Last updated: 2022-04-11

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Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 120

5 Fit all models

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

  • cstar_tref

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

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

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

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

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

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

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

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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1857.0569 1882.8420 5.5595212 11.2462030 3146.511 3195.454
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1333.1057 1357.0495 4.4791663 8.3145137 2441.332 2488.294
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1857.1063 1882.8913 5.5599879 11.1164851 3137.204 3186.147
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1335.1047 1362.4689 4.4791558 7.9893126 2410.246 2463.916
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 1338.8035 1362.7472 4.5359867 8.2323997 2432.419 2479.380
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1851.7056 1877.4907 5.5091544 11.1521631 3138.045 3186.988
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1358.5220 1382.4657 4.7382491 8.5645408 2465.813 2512.774
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1849.0203 1874.8053 5.4840518 10.9915337 3125.539 3174.482
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1360.4849 1387.8492 4.7378605 8.2436543 2435.134 2488.804
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 1364.9402 1388.8839 4.8060099 8.4922289 2457.462 2504.424
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 1856.2203 1878.3218 5.5705318 11.2369411 3142.232 3184.183
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1850.4869 1876.2719 5.4977475 11.1262469 3135.787 3184.729
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1370.2406 1394.1844 4.8626998 8.6882267 2477.452 2524.414
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1846.7999 1872.5850 5.4633828 10.9543125 3122.103 3171.045
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1372.2208 1399.5851 4.8624870 8.3683738 2446.880 2500.551
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 1374.3116 1398.2554 4.9066943 8.5919163 2466.726 2513.688
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1399.4195 1423.3632 5.1869652 8.6955455 2472.383 2519.344
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4131.5347 4162.9057 5.6623814 10.2147389 7479.222 7540.988
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 4132.8978 4159.7872 5.6769814 10.2529422 7484.460 7537.402
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3712.3497 3742.9749 5.6478457 10.3573031 6718.609 6778.792
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3678.0374 3708.6626 5.4851660 9.8841170 6615.545 6675.728
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4098.8884 4130.2594 5.5225923 9.9620074 7418.036 7479.802
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3658.2232 3693.2234 5.3841864 9.7705265 6594.836 6663.617
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4100.8039 4136.6565 5.5222349 9.9532065 7419.789 7490.379
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3739.3685 3769.9936 5.7793340 10.4882170 6745.505 6805.688
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4129.7373 4161.1084 5.6545939 10.2082555 7477.750 7539.516
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3688.5975 3719.2227 5.5347274 10.1176013 6667.392 6727.576
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4109.4686 4140.8397 5.5675139 10.0709894 7444.892 7506.658
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3663.3922 3698.3924 5.4079448 9.9634869 6638.158 6706.938
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4111.1822 4147.0349 5.5662932 10.0573734 7445.474 7516.064
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3700.2210 3730.8462 5.5897976 10.3035843 6707.407 6767.590
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4120.3563 4151.7273 5.6141223 10.1709483 7469.158 7530.924
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3675.0594 3710.0596 5.4619571 10.1485731 6678.418 6747.199
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4121.8487 4157.7014 5.6119410 10.1555632 7469.354 7539.944
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3679.2792 3709.9044 5.4909707 10.4998883 6747.679 6807.862
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4133.9649 4165.3359 5.6729277 10.2434772 7486.183 7547.949
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3682.7523 3713.3774 5.5072389 10.5339668 6754.730 6814.913
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2478.8889 2508.3490 2.8887647 5.8139831 4855.597 4914.185
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 3863.7220 3890.5282 4.8140026 8.8955978 7096.708 7149.588
