Last updated: 2022-07-05

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
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 1091.0704 1109.6329 6.6266102 11.9291698 1955.118 1991.244
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1053.2102 1074.8664 5.8639459 10.6578796 1891.426 1933.573
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 1085.9854 1104.5479 6.5240497 11.8136252 1949.356 1985.482
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1857.1063 1882.8913 5.5599879 11.1164851 3137.204 3186.147
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 1047.7793 1069.4356 5.7670670 10.5360708 1884.556 1926.703
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1063.0490 1084.7053 6.0436208 10.8801203 1903.705 1945.852
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1851.7056 1877.4907 5.5091544 11.1521631 3138.045 3186.988
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1849.0203 1874.8053 5.4840518 10.9915337 3125.539 3174.482
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 1057.7046 1079.3609 5.9453495 10.7572209 1896.951 1939.098
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 1093.2485 1111.8110 6.6710323 11.5242873 1932.859 1968.985
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 1856.2203 1878.3218 5.5705318 11.2369411 3142.232 3184.183
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1071.0931 1092.7494 6.1946028 11.0379564 1912.140 1954.287
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1850.4869 1876.2719 5.4977475 11.1262469 3135.787 3184.729
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1846.7999 1872.5850 5.4633828 10.9543125 3122.103 3171.045
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 1066.1403 1087.7965 6.1012010 10.9216356 1905.878 1948.025
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + silicate 1090.7591 1109.3216 6.6202849 11.4566332 1929.406 1965.532
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 3980.5177 4006.7473 7.1919109 13.2611700 7253.359 7304.948
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4132.0653 4163.4364 5.6646824 10.2170400 7479.752 7541.518
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 3976.0482 4002.2779 7.1644899 13.2093864 7244.819 7296.408
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 4133.5516 4160.4411 5.6798243 10.2557850 7485.114 7538.056
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3962.0872 3992.6885 7.0674164 13.0703996 7225.817 7286.004
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4099.6430 4131.0140 5.5257842 9.9651992 7418.791 7480.557
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4101.5530 4137.4056 5.5254035 9.9563751 7420.538 7491.128
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3952.4861 3983.0874 7.0096579 12.9679549 7208.654 7268.841
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4130.5632 4161.9343 5.6581710 10.2118327 7478.576 7540.342
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4013.1965 4043.7977 7.3829856 13.6414030 7319.097 7379.284
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4110.2621 4141.6332 5.5708977 10.0743732 7445.685 7507.451
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4111.9631 4147.8157 5.5696223 10.0607025 7446.255 7516.845
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 4004.2949 4034.8962 7.3270276 13.5417538 7303.105 7363.292
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4121.1908 4152.5618 5.6177107 10.1745368 7469.992 7531.758
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4122.6649 4158.5176 5.6154493 10.1590716 7470.170 7540.760
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4025.4536 4056.0549 7.4607374 13.7887845 7342.551 7402.738
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 4014.2331 4040.4627 7.4021721 13.6631661 7318.550 7370.139
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4134.5097 4165.8808 5.6752948 10.2458443 7486.727 7548.493
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 4007.4797 4033.7093 7.3595689 13.5821886 7305.575 7357.164
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 4026.6888 4052.9185 7.4813960 13.8123409 7342.249 7393.838
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 3599.9196 3625.6912 6.6256628 12.4949071 6366.926 6417.108
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate 3617.4241 3638.9004 6.7459577 12.6348594 6385.319 6427.137
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 3592.4623 3618.2339 6.5802382 12.4404742 6358.141 6408.323
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 3604.1689 3634.2357 6.6394251 12.5818818 6383.886 6442.432
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 3890.7062 3917.5310 4.8703024 8.9518976 7123.692 7176.591
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3892.7061 3924.0017 4.8703023 8.9103142 7116.018 7177.733
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3881.7289 3917.4953 4.8216285 8.7868111 7085.728 7156.260
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3597.2243 3627.2911 6.5970258 12.5198344 6374.080 6432.626
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3879.7542 3911.0498 4.8217228 8.8359484 7095.767 7157.482
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3608.9230 3638.9899 6.6686080 12.6783306 6398.365 6456.911
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3880.3084 3907.1332 4.8312643 8.8793534 7103.898 7156.796
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3882.0494 3913.3450 4.8302959 8.7812293 7079.944 7141.659
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3871.8944 3907.6608 4.7850662 8.6793730 7055.332 7125.864
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3602.1246 3632.1915 6.6269160 12.6179909 6388.882 6447.427
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3870.3421 3901.6377 4.7867247 8.7885548 7082.829 7144.544
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 3605.0168 3630.7884 6.6568912 12.6456219 6389.436 6439.618
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3890.0748 3921.3704 4.8603934 8.9857590 7137.221 7198.936
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 3597.4566 3623.2282 6.6106255 12.5860734 6379.957 6430.139
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 3890.4218 3917.2466 4.8692305 9.0084257 7139.383 7192.282
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 3602.6304 3628.4020 6.6422528 12.6905647 6395.603 6445.785
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 3652.4390 3678.7501 5.2099568 9.5407602 6854.908 6907.111
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 3646.0766 3672.3878 5.1820825 9.4724306 6838.166 6890.369
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 3679.9442 3706.2554 5.3321960 9.5444586 6851.718 6903.921
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 3674.3866 3700.6978 5.3072677 9.4936625 6839.348 6891.551
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 3651.8062 3682.5025 5.1984040 9.3453346 6808.292 6869.196
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4475.8337 4508.0137 5.0764095 8.8168244 7671.547 7734.280
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4476.2488 4513.0260 5.0709245 8.7990960 7670.152 7741.847
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3645.7330 3676.4294 5.1718527 9.2913779 6794.885 6855.789
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 4484.6327 4516.8127 5.1069701 8.8601784 7684.313 7747.047
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3651.1644 3681.8608 5.1955920 9.3730618 6815.765 6876.669
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4475.2255 4502.8083 5.0812312 8.8191161 7668.152 7721.924
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4463.2189 4495.3989 5.0329148 8.7543447 7653.019 7715.752
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4462.1419 4498.9190 5.0223622 8.7269945 7648.685 7720.380
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3645.1678 3675.8642 5.1693884 9.3200732 6802.654 6863.558
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4468.8176 4500.9976 5.0521724 8.7697651 7657.419 7720.152
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4480.4548 4512.6348 5.0924366 8.8869014 7692.839 7755.572
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 3644.2230 3670.5342 5.1739899 9.4990816 6845.232 6897.436
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4473.7305 4501.3134 5.0760524 8.8772687 7686.180 7739.952
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4474.7316 4506.9117 5.0725949 8.8697352 7687.935 7750.668
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 3643.8983 3670.2095 5.1725736 9.5193912 6850.449 6902.653
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 5308.5365 5336.8723 5.8585758 10.6607777 10304.542 10361.236
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate 5310.8407 5334.4538 5.8737677 10.7295841 10323.366 10370.610
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 5301.7323 5330.0681 5.8346399 10.6100604 10288.410 10345.103
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 5314.7831 5343.1189 5.8806367 10.7500230 10333.963 10390.656
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 5296.9294 5329.9878 5.8108063 10.5527649 10273.878 10340.020
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 5307.3923 5335.7281 5.8545440 10.6948124 10316.568 10373.261
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6474.4158 6509.2958 4.8430455 9.0610221 12130.688 12199.831
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6464.8327 6504.6956 4.8170959 9.0151698 12113.769 12192.789
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 5289.1662 5322.2246 5.7837275 10.4957769 10255.561 10321.703
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5306.7110 5339.7694 5.8451063 10.5897972 10284.620 10350.762
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 5315.9747 5344.3105 5.8848543 10.7335285 10328.045 10384.738
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 6525.8228 6555.7200 4.9645124 9.2311076 12202.719 12261.984
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6434.2381 6469.1181 4.7536295 8.8663891 12040.645 12109.787
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6421.4027 6461.2656 4.7210321 8.8045236 12015.711 12094.732
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5299.3229 5332.3813 5.8191807 10.5345328 10266.886 10333.028
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6522.0703 6556.9504 4.9512842 9.1701694 12178.768 12247.911
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 6488.6965 6518.5937 4.8797555 9.1198141 12153.276 12212.542
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6469.8438 6504.7239 4.8327863 9.0649948 12132.766 12201.908
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 6451.8593 6481.7565 4.7970887 8.9334176 12067.546 12126.812
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6427.5714 6462.4515 4.7389534 8.8618698 12038.847 12107.990
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate 7534.4241 7560.0183 5.0905558 9.4666413 14463.697 14514.720
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate 7521.3162 7552.0292 5.0595141 9.4352616 14452.404 14513.633
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + silicate 7530.2327 7560.9457 5.0778116 9.4409248 14454.410 14515.638
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate 7497.6662 7528.3791 5.0113009 9.3463401 14406.416 14467.644
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7499.6091 7535.4409 5.0111851 9.3370794 14405.311 14476.744
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 7500.1124 7530.8253 5.0162664 9.3483721 14407.244 14468.472
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7502.0810 7537.9128 5.0162027 9.3394284 14406.308 14477.742
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 7552.6790 7583.3920 5.1241669 9.4617641 14462.838 14524.067
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 7552.2377 7588.0695 5.1191048 9.4484892 14459.867 14531.301
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 8010.8329 8042.2682 4.2722598 8.2381419 15635.360 15698.091
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7979.1568 8015.8313 4.2209292 8.1472770 15578.413 15651.600
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7972.8884 8014.8021 4.2084207 8.1321753 15572.346 15655.988
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 7556.9036 7592.7354 5.1287839 9.4560962 14463.389 14534.822
