

# extend best model selection with coefficients

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

7.5 dcant coeffcients

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

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

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

7.6 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

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

8.1.1 All models

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
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c0bbbe4 jens-daniel-mueller 2021-09-22
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c18a8b1 jens-daniel-mueller 2021-07-09
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9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
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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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
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26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
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7a1a2fe jens-daniel-mueller 2022-01-12
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f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
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8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
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207339d jens-daniel-mueller 2021-06-03
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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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 Best models

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

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 6 7 6 10 10 7 7
(26,26.5] 8 9 6 8 9 7 6
(26.5,26.75] 6 8 5 10 6 7 9
(26.75,27] 6 6 5 10 5 10 8
(27,27.25] 7 8 5 8 8 10 7
(27.25,27.5] 5 5 6 7 7 9 8
(27.5,27.75] 8 2 5 8 10 6 5
(27.75,27.85] 9 2 6 8 8 7 4
(27.85,27.95] 8 NA 6 10 8 5 4
(27.95,28.05] 6 NA 6 10 6 5 8
(28.05,28.1] 7 NA 6 10 5 5 7
(28.1,28.15] 7 10 7 3 4 6 6
(28.15,28.2] 7 10 6 NA 7 7 6
(28.2, Inf] 6 10 7 3 10 4 6
total 96.00 — 82.00 — 103.00 95.00 91.00
Indian - mod
(-Inf,26] 5 6 4 9 10 6 10
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 6 5 4 10 6 10 8
(26.75,27] 5 8 5 10 6 6 10
(27,27.25] 3 10 3 10 6 4 2
(27.25,27.5] 2 8 3 6 7 5 10
(27.5,27.75] 3 7 4 9 2 4 6
(27.75,27.85] 4 3 3 4 10 8 7
(27.85,27.95] 4 4 3 3 10 9 10
(27.95,28.05] 5 10 5 2 4 4 10
(28.05,28.1] 5 10 5 2 4 4 10
(28.1, Inf] 7 10 5 6 7 10 6
total 54.00 87.00 49.00 81.00 78.00 78.00 99.00
Pacific - mod
(-Inf,26] 6 8 6 7 9 8 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 8 6 10 4 5 8
(27,27.25] 6 8 4 10 6 6 7
(27.25,27.5] 4 5 4 6 10 10 6
(27.5,27.75] 4 5 4 6 10 10 6
(27.75,27.85] 5 7 4 4 10 7 6
(27.85,27.95] 5 8 5 2 6 6 10
(27.95,28.05] 5 2 5 8 6 6 10
(28.05,28.1] 4 5 3 10 6 8 7
(28.1, Inf] 5 2 5 10 5 8 5
total 62.00 68.00 57.00 93.00 81.00 93.00 92.00
Atlantic - obs
(-Inf,26] 6 10 7 6 10 6 7
(26,26.5] 8 8 7 10 7 7 5
(26.5,26.75] 6 5 4 10 8 6 10
(26.75,27] 4 8 6 10 6 5 10
(27,27.25] 4 8 6 10 6 5 10
(27.25,27.5] 5 6 5 10 8 6 10
(27.5,27.75] 6 6 6 10 5 10 8
(27.75,27.85] 6 7 5 10 7 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] 6 5 4 10 10 6 8
(28.1,28.15] 2 5 8 10 6 6 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 8 5 6 10 10 6 6
total 73.00 88.00 80.00 136.00 111.00 99.00 112.00
Indian - obs
(-Inf,26] 5 6 5 10 8 6 10
(26,26.5] 5 6 5 10 8 6 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 5 6 5 10 9 6 9
(27,27.25] 9 7 1 10 8 7 6
(27.25,27.5] 7 7 3 10 8 8 7
(27.5,27.75] 7 6 5 10 10 5 7
(27.75,27.85] 6 7 5 10 8 6 9
(27.85,27.95] 5 6 5 10 6 8 10
(27.95,28.05] 10 6 4 10 5 4 6
(28.05,28.1] 10 5 4 10 4 6 6
(28.1, Inf] 10 6 4 10 6 5 6
total 84.00 74.00 51.00 120.00 88.00 73.00 96.00
Pacific - obs
(-Inf,26] 7 7 7 10 9 6 7
(26,26.5] 5 7 6 10 7 7 9
(26.5,26.75] 7 8 4 10 6 5 9
(26.75,27] 6 9 6 10 4 4 8
(27,27.25] 6 5 4 10 10 6 8
(27.25,27.5] 6 5 4 10 10 6 8
(27.5,27.75] 6 5 6 10 10 4 8
(27.75,27.85] 6 5 6 10 4 8 8
(27.85,27.95] 6 6 5 10 5 8 9
(27.95,28.05] 7 5 4 10 7 9 7
(28.05,28.1] 6 7 4 10 7 10 6
(28.1, Inf] 8 5 3 10 7 7 8
total 76.00 74.00 59.00 120.00 86.00 80.00 95.00

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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 AIC vs BIC

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

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 RMSE vs VIF

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
ce9412c jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20 

[[2]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
5a36231 jens-daniel-mueller 2021-09-22 
GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )
[[1]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
ce9412c jens-daniel-mueller 2021-09-22 

[[2]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

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

i_binwidth <- 2

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 By model domain

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

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
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745619a jens-daniel-mueller 2022-04-11
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707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
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f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
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3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
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3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
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d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
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290c8fc jens-daniel-mueller 2021-11-02
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58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
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3992e41 jens-daniel-mueller 2021-10-27
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78a956e jens-daniel-mueller 2021-10-21
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9eac969 jens-daniel-mueller 2021-08-30
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d37a85d jens-daniel-mueller 2021-05-31
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d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
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26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
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cf50b3e jens-daniel-mueller 2022-01-06
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dcb68b6 jens-daniel-mueller 2022-01-05
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4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
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bc1edbd jens-daniel-mueller 2021-12-07
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2781a97 jens-daniel-mueller 2021-10-29
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bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
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ac73c23 jens-daniel-mueller 2021-10-07
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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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
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290c8fc jens-daniel-mueller 2021-11-02
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58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
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c0bbbe4 jens-daniel-mueller 2021-09-22
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534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
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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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

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

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

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

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

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

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

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

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

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
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42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.8 Predictor

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


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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[2]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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5ed1b6b jens-daniel-mueller 2022-07-19
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Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
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Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
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Version Author Date
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Version Author Date
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[[48]]

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Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[70]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[71]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[72]]

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23

9 VIF

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

Version Author Date
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
013c119 jens-daniel-mueller 2022-01-08
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
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
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
013c119 jens-daniel-mueller 2022-01-08
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
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42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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d054c39 jens-daniel-mueller 2021-06-24
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7e1f407 jens-daniel-mueller 2021-06-10
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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
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969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
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a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
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2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
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33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

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

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

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

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

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

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

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/lib64/R/lib/libRlapack.so

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

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

other attached packages:
 [1] gt_0.3.1         corrr_0.4.3      broom_0.7.11     kableExtra_1.3.4
 [5] knitr_1.37       olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0 
 [9] colorspace_2.0-2 marelac_2.1.10   shape_1.4.6      ggforce_0.3.3   
[13] metR_0.11.0      scico_1.3.0      patchwork_1.1.1  collapse_1.7.0  
[17] forcats_0.5.1    stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4     
[21] readr_2.1.1      tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5   
[25] tidyverse_1.3.1  workflowr_1.7.0 

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