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2484.3452 2513.8054 2.9046655 5.8194198 4857.656 4916.244
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3865.0454 3896.3193 4.8114743 8.8514862 7088.358 7150.051
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2415.4872 2449.1560 2.7048123 5.5772388 4776.930 4843.888
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3848.8838 3884.6253 4.7441055 8.7092881 7052.883 7123.390
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2425.9889 2455.4490 2.7390459 5.8230552 4852.809 4911.398
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3847.4817 3878.7556 4.7463083 8.7605338 7063.494 7125.188
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3852.3799 3879.1861 4.7717966 8.8198858 7075.969 7128.849
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2476.9460 2506.4061 2.8831237 5.8750033 4875.015 4933.603
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3854.2750 3885.5489 4.7714079 8.7223412 7052.170 7113.863
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2404.9997 2438.6684 2.6764243 5.6151152 4788.063 4855.022
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3839.0840 3874.8256 4.7081469 8.6024538 7022.522 7093.029
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2414.6202 2444.0803 2.7078970 5.8359418 4854.881 4913.469
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3837.1508 3868.4247 4.7083909 8.7102210 7049.638 7111.331
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 2488.3832 2513.6348 2.9223634 5.8915659 4877.239 4927.458
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2438.2225 2467.6827 2.7729650 5.6744577 4807.210 4865.798
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3853.5864 3884.8603 4.7688577 8.8942233 7100.733 7162.426
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 3856.8861 3883.6923 4.7885206 8.9277157 7105.848 7158.728
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2432.1358 2461.5959 2.7560366 5.7210568 4821.655 4880.244
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3502.4850 3535.0188 2.3241942 4.5963536 6544.518 6608.665
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3629.6143 3662.1481 2.5239315 5.0244245 6801.111 6865.258
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4422.1401 4454.2819 4.9752579 8.7156728 7617.853 7680.548
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3520.7133 3557.8948 2.3487836 4.3632434 6401.993 6475.304
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4420.0591 4456.7925 4.9613514 8.6895229 7613.962 7685.614
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3610.1837 3642.7175 2.4923272 4.7033081 6615.314 6679.462
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4435.5598 4463.1098 5.0281547 8.7660397 7628.486 7682.225
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4408.0296 4440.1713 4.9273395 8.6487693 7597.830 7660.525
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3579.8141 3616.9956 2.4405537 4.4972228 6489.130 6562.441
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4403.4926 4440.2260 4.9052971 8.6099293 7590.036 7661.687
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3660.5811 3693.1150 2.5751302 4.8674139 6714.536 6778.683
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4421.8382 4453.9799 4.9742276 8.6918204 7610.439 7673.134
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 4421.9547 4449.5047 4.9814535 8.7790912 7633.310 7687.048
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3536.1956 3568.7294 2.3755643 4.3942176 6418.287 6482.434
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4420.8242 4452.9660 4.9707695 8.7652343 7633.208 7695.903
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 3711.8303 3739.7164 2.6656091 4.9536018 6761.252 6816.235
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4412.5667 4440.1167 4.9494814 8.7506977 7625.016 7678.755
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3593.7664 3626.3002 2.4659328 4.5600453 6525.475 6589.622
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4410.3317 4442.4734 4.9351255 8.7322659 7623.535 7686.230
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 3754.5427 3782.4289 2.7404770 5.0657860 6825.837 6880.820
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4272.8927 4312.0013 2.1185493 3.6231933 7384.669 7461.711
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4621.1199 4655.3399 2.5325754 4.0557902 7751.676 7819.088
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4453.5185 4487.7385 2.3252161 4.1459006 7886.266 7953.678
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4345.2080 4379.4280 2.2003333 4.2703035 7995.333 8062.745
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6453.8232 6488.6772 4.8506705 9.0681759 12109.875 12178.992
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6444.3411 6484.1742 4.8248105 9.0215691 12092.659 12171.649
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4600.8660 4635.0860 2.5065659 4.0427745 7745.812 7813.224
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4347.7824 4382.0024 2.2032224 4.1639632 7906.072 7973.484