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 8004.8828 8041.5573 4.2600859 8.2243697 15630.313 15703.499
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 7991.4983 8022.9336 4.2427134 8.1626710 15584.321 15647.052
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7954.6178 7991.2923 4.1839146 8.0640031 15521.614 15594.800
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7943.6181 7985.5318 4.1644377 8.0388117 15508.602 15592.244
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7981.0047 8017.6792 4.2237298 8.1394702 15572.897 15646.084
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8030.6533 8067.3278 4.2996745 8.2570671 15651.347 15724.534
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8000.4314 8037.1059 4.2532846 8.1572809 15584.148 15657.334
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate 12101.9448 12130.0849 4.5866068 8.4171127 21469.382 21524.696
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate 12086.9844 12120.7525 4.5677186 8.2957782 21364.576 21430.954
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate 12100.1057 12128.2459 4.5845549 8.4035637 21457.359 21512.673
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8869.6694 8906.8853 4.5866244 8.1591650 16136.498 16210.153
mod Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 12087.9607 12121.7289 4.5688038 8.2916102 21360.775 21427.152
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate 12103.8740 12137.6422 4.5865278 8.3846566 21444.553 21510.930
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 12075.4671 12114.8633 4.5527206 8.2806453 21354.936 21432.377
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 12102.0107 12135.7789 4.5844490 8.3766564 21437.403 21503.781
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8861.9125 8904.4449 4.5717809 8.1426399 16129.473 16213.650
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12073.2293 12112.6255 4.5502424 8.2725128 21347.556 21424.996
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8860.3567 8897.5726 4.5724557 8.2621093 16214.082 16287.737
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8846.8513 8889.3837 4.5489621 8.1112515 16107.939 16192.116
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 8845.8268 8883.0427 4.5504367 8.2307338 16192.712 16266.367
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12147.5122 12186.9084 4.6332298 8.4423508 21499.982 21577.422
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8841.1932 8883.7256 4.5404192 8.1086287 16106.754 16190.931
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12147.6798 12187.0760 4.6334188 8.4390943 21497.084 21574.524
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8840.6680 8877.8839 4.5426445 8.2269291 16190.470 16264.126
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8863.4920 8900.7078 4.5772209 8.1423697 16124.741 16198.396
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 8863.2616 8895.1609 4.5799127 8.2640209 16210.935 16274.068
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8862.4962 8899.7120 4.5757069 8.1470059 16128.388 16202.044
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5968.9559 6003.4213 4.5342061 8.0343214 9963.840 10030.599
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 6907.5547 6938.3784 3.7499518 6.6191892 12068.309 12128.820
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6817.0981 6853.0591 3.6146518 6.4684237 11968.600 12039.196
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6813.3855 6849.3465 3.6093220 6.4578074 11961.027 12031.623
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5959.7222 5994.1876 4.5136488 7.9901782 9944.532 10011.291
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6903.5594 6934.3830 3.7440017 6.6079808 12060.495 12121.006
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 5958.4356 5987.9773 4.5152336 8.0436544 9963.321 10020.543
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 6988.8312 7019.6549 3.8730676 6.7777241 12175.129 12235.641
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5962.8012 5997.2666 4.5204933 8.0507092 9970.445 10037.204
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 6984.0401 7014.8638 3.8656993 6.7645637 12166.182 12226.694
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6839.4291 6875.3901 3.6468768 6.5100122 11997.751 12068.348
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5961.5867 6000.9757 4.5133477 7.9858094 9946.652 10022.948
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6835.3360 6871.2970 3.6409488 6.4987048 11989.742 12060.339
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 5960.3560 5994.8214 4.5150569 8.0406559 9966.049 10032.809
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6857.5046 6893.4656 3.6731712 6.5490963 12025.106 12095.703
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5959.6434 5999.0324 4.5090335 7.9882425 9947.601 10023.897
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6853.0845 6889.0455 3.6667238 6.5369715 12016.572 12087.168
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5958.5715 5993.0369 4.5110935 8.0455004 9967.983 10034.742
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5965.0845 5999.5499 4.5255757 8.0255180 9959.895 10026.654
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5960.7206 5995.1860 4.5158670 8.0177418 9956.354 10023.113
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate 9870.4182 9903.6171 3.3818149 6.2075994 19044.815 19111.197
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 9870.8942 9904.0931 3.3822455 6.2075853 19044.705 19111.086
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9871.8887 9910.6208 3.3813358 6.1992462 19037.883 19115.329
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9872.2846 9911.0167 3.3816940 6.1990757 19037.580 19115.025
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 9683.5905 9721.4925 4.4530477 8.0810869 18139.984 18215.348
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 9684.6513 9717.1388 4.4571550 8.1521260 18196.043 18260.641
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 9551.3966 9589.2986 4.2792223 7.7589336 17877.635 17953.000
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 9557.2611 9589.7485 4.2893710 7.8360096 17940.900 18005.499
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 9885.1506 9923.8827 3.3933537 6.1955631 19030.315 19107.761
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9306.8037 9350.1203 3.9729000 7.3523929 17543.923 17630.054
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 9885.4269 9924.1590 3.3936045 6.1953803 19030.015 19107.460
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 9311.7752 9349.6772 3.9812512 7.4587756 17636.053 17711.418
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 9884.2435 9917.4424 3.3943459 6.2090238 19043.959 19110.341
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9306.1523 9349.4689 3.9721206 7.3458757 17537.973 17624.104
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9311.0549 9348.9570 3.9803877 7.4522198 17630.225 17705.590
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 9379.5430 9417.4450 4.0633516 7.5030489 17669.719 17745.084
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 9377.9140 9410.4014 4.0638057 7.6739382 17816.880 17881.478
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 9883.6813 9916.8802 3.3938355 6.1992762 19031.142 19097.524
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 9883.8823 9917.0813 3.3940180 6.1990844 19030.846 19097.228
mod Atlantic (27.85,27.95] cstar_tref ~ temp + aou + silicate 9882.3871 9910.0529 3.3944764 6.2093655 19040.383 19095.701
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8176.7084 8215.4629 2.1335424 4.4806765 15511.523 15587.970
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 11674.3381 11719.2289 4.3291051 7.5862234 21460.317 21549.515
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8177.5754 8216.3299 2.1340357 4.4809358 15512.069 15588.515
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11677.4895 11716.7689 4.3346259 7.6104745 21483.017 21561.066
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate 8191.2845 8224.5027 2.1429942 4.5006574 15538.520 15604.046
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 11775.0136 11814.2930 4.4404823 7.8036143 21679.360 21757.409
mod Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 8288.2787 8321.4969 2.1991460 4.5463411 15621.177 15686.703
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 11777.8449 11811.5129 4.4457930 7.8289834 21702.538 21769.437
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 8147.9610 8186.7155 2.1172493 4.4428599 15453.093 15529.540
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11711.9105 11756.8013 4.3695339 7.6570675 21532.819 21622.017
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 8148.6430 8187.3976 2.1176344 4.4431409 15453.631 15530.078
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 11717.0619 11756.3414 4.3772717 7.6844380 21558.346 21636.395
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 8161.9292 8195.1473 2.1262841 4.4619536 15478.967 15544.493
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8215.3613 8254.1159 2.1556475 4.5023967 15549.647 15626.094
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11701.8841 11746.7749 4.3587084 7.6347056 21509.582 21598.780
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8215.7846 8254.5391 2.1558908 4.5024879 15549.862 15626.308
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11706.7433 11746.0227 4.3661113 7.6608740 21533.906 21611.955
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 8219.3487 8252.5669 2.1590921 4.5220048 15573.751 15639.276
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 11790.9844 11830.2638 4.4580623 7.9338553 21819.157 21897.206
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 11791.5407 11825.2087 4.4608826 7.9986009 21884.077 21950.976
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 3938.3585 3968.1149 1.5611602 2.8623037 7106.132 7164.951
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate 3933.0023 3962.7587 1.5571947 2.8882435 7143.405 7202.224
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3927.9760 3962.6918 1.5520080 2.8375505 7075.120 7143.742
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3928.0487 3962.7645 1.5520616 2.8423759 7082.143 7150.765
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8673.1411 8710.0576 4.8721610 8.2050942 15595.573 15668.772
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 3938.0292 3967.7856 1.5609160 2.8662622 7111.852 7170.671
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 8678.9052 8710.5480 4.8852952 8.2340148 15611.784 15674.525
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 3927.6268 3957.3832 1.5532250 2.8854087 7139.629 7198.448
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 3922.2522 3956.9680 1.5477956 2.8343182 7070.826 7139.448
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 8677.2899 8708.9327 4.8825598 8.2412815 15618.024 15680.766
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8677.6898 8714.6063 4.8798515 8.2222630 15607.602 15680.800
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8645.5899 8687.7802 4.8224928 8.1474680 15563.725 15647.381
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 3922.4072 3957.1230 1.5479095 2.8391705 7077.878 7146.500
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8650.2539 8687.1704 4.8336489 8.1787250 15582.265 15655.463
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3944.3605 3979.0763 1.5641296 2.8506468 7092.926 7161.548
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8615.8540 8647.4967 4.7796498 8.0926309 15520.471 15583.212
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8615.7425 8652.6590 4.7761517 8.0689175 15506.238 15579.436
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8590.1468 8632.3371 4.7306689 8.0073393 15469.735 15553.390
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3944.8085 3979.5243 1.5644624 2.8556872 7100.226 7168.848
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8595.3381 8632.2547 4.7424796 8.0435419 15492.462 15565.660
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 4976.1009 5007.9682 1.2700774 1.6921179 6431.103 6493.977
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4977.5212 5014.6997 1.2698314 1.6837460 6384.091 6457.445
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate 4979.6057 5011.4730 1.2715650 1.6963757 6451.579 6514.453
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4980.8968 5018.0753 1.2712639 1.6878703 6404.282 6477.635
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 4977.7559 5009.6232 1.2707796 1.7114845 6545.011 6607.885
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 4978.8370 5016.0155 1.2703896 1.7011473 6488.872 6562.225
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 4981.1882 5013.0555 1.2722372 1.7156335 6564.237 6627.111
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8335.5059 8377.8064 4.1633071 7.2685720 14649.935 14733.179
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 4982.1092 5019.2877 1.2717788 1.7051464 6507.814 6581.167
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 8336.1607 8373.1736 4.1670887 7.2724358 14648.655 14721.494
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4978.2011 5015.3796 1.2701198 1.7059382 6518.534 6591.887
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 8279.8472 8311.5726 4.0903993 7.1343534 14541.060 14603.493
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8280.9917 8318.0046 4.0892027 7.1329486 14544.036 14616.875
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8278.2904 8320.5909 4.0826332 7.1238278 14541.265 14624.509
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4981.4958 5018.6743 1.2715183 1.7099635 6537.417 6610.770
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8278.2771 8315.2900 4.0854081 7.1273834 14539.885 14612.724
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 8286.0545 8312.4923 4.1018966 7.2541137 14631.520 14683.548
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 8287.5697 8319.2951 4.1012166 7.2531113 14634.783 14697.217
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8282.3867 8319.3997 4.0911541 7.2238996 14616.560 14689.399
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 8282.1653 8313.8907 4.0936434 7.2293234 14616.650 14679.083
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 820.5542 851.6073 0.4617826 0.8018972 1138.931 1198.702
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 824.0216 855.0747 0.4630674 0.8040778 1144.750 1204.521
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 816.8655 847.9186 0.4604197 0.7982053 1129.099 1188.870
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 3630.3551 3656.9720 4.3946348 8.2937018 5916.130 5966.829
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3632.2447 3663.2977 4.3942460 8.2907697 5919.486 5978.635
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3634.1633 3669.6525 4.3939597 8.1156736 5885.858 5953.457
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 820.4250 851.4780 0.4617348 0.8004552 1135.129 1194.900
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 3632.2899 3663.3429 4.3944052 8.1269854 5884.369 5943.518
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate 856.2885 882.9054 0.4759582 0.8151557 1170.251 1221.484
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 819.0425 850.0956 0.4612236 0.7987814 1130.673 1190.444
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 3609.7718 3636.3887 4.3227484 8.2432477 5900.031 5950.730
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3611.7427 3642.7958 4.3226478 8.2389630 5903.128 5962.277
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3613.4398 3648.9290 4.3215988 8.0288859 5861.957 5929.556
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 822.6045 853.6576 0.4625419 0.8010171 1136.662 1196.433
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3611.4889 3642.5419 4.3217687 8.0414832 5860.744 5919.893
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + phosphate + silicate 859.2274 885.8443 0.4770803 0.8174314 1176.225 1227.458
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 852.9360 879.5529 0.4746813 0.8167512 1174.437 1225.670
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 855.5078 882.1247 0.4756605 0.8175984 1176.664 1227.896
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3696.6222 3727.6752 4.6268695 8.3341910 5943.147 6002.296
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 3695.0695 3721.6864 4.6285283 8.3482637 5942.329 5993.028
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 1382.2934 1410.9865 0.5261714 0.8751291 1778.002 1832.264
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1297.6453 1331.1206 0.5009503 0.8321435 1640.597 1703.903
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 6444.8358 6475.4062 3.4836293 6.7516523 10267.809 10325.954
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6446.7564 6482.4218 3.4835146 6.7475478 10269.941 10337.777
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6448.0278 6488.7883 3.4824625 6.7020961 10253.162 10330.688
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1304.0174 1337.4927 0.5027631 0.8357224 1652.542 1715.848
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6446.2255 6481.8909 3.4827479 6.7067042 10251.323 10319.159
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6446.2117 6481.8772 3.4827280 6.7613967 10275.946 10343.782
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + silicate 6444.3930 6474.9634 3.4829899 6.7735559 10277.430 10335.575
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1297.4685 1330.9438 0.5009000 0.8342558 1647.241 1710.547
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6445.1928 6485.9533 3.4783717 6.7112129 10256.320 10333.847
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 1303.7558 1337.2311 0.5026886 0.8377994 1659.031 1722.337
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 6443.4468 6479.1122 3.4787380 6.7160799 10254.611 10322.447
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + nitrate + silicate 1323.0609 1351.7541 0.5087967 0.8636060 1736.197 1790.459
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1298.3848 1331.8601 0.5011603 0.8351879 1650.267 1713.573
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6423.6714 6464.4319 3.4474735 6.7182852 10251.893 10329.420
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1304.6786 1338.1540 0.5029516 0.8387364 1662.060 1725.366
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6421.8774 6457.5428 3.4477679 6.7220405 10249.648 10317.483
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + phosphate + silicate 1330.0857 1358.7788 0.5108269 0.8671257 1747.612 1801.874
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 1385.1576 1413.8508 0.5270265 0.8781726 1787.418 1841.680
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate 2666.6181 2692.5427 2.6334847 7.1441766 11928.698 11986.818
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 2623.4814 2653.7268 2.5287306 6.0851760 11135.989 11203.795
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 2627.8493 2653.7739 2.5432528 7.6249612 12266.830 12324.950
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 3264.4939 3289.9822 5.6215468 12.1095683 11136.956 11192.959
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3231.4055 3261.1418 5.4339819 11.8714610 11087.176 11152.514
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3159.3159 3193.3002 5.0582409 11.4518045 11000.726 11075.398
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2623.4599 2653.7053 2.5286817 6.0839157 11134.890 11202.696
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 3186.2210 3215.9573 5.2016373 11.6408839 11042.648 11107.985
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 2656.6707 2682.5953 2.6100319 6.9736065 11813.902 11872.022
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 2706.5386 2732.4633 2.7297437 6.2932081 11223.281 11281.400
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2628.5975 2658.8428 2.5403914 6.0948115 11139.304 11207.110
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3259.3442 3284.8325 5.5936191 12.0669977 11126.406 11182.410
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3227.1491 3256.8854 5.4116591 11.8319359 11076.524 11141.862
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3156.9962 3190.9805 5.0469059 11.4285753 10993.956 11068.628
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2628.5712 2658.8165 2.5403314 6.0935283 11138.189 11205.995
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3183.4810 3213.2173 5.1878716 11.6178169 11036.453 11101.790
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 2664.0931 2690.0178 2.6275118 7.0120813 11836.502 11894.621
mod Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + silicate 2706.1125 2732.0371 2.7286977 6.2910224 11221.843 11279.963
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3181.5939 3211.3302 5.1784124 12.4745385 11336.608 11401.946
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3173.0778 3202.8141 5.1359378 12.4046037 11319.080 11384.417
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 2925.6383 2951.3654 3.6288062 8.2986705 8242.081 8296.596
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2900.9100 2930.9250 3.5397754 8.1299627 8188.514 8252.115
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 2924.3685 2950.0957 3.6245266 8.2864781 8237.772 8292.287
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 3371.2803 3397.7512 3.8155746 8.1568649 8164.335 8219.120
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3330.3491 3361.2319 3.6834286 8.0174226 8122.618 8186.534
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3289.5472 3324.8417 3.5562364 7.8116889 8053.530 8126.577
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2899.7146 2929.7297 3.5358453 8.1188812 8184.525 8248.125
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3353.7474 3384.6301 3.7548727 8.0233444 8120.789 8184.705
mod Indian (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 2903.8422 2929.5694 3.5560386 8.2764423 8239.575 8294.089
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 2925.5323 2951.2594 3.6284488 8.2972459 8241.566 8296.080
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2901.3945 2931.4095 3.5413699 8.1333900 8189.714 8253.314
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2924.2550 2949.9822 3.6241442 8.2850270 8237.248 8291.763
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 3364.5454 3391.0163 3.7945347 8.1081285 8147.001 8201.786
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3322.8642 3353.7469 3.6608623 7.9648709 8103.636 8167.552
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3285.1957 3320.4903 3.5435541 7.7832285 8043.028 8116.074
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2900.1837 2930.1988 3.5373872 8.1222821 8185.720 8249.321
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3348.2414 3379.1241 3.7379370 7.9916318 8109.540 8173.456
mod Indian (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 2902.3247 2928.0519 3.5510271 8.2665911 8236.219 8290.734
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3294.2035 3325.0862 3.5757245 8.2820603 8222.960 8286.876
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3288.8201 3319.7029 3.5599552 8.2385032 8207.770 8271.686
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 3749.5585 3776.4296 4.2703257 8.8141670 7990.528 8044.883
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 3751.5355 3782.8851 4.2702503 8.8047414 7991.535 8054.949
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 3746.6930 3773.5641 4.2609379 8.7982158 7985.578 8039.933
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 4203.2534 4231.4133 3.2474586 7.0694000 9188.227 9245.208
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4203.6813 4236.5346 3.2442970 7.0622443 9188.771 9255.249
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4205.3101 4242.8567 3.2435510 7.0419453 9183.148 9259.122
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3748.6631 3780.0126 4.2608398 8.7888233 7986.591 8050.005
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4204.6970 4237.5502 3.2463393 7.0549512 9185.375 9251.853
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate 3756.4655 3783.3366 4.2930398 8.8634110 8005.830 8060.185
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 3749.1412 3776.0123 4.2689574 8.8160920 7991.156 8045.511
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3751.1236 3782.4732 4.2688997 8.8056645 7991.846 8055.260