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 6504.4506 6534.3255 4.9709830 9.2359322 12180.585 12239.827
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6413.8683 6448.7223 4.7612773 8.8741566 12020.332 12089.449
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6401.1079 6440.9410 4.7286714 8.8113692 11995.033 12074.023
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6500.7665 6535.6205 4.9578460 9.1739801 12156.177 12225.293
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 4357.3013 4386.6328 2.2161956 4.4037846 8099.046 8156.828
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 6468.1818 6498.0567 4.8877530 9.1271311 12132.445 12191.688
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4162.3106 4196.5306 2.0044886 3.5652252 7334.090 7401.502
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6449.4114 6484.2654 4.8407180 9.0716742 12111.749 12180.866
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 4388.1011 4417.4326 2.2512603 4.3825352 8085.667 8143.449
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 6431.4652 6461.3401 4.8049148 8.9411255 12047.096 12106.339
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4160.0659 4194.2859 2.0021967 3.6224782 7395.272 7462.684
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6407.2612 6442.1153 4.7466546 8.8687724 12018.154 12087.271
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7750.5449 7787.6055 3.3500120 5.1030971 13135.161 13208.708
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 7804.6461 7836.4123 3.4144624 5.2376355 13293.576 13356.616
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 7883.8530 7915.6192 3.5075738 5.5574077 13690.576 13753.616
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 7994.7450 8026.1717 4.2651961 8.2251861 15615.225 15677.948
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7963.7493 8000.4138 4.2149078 8.1294263 15554.793 15627.969
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7955.9043 7997.8065 4.2000184 8.1123643 15547.436 15631.066
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 7711.2415 7748.3022 3.3055855 4.9151841 12864.274 12937.820
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 7987.2976 8023.9621 4.2507365 8.2095095 15608.941 15682.117
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7367.1180 7404.1786 2.9409240 4.9230001 13084.680 13158.227
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 7893.0604 7924.8267 3.5185610 5.4818736 13582.827 13645.867
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 7976.7881 8008.2148 4.2377543 8.1509586 15564.917 15627.640
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7940.8380 7977.5025 4.1803383 8.0480250 15499.120 15572.296
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7928.4779 7970.3801 4.1588158 8.0214065 15485.171 15568.801
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7718.5140 7755.5747 3.3137613 4.7671956 12594.771 12668.318
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7965.0249 8001.6894 4.2168409 8.1264425 15552.647 15625.823
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7608.4241 7645.4848 3.1921326 5.2846025 13472.977 13546.524
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8013.2142 8049.8786 4.2905205 8.2414499 15629.459 15702.635
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 7398.1579 7429.9242 2.9741153 4.9927876 13163.337 13226.377
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7397.6490 7434.7096 2.9715818 4.8333881 12945.446 13018.993
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7984.9687 8021.6331 4.2471795 8.1438589 15563.579 15636.755
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8757.7971 8794.9897 4.4622830 7.9745053 15962.701 16036.318
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 11473.3844 11513.5721 2.9187322 4.9572167 20216.555 20296.115
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 11259.2613 11293.7079 2.7872506 4.3449594 18898.646 18966.841
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8755.4921 8797.9979 4.4558841 7.9673414 15961.811 16045.944
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 10967.8149 11008.0026 2.6150695 4.0580825 18295.927 18375.487
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 11773.9475 11802.6530 3.1184308 5.2208279 20639.568 20696.396
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 11454.1385 11488.5851 2.9078148 4.8821372 20064.313 20132.508
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 11718.9001 11759.0878 3.0786744 5.1166468 20461.042 20540.602
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 11479.3415 11513.7881 2.9237832 4.5097604 19192.392 19260.586
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8742.2500 8784.7558 4.4362590 7.9394989 15942.271 16026.404
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11179.4717 11219.6594 2.7381515 4.1924647 18539.534 18619.094
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 8741.7951 8778.9877 4.4385445 8.0509208 16022.277 16095.894
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 11793.8551 11828.3017 3.1305891 4.8023314 19722.624 19790.818
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8736.9028 8779.4085 4.4283589 7.9377592 15941.646 16025.779
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11479.5428 11519.7305 2.9226407 4.4384970 19009.371 19088.931
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8737.0906 8774.2831 4.4315895 8.0483223 16020.812 16094.429
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8750.8016 8787.9942 4.4518898 7.9567669 15950.078 16023.695
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 8751.1234 8783.0027 4.4553366 8.0699258 16031.252 16094.351
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8749.1232 8786.3157 4.4493997 7.9606526 15953.285 16026.902
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 8750.4890 8782.3683 4.4543944 8.0735473 16034.009 16097.109
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 4197.7444 4222.2480 1.9931057 3.3599467 7275.857 7324.295
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5914.2003 5948.6519 4.4390059 7.9391212 9909.085 9975.830
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 4026.6786 4056.0830 1.8267733 3.1710837 7077.339 7135.464
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4113.3949 4147.7000 1.9063834 3.1732391 7060.899 7128.711
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 4150.8858 4180.2902 1.9446705 3.0810090 6903.726 6961.851
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3783.7841 3818.0892 1.6148479 2.5657768 6222.983 6290.795
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5906.2113 5940.6629 4.4215536 7.8980830 9891.021 9957.766
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 4179.5235 4208.9279 1.9729155 3.2138814 7088.440 7146.564
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 5905.4673 5934.9972 4.4242927 7.9527135 9910.353 9967.563
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5909.7405 5944.1921 4.4292547 7.9594706 9917.384 9984.129
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 4212.4466 4246.7518 2.0038753 3.3345581 7247.052 7314.864
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 4317.3412 4346.7456 2.1146874 3.3654743 7240.226 7298.351
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5908.0604 5947.4337 4.4212246 7.8936863 9893.126 9969.406
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 3916.1707 3950.4759 1.7261625 2.7574578 6499.135 6566.947
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 5907.3532 5941.8049 4.4240439 7.9496429 9913.047 9979.792
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5907.0638 5946.4370 4.4190523 7.8982613 9895.022 9971.302
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4005.2240 4039.5291 1.8053261 2.9240849 6732.437 6800.249
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5906.5109 5940.9625 4.4222068 7.9566136 9915.922 9982.667
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5911.4306 5945.8822 4.4329475 7.9328898 9906.241 9972.987
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5908.4728 5942.9244 4.4264868 7.9283617 9904.106 9970.851
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 5088.6171 5113.4660 2.6316990 5.0659269 10043.570 10093.301
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 5072.9577 5102.7764 2.6099500 5.0421996 10028.169 10087.846
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 4954.4097 4984.2285 2.4685290 4.7396555 9762.807 9822.484
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4886.8847 4921.6732 2.3891816 4.6096424 9648.956 9718.579
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate 5061.6224 5086.4714 2.5985255 5.0018894 9989.243 10038.974
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 9651.9623 9689.8643 4.4108268 8.0589268 18114.696 18190.052
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 5006.3430 5036.1617 2.5295139 4.8841300 9892.070 9951.747
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 9652.5108 9684.9982 4.4142140 8.1263388 18167.422 18232.012
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 9516.5975 9554.4995 4.2346032 7.7310265 17847.092 17922.448
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 9521.7783 9554.2657 4.2437721 7.8034211 17906.080 17970.671
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4993.4608 5023.2795 2.5142473 4.8223902 9836.489 9896.165
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9268.9668 9312.2834 3.9278793 7.3170956 17504.486 17590.606
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 4915.6056 4950.3942 2.4216462 4.6671887 9701.737 9771.360
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 9273.4570 9311.3590 3.9355653 7.4214781 17594.577 17669.932
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 5028.2587 5058.0774 2.5556993 4.9050919 9909.229 9968.906
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9268.6708 9311.9874 3.9275292 7.3107431 17498.670 17584.791
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4940.5225 4975.3110 2.4501680 4.7221511 9751.728 9821.351