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3746.2519 3773.1229 4.2594944 8.8001273 7986.203 8040.558
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 4183.1843 4211.3442 3.2073285 7.0108266 9159.442 9216.422
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4182.9124 4215.7656 3.2028169 7.0007048 9158.510 9224.987
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4184.8307 4222.3773 3.2026549 6.9841783 9154.647 9230.621
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3748.2277 3779.5773 4.2594154 8.7897313 7986.899 8050.313
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4184.9733 4217.8266 3.2069093 7.0000311 9158.308 9224.786
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + phosphate + silicate 3754.4193 3781.2904 4.2862981 8.8519189 8002.284 8056.639
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4231.3177 4264.1710 3.3003273 7.3511783 9323.111 9389.589
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4203.7106 4236.5639 3.2443559 7.2714353 9284.898 9351.376
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6789.0993 6824.9141 3.7836756 7.7328106 16012.550 16086.220
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 4631.2978 4659.8394 3.5491202 7.2627900 10099.754 10157.736
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 4595.1579 4628.4564 3.4712867 7.1804224 10063.173 10130.819
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 4630.9369 4659.4785 3.5483755 7.2606103 10098.621 10156.603
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 6796.3986 6827.0969 3.7979824 7.7136036 15989.742 16052.888
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6798.2360 6834.0507 3.7977318 7.7085198 15989.506 16063.176
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6772.9418 6813.8730 3.7558958 7.6551318 15956.456 16040.650
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 4594.7094 4628.0079 3.4703818 7.1780847 10061.953 10129.599
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 6773.1347 6808.9494 3.7592398 7.6662489 15961.216 16034.887
mod Indian (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate 4604.2805 4632.8220 3.4938070 7.3318216 10138.540 10196.522
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 4631.0322 4659.5738 3.5485721 7.2663158 10101.679 10159.661
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4594.6205 4627.9190 3.4702023 7.1826200 10064.403 10132.049
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4630.6800 4659.2216 3.5478455 7.2641848 10100.572 10158.554
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 6778.8667 6809.5651 3.7710549 7.6776637 15964.611 16027.757
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6780.8654 6816.6802 3.7710529 7.6731106 15964.765 16038.435
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6758.6680 6799.5992 3.7342010 7.6257490 15935.673 16019.867
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4594.1794 4627.4779 3.4693125 7.1803244 10063.205 10130.851
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6757.7131 6793.5279 3.7357852 7.6346210 15938.888 16012.559
mod Indian (26.75,27] cstar_tref ~ sal + temp + phosphate + silicate 4603.5041 4632.0457 3.4922303 7.3299634 10137.617 10195.599
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6757.9765 6793.7912 3.7361845 7.7369483 16024.264 16097.934
obs Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4153.9022 4181.9040 3.3731915 7.1635972 10857.335 10915.957
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 4146.1770 4174.1787 3.3566553 7.1614029 10858.795 10917.416
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4139.4549 4172.1236 3.3380828 7.1283200 10844.780 10913.172
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 4148.8586 4176.8604 3.3623863 7.1738181 10865.745 10924.367
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 4017.1399 4045.7853 2.3862255 4.2358715 9077.361 9136.748
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4016.9370 4050.3566 2.3832236 4.2288719 9073.788 9143.073
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 4017.0800 4045.7253 2.3861438 4.2345883 9075.688 9135.076
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 4154.1504 4182.1522 3.3737241 7.1789876 10867.098 10925.719
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4148.0777 4180.7464 3.3564434 7.1522433 10856.969 10925.361
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4137.7208 4175.0565 3.3301631 7.1183080 10843.703 10921.865
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4016.8964 4050.3160 2.3831683 4.2274311 9071.883 9141.169
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4150.8080 4183.4767 3.3622779 7.1628024 10862.725 10931.117
mod Indian (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 4055.6941 4084.3394 2.4393797 4.2991961 9129.525 9188.913
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 4013.5124 4042.1577 2.3812843 4.2314123 9074.380 9133.768
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4012.8075 4046.2270 2.3776065 4.2239917 9070.649 9139.935
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 4013.4682 4042.1135 2.3812242 4.2301636 9072.741 9132.129
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4159.7195 4197.0551 3.3770931 7.1883472 10880.492 10958.655
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4012.7849 4046.2045 2.3775758 4.2225955 9068.790 9138.076
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + silicate 4055.0992 4083.7446 2.4385507 4.2975595 9127.853 9187.240
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4155.2021 4187.8708 3.3716895 7.1604302 10859.567 10927.959
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 5829.6595 5859.3240 3.9992411 8.1802072 14458.490 14520.081
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5794.4614 5829.0700 3.9281524 8.0611159 14390.372 14462.228
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 4533.5075 4563.4876 1.9144965 3.2573021 9844.267 9906.308
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5799.8105 5834.4191 3.9382967 8.1484824 14451.701 14523.558
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 4533.2041 4563.1842 1.9142308 3.2546878 9838.551 9900.592
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 4397.8129 4427.7930 1.7992686 3.2773988 10005.456 10067.497
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 5908.2761 5937.9406 4.1537453 8.2318561 14461.783 14523.375
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5892.1549 5926.7636 4.1176109 8.1765329 14433.399 14505.256
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5795.7738 5835.3265 3.9268502 7.9459136 14309.176 14391.298
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 5855.2185 5889.8271 4.0449283 8.0946490 14389.600 14461.457
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 4359.5365 4389.5166 1.7680381 3.1954804 9859.289 9921.329
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 4364.0995 4394.0796 1.7717325 3.2047045 9875.806 9937.847
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 4380.9949 4410.9750 1.7854791 3.2637573 9988.948 10050.988
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 4384.5446 4414.5247 1.7883808 3.2663476 9991.846 10053.887
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5801.7839 5841.3366 3.9382462 8.0030265 14349.390 14431.512
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5879.0378 5913.6464 4.0916509 8.2001115 14456.966 14528.823
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 4359.1140 4389.0941 1.7676963 3.1951144 9858.814 9920.854
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 4364.0255 4394.0056 1.7716725 3.2046850 9875.820 9937.860
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + silicate 4366.1934 4391.1768 1.7750536 3.2089042 9877.795 9929.496
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5831.5462 5866.1548 3.9990226 8.1695078 14454.786 14526.643
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 6758.2126 6789.0838 3.4599009 7.3907975 16644.622 16708.369
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6715.1077 6751.1241 3.3989077 7.2639814 16543.704 16618.075
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + silicate 4865.6224 4897.1347 1.3511882 2.4384560 10509.392 10574.119
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6685.3120 6721.3284 3.3592072 7.4362681 16703.035 16777.407
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 4872.2007 4903.7130 1.3543416 2.6912573 11290.671 11355.399
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 4876.7712 4908.2836 1.3565369 2.6968909 11304.869 11369.596
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 6804.8478 6835.7190 3.5241146 7.5202636 16749.571 16813.318
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6763.2403 6799.2567 3.4640341 7.3995560 16655.815 16730.186
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6653.1436 6694.3052 3.3142510 7.1352590 16443.125 16528.121
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 6754.4743 6790.4907 3.4520809 7.3629406 16624.783 16699.154
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 4906.4830 4937.9953 1.3708948 2.4686974 10586.392 10651.120
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 4835.0155 4866.5278 1.3366126 2.4891262 10697.208 10761.935
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6784.9115 6820.9279 3.4937626 7.4881559 16730.078 16804.450
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6663.2778 6704.4393 3.3275216 7.1841148 16486.094 16571.090
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6772.3094 6808.3257 3.4764441 7.4279482 16679.239 16753.610
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 4923.7961 4955.3084 1.3793312 2.4821917 10620.934 10685.662
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 4835.8662 4867.3785 1.3370156 2.4898924 10699.240 10763.967
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 4909.7920 4941.3043 1.3725032 2.6960602 11290.624 11355.351
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 4870.5615 4902.0738 1.3535551 2.6664600 11221.107 11285.834
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 4873.2312 4904.7435 1.3548362 2.6684741 11225.868 11290.595
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 3684.1956 3711.5363 3.2843046 7.0001434 8219.631 8275.286
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3591.6333 3623.5307 3.0709722 6.7262234 8101.844 8166.775
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + silicate 2759.3032 2787.2973 1.3922709 2.3188471 5185.441 5242.243
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3669.5932 3696.9338 3.2504189 7.0134021 8225.907 8281.561
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3596.2529 3628.1503 3.0810645 6.8073765 8138.349 8203.279
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3581.6912 3618.1454 3.0450357 6.7521990 8117.256 8191.462
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 3661.4298 3693.3273 3.2270409 6.9860851 8218.009 8282.939
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 2721.3203 2749.3144 1.3589919 2.2717788 5120.499 5177.301
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 2662.5144 2690.5085 1.3090310 2.2164158 5051.021 5107.822
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3599.5571 3631.4546 3.0883035 6.8657553 8164.226 8229.156
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3583.9377 3620.3919 3.0498979 6.7974447 8137.444 8211.650
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3656.2702 3688.1677 3.2152372 7.0151270 8230.746 8295.677
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 2719.6440 2747.6382 1.3575417 2.2698713 5117.922 5174.724
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 2662.6392 2690.6333 1.3091351 2.2164678 5051.042 5107.844
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate 2740.8272 2764.1556 1.3777364 2.3153122 5186.184 5233.519
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 2669.0350 2697.0291 1.3144791 2.2588235 5129.325 5186.127
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3639.9616 3671.8591 3.1782105 7.0029171 8225.218 8290.148
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 2669.0744 2697.0685 1.3145121 2.2589252 5129.496 5186.297
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 2671.6159 2699.6100 1.3166417 2.2563277 5123.015 5179.817
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 2671.6706 2699.6647 1.3166875 2.2564524 5123.220 5180.022