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9273.0545 9310.9565 3.9350882 7.4145316 17588.390 17663.745
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 9344.9753 9382.8773 4.0212636 7.4646365 17627.860 17703.215
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 9343.1654 9375.6529 4.0214939 7.6334438 17772.888 17837.478
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 7050.9759 7082.1245 3.4256057 6.5100310 13451.689 13513.647
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 11685.6558 11730.5466 4.3412437 7.6152111 21480.605 21569.795
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7052.5193 7088.8593 3.4250169 6.4379192 13396.344 13468.628
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11690.0402 11729.3197 4.3481062 7.6361906 21499.141 21577.182
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 11792.4790 11831.7585 4.4597111 7.8324858 21697.046 21775.088
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 11796.7581 11830.4261 4.4666444 7.8555990 21717.291 21784.184
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6988.2998 7019.4484 3.3457148 6.3857708 13352.644 13414.602
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11722.3407 11767.2315 4.3808239 7.6859101 21552.802 21641.993
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6988.1796 7024.5196 3.3430451 6.2679193 13257.577 13329.861
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 11729.0637 11768.3431 4.3902883 7.7101939 21574.320 21652.361
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 6958.1605 6989.3091 3.3079635 6.3264269 13304.613 13366.571
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11713.2414 11758.1322 4.3709729 7.6636894 21529.627 21618.817
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6954.6814 6991.0214 3.3011465 6.1870749 13190.432 13262.716
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11719.6818 11758.9613 4.3801098 7.6869678 21550.155 21628.197
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 11789.4304 11828.7098 4.4563486 7.9659134 21843.243 21921.284
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 11791.2025 11824.8706 4.4605094 8.0220034 21898.154 21965.047
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate 7038.1164 7064.0735 3.4116281 6.5053762 13444.404 13496.036
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 7032.9916 7064.1401 3.4024885 6.3694439 13336.243 13398.201
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 7020.4033 7046.3605 3.3889514 6.4768061 13421.905 13473.537
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 7009.2828 7040.4314 3.3722514 6.3148016 13291.803 13353.761
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 2394.9666 2419.4854 0.8011828 1.5736077 4348.009 4396.177
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 2271.1263 2300.5488 0.7521353 1.4763779 4118.349 4176.150
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2374.6553 2404.0778 0.7922593 1.5614903 4322.761 4380.563
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8672.5401 8709.4566 4.8711458 8.1790268 15575.099 15648.297
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 8677.5612 8709.2039 4.8830191 8.2058791 15590.021 15652.762
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2425.5275 2454.9500 0.8127527 1.5880758 4386.839 4444.640
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 8677.1833 8708.8260 4.8823792 8.2139752 15596.559 15659.300
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8678.0529 8714.9694 4.8804659 8.1965309 15587.120 15660.319
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8643.9035 8686.0938 4.8196737 8.1197886 15542.271 15625.926
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 2340.3465 2374.6727 0.7779493 1.4771826 4130.741 4198.176
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8647.7588 8684.6753 4.8294689 8.1487114 15559.349 15632.547
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 2453.5795 2483.0020 0.8242792 1.6033159 4422.890 4480.691
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8615.9676 8647.6104 4.7798382 8.0677978 15500.615 15563.357
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8616.4113 8653.3278 4.7772594 8.0460866 15487.687 15560.886
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8588.9666 8631.1569 4.7287333 7.9825762 15450.141 15533.796
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2378.2970 2412.6232 0.7929125 1.4984278 4183.664 4251.099
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8593.3158 8630.2323 4.7391553 8.0161235 15471.144 15544.342
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 2429.4903 2454.0090 0.8151893 1.6003909 4409.996 4458.163
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 2341.7894 2371.2118 0.7792950 1.5261334 4240.441 4298.242
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 2382.7226 2412.1451 0.7954743 1.5548631 4309.272 4367.073
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 3704.3329 3736.8456 0.7323768 1.2421836 5849.139 5913.248
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 3749.0719 3781.5846 0.7422708 1.2626033 5952.366 6016.475