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4622.1354 4651.2298 2.7883775 7.0678779 10891.039 10950.091
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4623.9483 4657.8917 2.7881008 7.0461867 10883.926 10952.820
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4620.2583 4659.0509 2.7797020 6.9668570 10845.649 10924.386
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 4618.5592 4652.5027 2.7801455 6.9888791 10853.146 10922.040
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 2698.2406 2727.7528 0.9135366 1.6122520 5348.582 5408.851
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate 2723.7173 2748.3108 0.9260353 1.6258860 5376.099 5426.322
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 2698.5638 2728.0760 0.9136827 1.6092483 5337.664 5397.933
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4637.6557 4676.4482 2.8054619 6.9780748 10855.469 10934.206
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4635.6673 4669.6108 2.8054792 6.9948677 10860.220 10929.114
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 2698.3529 2727.8651 0.9135874 1.6123558 5348.884 5409.152
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate 2724.0557 2748.6492 0.9261903 1.6261572 5376.850 5427.074
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 2698.6308 2728.1430 0.9137129 1.6093347 5337.932 5398.201
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 2741.6316 2771.1438 0.9333525 1.6150500 5330.625 5390.894
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4631.3286 4665.2721 2.7990327 7.0206166 10872.555 10941.450
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 2742.7404 2772.2526 0.9338644 1.6161049 5333.715 5393.984
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 4632.4974 4661.5917 2.8037394 7.0267422 10872.456 10931.508
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 2738.4289 2767.9411 0.9318753 1.6133944 5326.772 5387.041
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4648.0215 4681.9650 2.8239167 7.0324255 10882.492 10951.386
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 2739.5537 2769.0658 0.9323938 1.6144925 5330.011 5390.280
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 4652.4976 4681.5920 2.8336301 7.0423186 10885.061 10944.113
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 6616.6191 6642.5574 2.9384848 6.6545573 17181.544 17235.314
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate 6618.6114 6649.7374 2.9384763 6.6538986 17184.860 17249.384
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen 3155.8688 3182.0143 0.7570663 1.3171071 6410.189 6464.168
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 6591.8072 6622.9331 2.9088595 6.6249166 17158.716 17223.240
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6586.6963 6623.0099 2.9010527 6.6160083 17154.460 17229.738
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate 3157.6680 3189.0427 0.7570112 1.3168204 6412.389 6477.164
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6668.0537 6699.1796 2.9938999 6.6969703 17221.435 17285.959
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6669.4868 6705.8004 2.9932585 6.6936023 17222.022 17297.300
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6656.0294 6697.5307 2.9758235 6.6716913 17205.888 17291.920
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6654.2124 6690.5260 2.9760293 6.6762433 17206.612 17281.890
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate 3003.6349 3029.7804 0.7164107 1.2855154 6320.022 6374.002
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 3005.5599 3036.9346 0.7163912 1.2851142 6321.354 6386.129
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 3000.0118 3026.1574 0.7154702 1.2789324 6277.878 6331.858
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6658.5894 6694.9030 2.9809563 6.6768249 17206.449 17281.727
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 3001.9530 3033.3277 0.7154550 1.2785946 6279.606 6344.381
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 6656.7024 6687.8284 2.9810836 6.6830962 17208.980 17273.504
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 3034.1658 3060.3114 0.7243854 1.3043500 6423.631 6477.611
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 3036.1657 3067.5403 0.7243854 1.3041165 6426.074 6490.850
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 3030.8238 3056.9693 0.7235081 1.2982456 6385.287 6439.267
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 3032.8223 3064.1969 0.7235077 1.2980535 6387.996 6452.771
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4487.3548 4511.4384 2.8096586 5.9242795 11503.291 11553.491
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate 4488.5024 4517.4028 2.8083473 5.9204137 11504.189 11564.429
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4482.1551 4515.8722 2.7955387 5.8600416 11457.610 11527.890
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 4480.6328 4509.5332 2.7962701 5.8607943 11454.107 11514.347
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate 1906.6782 1931.4035 0.6033143 1.1542390 4676.287 4728.136
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 1904.1052 1933.7755 0.6019867 1.1526207 4673.944 4736.163
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate 1918.2174 1942.9427 0.6066771 1.1643414 4728.608 4780.457
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 1915.7736 1945.4439 0.6053798 1.1626432 4725.752 4787.971
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4658.3365 4692.0536 3.0787070 6.2096285 11692.586 11762.866
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4587.6545 4626.1884 2.9585692 6.0873955 11622.068 11702.388
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4585.8986 4619.6158 2.9589647 6.0917142 11621.748 11692.028
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1957.1434 1986.8137 0.6175646 1.1593098 4672.397 4734.616
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate 1929.5458 1954.2710 0.6099966 1.1628655 4710.970 4762.819
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1931.2272 1960.8975 0.6099030 1.1569104 4678.902 4741.121
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 1959.4931 1989.1634 0.6182640 1.1593282 4670.528 4732.747
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + phosphate 1931.2373 1955.9625 0.6104939 1.1625157 4707.519 4759.368
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + phosphate + silicate 1932.8239 1962.4942 0.6103723 1.1563467 4674.159 4736.378
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 4661.6203 4690.5207 3.0876286 6.2188639 11694.144 11754.384
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4587.0090 4620.7262 2.9607647 6.0896424 11619.468 11689.748
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4585.0305 4613.9309 2.9607995 6.0941094 11619.371 11679.611
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate 11030.3519 11064.1926 3.4202161 6.8427702 27415.184 27485.240
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 10711.6162 10751.0971 3.1664270 6.4994893 26934.706 27016.438
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 10749.2090 10783.0497 3.1967073 6.5706557 27045.646 27115.703
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 3186.4711 3219.4942 0.5801732 1.0526273 6743.490 6811.804
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 11049.9166 11083.7573 3.4363395 6.8411276 27402.586 27472.642
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 11013.5338 11053.0147 3.4047795 6.7879079 27328.763 27410.496
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate 3677.5549 3710.5780 0.6642187 1.1394913 7266.085 7334.400
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 3201.8611 3234.8841 0.5826382 1.0589984 6802.502 6870.816
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 3274.6508 3307.6738 0.5944393 1.0598255 6751.813 6820.127
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 3281.3105 3314.3335 0.5955309 1.0622072 6773.138 6841.453
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11055.1819 11094.6627 3.4390378 6.8007504 27331.166 27412.899
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10979.4313 11024.5523 3.3753590 6.7288117 27242.213 27335.621
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 11055.7701 11095.2509 3.4395241 6.8287067 27382.049 27463.781
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 3705.2949 3738.3180 0.6693140 1.1453687 7302.536 7370.851
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate 3558.9584 3591.9814 0.6428685 1.1254374 7228.204 7296.519
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate 3709.1283 3742.1514 0.6700212 1.1459151 7304.580 7372.895
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + phosphate + silicate 3562.8699 3595.8930 0.6435617 1.1256238 7226.550 7294.865
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + silicate 3758.7647 3786.2839 0.6796203 1.1804588 7622.884 7679.813
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 11084.3736 11118.2143 3.4649207 6.8418438 27386.257 27456.314
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11020.4420 11059.9229 3.4104382 6.7772494 27305.792 27387.525
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 22049.8212 22085.7809 9.9982411 19.7946433 32661.353 32728.913
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 22037.1968 22079.1498 9.9735809 19.7691172 32650.475 32729.296
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate 22056.4862 22092.4459 10.0095001 19.8180963 32671.580 32739.141
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 20273.8203 20315.6973 7.6871420 18.1809293 31551.749 31630.791
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 20129.1438 20177.0031 7.4970559 17.8511034 31369.016 31459.349
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 22044.9315 22086.8845 9.9866158 19.7946437 32661.860 32740.681
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 20376.9542 20418.8311 7.8236774 18.3525825 31664.866 31743.907
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 22048.0792 22084.0389 9.9953004 19.6429302 32615.783 32683.344
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 22048.7155 22090.6685 9.9929990 19.5692942 32597.164 32675.985
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 22057.6160 22093.5757 10.0114099 19.6756138 32630.236 32697.797
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19939.4504 19981.3273 7.2606536 17.4674147 31134.513 31213.555
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19856.6088 19904.4681 7.1562552 17.2811023 31029.595 31119.928
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 22057.9395 22099.8925 10.0085761 19.5992240 32610.678 32689.498
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 20180.2207 20222.0976 7.5652922 17.8861418 31408.497 31487.539
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 22117.5668 22159.5198 10.1098593 19.6986437 32669.748 32748.569
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19895.5406 19937.4175 7.2064335 17.3683754 31077.454 31156.495
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19830.4233 19878.2826 7.1243378 17.2226401 30995.565 31085.898
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22126.9294 22168.8823 10.1258554 19.7288535 32683.353 32762.174
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20167.8449 20209.7218 7.5493264 17.8495112 31390.133 31469.174
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 20352.7697 20394.6466 7.7914443 18.1944133 31604.727 31683.768
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 15921.8112 15956.2369 7.7700341 15.5241389 23686.383 23750.924
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12309.1928 12348.5068 4.9925310 12.5574928 18519.631 18592.562
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 15929.3745 15963.8002 7.7828592 15.5512567 23698.064 23762.605
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 16321.1767 16355.6024 8.4770133 16.3304926 24114.222 24178.764
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 15872.5256 15912.6889 7.6836252 15.3357066 23609.482 23684.781
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 16322.5498 16356.9755 8.4795517 16.3370209 24116.731 24181.273
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 15874.5241 15914.6874 7.6869744 15.3441669 23612.974 23688.272
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 16067.1598 16107.3231 8.0167445 16.0461069 23911.729 23987.028
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12206.3607 12245.6747 4.8677284 12.3323313 18392.760 18465.691
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12094.7793 12139.7096 4.7335026 12.1694927 18276.266 18359.615
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 16068.8591 16109.0224 8.0197156 16.0534483 23914.645 23989.944
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12270.3238 12309.6378 4.9449857 12.4006515 18454.567 18527.498
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 12408.3322 12442.0299 5.1184002 12.6076500 18598.665 18661.177
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12228.3934 12267.7074 4.8942031 12.3537090 18413.563 18486.494
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12148.1045 12193.0347 4.7960528 12.2343835 18330.157 18413.507
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12302.4649 12341.7789 4.9842688 12.4357561 18485.699 18558.630
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 16073.6770 16108.1027 8.0316472 16.0823440 23922.180 23986.721
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12328.9602 12368.2742 5.0168861 12.5202851 18524.691 18597.621
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 16077.5072 16111.9329 8.0383580 16.0970548 23928.231 23992.772
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12381.2654 12420.5793 5.0819047 12.5847415 18576.861 18649.792
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 9985.1697 10017.7397 4.6831727 8.2612556 14215.607 14276.156
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 10625.7287 10658.5397 5.0032796 11.9849750 15976.950 16037.824
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 9985.3169 10017.8869 4.6833776 8.2614669 14215.757 14276.306
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + silicate 9988.8769 10016.0185 4.6911200 8.3000157 14230.742 14281.199
mod Pacific (26.5,26.75] cstar_tref ~ oxygen + nitrate + silicate 10033.1738 10060.3155 4.7532637 8.4199893 14299.934 14350.391
mod Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + nitrate + silicate 10018.2172 10050.7872 4.7293787 8.3412196 14263.360 14323.908
mod Pacific (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate + silicate 10018.1894 10050.7594 4.7293397 8.3413295 14263.396 14323.945
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 10750.6816 10783.4926 5.1849163 12.1890583 16107.001 16167.874
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10572.7841 10611.0636 4.9254374 11.8077266 15903.233 15974.252
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10574.5814 10618.3295 4.9251525 11.7970785 15904.637 15985.802
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 10752.2189 10790.4985 5.1842317 12.1870402 16110.236 16181.255
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10020.1208 10058.1191 4.7292433 8.3407994 14267.140 14337.780
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10603.8751 10642.1547 4.9693353 11.8562291 15935.386 16006.405
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10603.2906 10647.0387 4.9656714 11.8404959 15934.016 16015.181
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10020.0961 10058.0945 4.7292086 8.3408980 14267.173 14337.813
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 10659.0877 10691.8988 5.0511397 12.0506713 16014.361 16075.235
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10660.8638 10699.1433 5.0508168 12.0501600 16018.094 16089.114
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 10021.7725 10054.3425 4.7343768 8.3579446 14271.991 14332.540
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10715.5347 10753.8142 5.1302398 12.2095045 16090.795 16161.814
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 10021.7796 10054.3496 4.7343867 8.3583891 14272.186 14332.735
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 12215.4912 12249.7578 3.7195184 7.2536552 17579.581 17643.282
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 12939.0813 12967.5918 4.4916836 11.0133858 19372.525 19425.448
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 12831.3647 12865.5773 4.3817075 10.8389603 19247.443 19310.950
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 12216.2087 12250.4753 3.7201160 7.2534964 17579.871 17643.572
mod Pacific (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate 12385.0695 12419.3361 3.8634677 7.4271913 17765.799 17829.501
mod Pacific (26.75,27] cstar_tref ~ sal + oxygen + phosphate + silicate 12385.5295 12419.7961 3.8638657 7.4275482 17766.236 17829.938
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 12399.4681 12439.4459 3.8742085 7.4626881 17796.016 17870.334
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12862.9546 12902.8693 4.4110994 10.8731639 19282.485 19356.577
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12850.0853 12895.7022 4.3963051 10.8516266 19269.580 19354.256
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 12400.1129 12440.0906 3.8747679 7.4631409 17796.601 17870.919
mod Pacific (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate 12397.5626 12431.8292 3.8742905 7.4766394 17799.810 17863.511
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12386.2741 12426.2518 3.8627797 7.4213181 17766.098 17840.416
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12945.1563 12985.0710 4.4937899 11.0028279 19378.810 19452.902
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12944.2686 12989.8854 4.4908589 10.9929595 19377.843 19462.519
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12386.7879 12426.7656 3.8632242 7.4216858 17766.569 17840.887
mod Pacific (26.75,27] cstar_tref ~ sal + temp + phosphate + silicate 12398.2185 12432.4851 3.8748595 7.4770616 17800.384 17864.085
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 12882.6095 12916.8221 4.4327343 10.8974315 19300.934 19364.441
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12863.2663 12903.1811 4.4114101 10.8729869 19282.650 19356.741
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 12962.3123 12996.5249 4.5132814 11.0271131 19395.402 19458.909
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12958.2250 12998.1398 4.5070784 11.0183339 19392.543 19466.635
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18636.0312 18678.7684 4.0243301 10.0663829 28869.390 28949.719
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 18635.8084 18672.4402 4.0254099 10.0682427 28867.578 28936.431
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 14745.3505 14781.4603 2.7387527 5.7136881 21883.367 21951.028
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 14463.7913 14505.9194 2.6137948 5.5815451 21596.941 21675.878
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 14743.7697 14779.8795 2.7380397 5.7125376 21881.369 21949.029
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 18705.8372 18742.4690 4.0681922 10.1781022 28972.667 29041.520
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18626.5900 18669.3271 4.0185982 10.0795155 28869.850 28950.179
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18576.9649 18625.8073 3.9874004 9.9979849 28795.740 28887.544
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 14463.2930 14505.4210 2.6135803 5.5808200 21595.954 21674.891
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 18590.3561 18633.0932 3.9966761 10.0198107 28813.755 28894.084
mod Pacific (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 14524.8979 14561.0077 2.6411018 5.7014392 21743.295 21810.955
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 14764.9381 14801.0479 2.7476019 5.7492800 21928.371 21996.031
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14436.9877 14479.1158 2.6022822 5.6015985 21600.185 21679.122
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 14763.4346 14799.5444 2.7469216 5.7482249 21926.512 21994.173
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 18750.3173 18786.9492 4.0956020 10.2219426 29025.676 29094.529
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18678.1347 18720.8718 4.0499909 10.1223812 28927.401 29007.730
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18618.1724 18667.0149 4.0122832 10.0381127 28844.992 28936.797
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14436.5949 14478.7230 2.6021139 5.6010157 21599.399 21678.336
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18626.9684 18669.7056 4.0188278 10.0595314 28859.618 28939.947
mod Pacific (27,27.25] cstar_tref ~ sal + temp + phosphate + silicate 14523.6925 14559.8023 2.6405775 5.7007987 21741.982 21809.642
mod Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate 17869.5080 17900.5722 2.7247083 5.2932885 25736.491 25794.637
mod Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate 17866.1340 17897.1982 2.7234622 5.2908939 25731.629 25789.775
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18993.2458 19036.5783 3.3624901 8.4525308 29212.097 29293.395
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 19092.7157 19129.8579 3.4101333 8.5460156 29339.603 29409.286
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 17826.0952 17863.3723 2.7079842 5.2574645 25670.253 25740.029
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 17758.4958 17801.9857 2.6825520 5.2218776 25591.380 25672.784
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 17824.4515 17861.7285 2.7073808 5.2565218 25668.167 25737.942
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 19426.0900 19463.2322 3.5714666 8.5542602 29571.603 29641.286
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19265.3110 19308.6434 3.4917594 8.4600552 29403.063 29484.360
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18873.7982 18923.3210 3.3063410 8.2393753 28989.689 29082.600
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 17757.4008 17800.8907 2.6821538 5.2212376 25589.968 25671.373
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 18873.3207 18916.6532 3.3070390 8.2401385 28987.256 29068.553
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 17836.4591 17873.7362 2.7117918 5.2655610 25686.208 25755.983
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17764.2681 17807.7580 2.6846522 5.2272612 25601.450 25682.855
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 17834.8374 17872.1145 2.7111957 5.2646299 25684.150 25753.925
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 19433.8015 19470.9436 3.5752875 8.5641296 29583.378 29653.062
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19273.5600 19316.8925 3.4957556 8.4697079 29415.123 29496.421
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18881.7818 18931.3047 3.3100031 8.2501910 29002.527 29095.439
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17763.2008 17806.6907 2.6842637 5.2266386 25600.076 25681.481
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18881.4097 18924.7422 3.3107503 8.2510520 29000.232 29081.530
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate 18975.4710 19012.9291 2.9317472 5.1437540 26382.778 26452.763
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 18960.9249 18998.3830 2.9261428 5.1331923 26360.734 26430.719
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 19764.8836 19802.3873 3.1891898 7.9812393 29696.033 29766.027
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 19760.3742 19804.1285 3.1864808 7.9782217 29693.309 29774.970
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 18897.9134 18935.3715 2.9019888 5.1225945 26318.187 26388.172
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 18878.3796 18922.0807 2.8937801 5.1089274 26292.428 26374.077
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 18884.1963 18921.6544 2.8967572 5.1124243 26297.029 26367.014
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 19652.7802 19690.2839 3.1428561 7.9603250 29601.504 29671.499
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19644.9149 19688.6692 3.1388111 7.9561195 29595.528 29677.189
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19023.6420 19073.6470 2.8935290 7.6551251 28937.612 29030.939
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 18866.4474 18910.1486 2.8892416 5.0988583 26272.141 26353.791
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 19086.7451 19130.4994 2.9182262 7.6918077 29007.067 29088.727
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 18868.1697 18905.6278 2.8906566 5.1187610 26299.709 26369.695
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 18856.0840 18899.7851 2.8853055 5.1074725 26280.706 26362.356
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 18854.4207 18891.8788 2.8854333 5.1086468 26278.616 26348.602
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 19603.0050 19640.5087 3.1224999 7.9617179 29566.693 29636.688
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19592.7678 19636.5221 3.1175155 7.9566088 29558.370 29640.030
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18989.7485 19039.7534 2.8807542 7.6571798 28914.049 29007.375
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18843.8060 18887.5072 2.8806492 5.0973072 26260.133 26341.782
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19046.3894 19090.1438 2.9028924 7.6922467 28977.669 29059.330
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 10457.8043 10486.1447 2.7823015 7.3709199 15405.349 15457.350
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate 10458.6968 10492.7053 2.7815813 7.3682072 15407.512 15469.914
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 7097.5439 7130.9075 1.5300412 2.6948916 9378.835 9439.691
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 7094.1430 7133.0672 1.5278918 2.6245562 9290.333 9361.331
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 7094.6468 7128.0104 1.5288879 2.6927257 9374.682 9435.538
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10385.1895 10430.5342 2.7316393 7.3013590 15331.809 15415.011
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 7091.0185 7129.9427 1.5266498 2.6196116 9282.325 9353.323
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 10388.7793 10428.4560 2.7352110 7.3121027 15336.030 15408.832
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 7132.1861 7165.5497 1.5438995 2.7213363 9428.996 9489.852
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7129.1904 7168.1146 1.5418933 2.6493600 9339.534 9410.533
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 7127.9030 7161.2666 1.5421793 2.7181953 9422.969 9483.825
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10393.1064 10438.4512 2.7366993 7.3102059 15341.116 15424.318
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7124.5897 7163.5139 1.5400480 2.6431907 9329.284 9400.283
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10396.9239 10436.6005 2.7404233 7.3218599 15345.840 15418.642
mod Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 7613.0589 7646.4225 1.7497509 3.2255814 10236.041 10296.897
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10427.0705 10466.7471 2.7598030 7.3295569 15371.702 15444.504
mod Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 7618.5265 7651.8901 1.7522428 3.2323563 10245.693 10306.549
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 10426.3887 10460.3973 2.7606535 7.3378516 15371.752 15434.153
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10441.7789 10481.4555 2.7693079 7.3428154 15387.788 15460.590
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 10441.0787 10475.0873 2.7701495 7.3517060 15388.039 15450.441
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 13650.1257 13685.7969 2.7113729 7.4469878 20651.143 20717.229
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 6909.2641 6943.9208 1.0286450 1.8395742 9424.648 9488.957
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6738.9151 6779.3479 0.9921114 1.7570640 9135.479 9210.507
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 6902.0489 6936.7056 1.0270889 1.8371647 9415.253 9479.563
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13705.1905 13746.8069 2.7369854 7.4545464 20699.232 20776.332
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13551.2712 13598.8328 2.6624092 7.3486755 20531.672 20619.786
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 6736.4059 6776.8388 0.9915893 1.7558620 9131.129 9206.157
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 13588.3520 13629.9684 2.6809085 7.3884011 20577.373 20654.472
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 6958.4611 6993.1178 1.0393181 1.8601290 9498.916 9563.226
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6762.1302 6802.5630 0.9969558 1.7661117 9170.038 9245.066
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 6950.6032 6985.2599 1.0376060 1.8575931 9488.980 9553.290
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13564.3748 13611.9364 2.6685976 7.3596684 20547.183 20635.297
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6758.7219 6799.1547 0.9962431 1.7646616 9164.644 9239.672
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13604.9298 13646.5462 2.6887945 7.4010661 20596.335 20673.435
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 8776.4614 8805.3420 1.5226260 2.8043420 12237.438 12291.029
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 8770.6480 8805.3047 1.5201319 2.8018440 12233.618 12297.928
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13610.8874 13652.5038 2.6916342 7.3847408 20592.716 20669.815
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 13642.4651 13678.1363 2.7076952 7.4223302 20633.049 20699.134
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13630.3243 13671.9407 2.7009197 7.3977665 20614.025 20691.124
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 13665.1515 13700.8228 2.7186009 7.4368805 20657.551 20723.636
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 21936.4195 21974.9224 2.7296810 7.3377940 34289.438 34361.822
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21874.3635 21919.2836 2.7104243 7.2905180 34203.839 34288.287
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 21969.1285 22007.6314 2.7395668 7.3211649 34297.980 34370.363
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 11503.9443 11547.2749 1.1908576 2.3115091 15822.184 15902.244
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 11712.9513 11750.0918 1.2262241 2.4140662 16192.695 16261.318
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21741.6443 21792.9815 2.6703667 7.2350141 34058.972 34155.484
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 11445.3973 11488.7279 1.1812267 2.2926437 15740.402 15820.462
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 21803.1265 21848.0466 2.6891683 7.2561884 34120.631 34205.079
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11517.8252 11561.1558 1.1931525 2.3182649 15847.220 15927.280
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21792.3116 21843.6488 2.6853622 7.2809989 34137.976 34234.487
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11459.6106 11502.9411 1.1835576 2.2995227 15766.083 15846.143
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21891.1102 21936.0302 2.7154456 7.3161345 34239.376 34323.824
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 11520.0789 11557.2194 1.1938566 2.3209516 15852.417 15921.040
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate 11713.6740 11744.6244 1.2266872 2.4145353 16191.432 16248.618
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21822.5379 21867.4579 2.6949437 7.2745044 34151.526 34235.974
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 11451.3985 11488.5390 1.1825383 2.2977366 15753.940 15822.563
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 21894.7503 21933.2532 2.7171388 7.3033628 34227.828 34300.212
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 11522.0257 11559.1662 1.1941790 2.3223958 15857.158 15925.781
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21864.8291 21909.7492 2.7075696 7.3185397 34222.443 34306.891
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 11458.7020 11495.8424 1.1837367 2.3010613 15766.593 15835.216
obs Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 14291.6213 14327.6755 2.5978099 7.2732735 21914.077 21981.082
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate 9094.3420 9124.3921 1.0937227 2.1124574 13114.967 13171.220
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14213.5411 14255.6043 2.5634590 7.2345411 21835.587 21913.760
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 14228.6418 14264.6959 2.5707561 7.2444479 21850.123 21917.129
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14255.5807 14297.6439 2.5814351 7.2683391 21886.317 21964.490
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 8636.1259 8672.1861 1.0132518 1.8841704 12221.368 12288.872
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 8558.9841 8595.0443 1.0003548 1.8599354 12107.666 12175.170
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14180.4723 14228.5445 2.5485594 7.2177934 21803.502 21892.842
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 14186.8445 14228.9077 2.5521086 7.2240246 21809.349 21887.522
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 8632.0833 8668.1435 1.0125718 1.8866150 12227.317 12294.821
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8554.6787 8590.7389 0.9996399 1.8623406 12113.469 12180.973
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14161.4462 14209.5184 2.5405121 7.2268024 21793.846 21883.187
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14183.5567 14225.6200 2.5507143 7.2423909 21816.909 21895.082
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate 9179.2141 9209.2642 1.1092464 2.1123595 13156.725 13212.978
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14264.6783 14306.7415 2.5853418 7.2601675 21888.783 21966.956
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 9168.9076 9204.9677 1.1069819 2.1096066 13147.060 13214.564
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 9254.9287 9290.9888 1.1229080 2.1439620 13283.898 13351.402
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate 9104.9448 9134.9950 1.0956501 2.0862052 13047.307 13103.560
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14268.1949 14310.2581 2.5868535 7.2868249 21906.087 21984.260
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 9095.0814 9131.1415 1.0934938 2.0834905 13037.870 13105.374
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 14926.7217 14957.1507 2.4045309 6.5431805 25731.771 25789.951
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen 11700.6822 11732.7191 0.8921019 1.8109379 18817.116 18878.589
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14956.3173 14998.9178 2.4140239 6.6228192 25829.266 25910.718
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 11725.8191 11764.2634 0.8944085 1.8318801 18951.192 19024.960
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 11732.4960 11770.9402 0.8950753 1.8333713 18962.551 19036.318
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou 11741.2332 11773.2701 0.8961485 1.8200497 18886.946 18948.419
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 14942.5931 14979.1079 2.4096710 6.5764951 25775.437 25845.253
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14939.5750 14982.1755 2.4078102 6.5740211 25773.860 25855.311
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14859.9715 14908.6579 2.3777522 6.4925657 25649.060 25742.148
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 14858.1958 14900.7964 2.3778344 6.4966158 25648.949 25730.401
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 11425.0320 11463.4763 0.8648816 1.7458920 18319.569 18393.337
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + nitrate + silicate 11506.0095 11544.4538 0.8727336 1.7683739 18488.264 18562.031
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen 11748.9994 11781.0363 0.8969256 1.8216112 18899.232 18960.705
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14938.1923 14986.8787 2.4065567 6.5555120 25758.697 25851.785
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14939.3769 14981.9775 2.4077368 6.5595609 25760.510 25841.961
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate 11432.0522 11470.4965 0.8655595 1.7472981 18330.990 18404.758
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + phosphate + silicate 11508.3462 11546.7904 0.8729612 1.7688478 18492.065 18565.832
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + silicate 11772.7114 11804.7483 0.8993024 1.8168203 18881.499 18942.972
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15058.4965 15101.0970 2.4522957 6.5672093 25845.678 25927.129
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 15082.3444 15118.8591 2.4620729 6.5808938 25871.134 25940.950

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

[[2]]

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

8.1.2 Best models

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

Version Author Date
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
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
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
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 5 6 5 10 8 6
(26,26.5] 8 4 6 6 5 10 6
(26.5,26.75] 7 4 6 6 4 9 7
(26.75,27] 7 4 5 6 6 10 6
(27,27.25] 7 4 3 6 10 6 7
(27.25,27.5] 10 6 7 4 7 6 3
(27.5,27.75] 8 5 10 5 6 6 2
(27.75,27.85] 6 5 6 5 10 10 4
(27.85,27.95] 10 4 4 4 5 10 6
(27.95,28.05] 6 3 7 4 10 10 6
(28.05,28.1] 8 6 5 4 10 8 5
(28.1,28.15] 8 5 6 5 10 6 6
(28.15,28.2] 5 6 5 4 8 10 8
(28.2, Inf] 6 6 5 4 8 10 7
total 102.00 67.00 81.00 68.00 109.00 119.00 79.00
Indian - mod
(-Inf,26] 5 3 4 4 10 9 9
(26,26.5] 4 5 4 5 10 6 10
(26.5,26.75] 4 5 4 5 10 6 10
(26.75,27] 4 5 4 5 10 6 10
(27,27.25] 4 5 4 5 10 6 10
(27.25,27.5] 2 4 5 3 10 7 8
(27.5,27.75] 3 4 6 3 7 10 7
(27.75,27.85] 4 3 4 3 6 10 9
(27.85,27.95] 3 4 3 4 6 8 10
(27.95,28.05] 6 4 6 4 2 5 8
(28.05,28.1] 1 4 5 4 10 6 6
(28.1, Inf] 4 3 4 3 10 10 5
total 44.00 49.00 53.00 48.00 101.00 89.00 102.00
Pacific - mod
(-Inf,26] 8 5 6 5 10 6 6
(26,26.5] 10 5 6 5 6 8 4
(26.5,26.75] 3 5 10 4 4 10 4
(26.75,27] 4 5 6 5 8 10 6
(27,27.25] 4 5 4 5 10 6 10
(27.25,27.5] 6 5 6 5 8 4 8
(27.5,27.75] 6 5 6 5 10 4 8
(27.75,27.85] 6 5 4 5 8 6 10
(27.85,27.95] 6 6 4 4 8 5 10
(27.95,28.05] 6 4 4 6 5 8 10
(28.05,28.1] 5 3 5 7 5 3 9
(28.1, Inf] 3 2 5 2 10 7 7
total 67.00 55.00 66.00 58.00 92.00 77.00 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 7 6 10 7 6 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] 7 6 6 10 6 10 7
(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 8 4
total 74.00 87.00 80.00 136.00 113.00 102.00 109.00
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] 7 6 5 10 9 5 8
(27.85,27.95] 6 5 4 10 6 8 10
(27.95,28.05] 10 5 4 10 6 4 6
(28.05,28.1] 10 6 4 10 3 6 6
(28.1, Inf] 10 7 5 10 5 5 5
total 86.00 73.00 51.00 120.00 88.00 72.00 94.00
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
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29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

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

[[6]]

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

8.6.4 Latitudinal mean

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

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

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

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

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

9.1 Write files

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

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

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

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

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

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

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

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

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

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

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