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 4029.5750 4062.0876 0.8074234 1.3239803 6212.026 6276.135
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3697.1728 3735.1043 0.7303674 1.2184736 5719.485 5794.279
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 3762.3472 3800.2786 0.7447853 1.2363909 5805.104 5879.899
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8290.3233 8332.6183 4.1074166 7.2129879 14604.995 14688.235
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 8289.8349 8326.8430 4.1095421 7.2152286 14602.599 14675.433
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3802.6669 3840.5983 0.7538471 1.2546187 5898.295 5973.090
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 8229.6062 8261.3275 4.0284590 7.0723982 14490.807 14553.236
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8231.2540 8268.2621 4.0279734 7.0716344 14494.229 14567.063
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8229.0676 8271.3626 4.0222066 7.0632025 14491.881 14575.120
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8228.1547 8265.1628 4.0237033 7.0656170 14489.712 14562.547
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 3763.7921 3796.3048 0.7455553 1.2640763 5957.105 6021.214
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 3832.0278 3864.5405 0.7609715 1.2950792 6110.104 6174.214
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 3804.3088 3836.8215 0.7546710 1.2829954 6051.227 6115.336
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 8234.3112 8260.7456 4.0377135 7.1884326 14578.604 14630.629
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 3882.9082 3915.4209 0.7726738 1.3204675 6233.397 6297.506
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 8236.1678 8267.8891 4.0375154 7.1878370 14582.149 14644.579
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8231.9224 8268.9306 4.0288950 7.1599962 14564.800 14637.635
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 8230.8497 8262.5710 4.0301737 7.1643953 14564.186 14626.615
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 1227.4440 1253.9051 0.6574440 1.1222469 2084.163 2137.458
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 884.2207 910.6817 0.4957657 1.0011381 1849.224 1902.519
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 875.5892 906.4604 0.4914501 0.9562180 1734.210 1796.388
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 965.6720 996.5433 0.5292399 1.1227783 2140.759 2202.937
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 891.3538 917.8148 0.4986825 1.0014157 1849.582 1902.877
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 879.7780 910.6492 0.4931460 0.9577886 1738.051 1800.228
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 3612.8726 3639.4895 4.3335021 8.2325691 5898.647 5949.347
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3614.4948 3645.5479 4.3321907 8.2287144 5901.736 5960.885
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3616.4271 3651.9163 4.3319556 8.0536695 5868.122 5935.720
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 975.1404 1006.0116 0.5333769 1.1270449 2150.510 2212.688
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 3614.8298 3645.8828 4.3333536 8.0659338 5866.909 5926.058
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 897.2624 923.7234 0.5011115 0.9998848 1845.258 1898.553
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 883.2245 914.0957 0.4945457 0.9570313 1735.476 1797.654
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 3592.9518 3619.5687 4.2648793 8.1853786 5883.211 5933.910
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3594.7549 3625.8079 4.2642063 8.1805216 5886.140 5945.289
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3596.4735 3631.9627 4.2632450 7.9705322 5844.991 5912.590
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 981.2914 1012.1626 0.5360817 1.1299295 2157.053 2219.230
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3594.7143 3625.7674 4.2640677 7.9837823 5843.969 5903.118
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3670.0745 3701.1276 4.5294855 8.2368071 5916.600 5975.749
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 3668.0752 3694.6921 4.5294881 8.2492235 5915.335 5966.034
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 2000.1629 2031.8636 0.4789351 0.7857389 2523.030 2584.617
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 1935.9318 1967.6325 0.4684867 0.7639720 2377.907 2439.494
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1901.0035 1937.9877 0.4625831 0.7165318 2018.978 2090.830
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 6452.4483 6483.0187 3.4946413 6.7536026 10271.356 10329.501
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1875.1323 1912.1164 0.4584915 0.7162274 2024.963 2096.815
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6454.4106 6490.0761 3.4945867 6.7487964 10273.183 10341.019
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6456.2793 6497.0398 3.4943964 6.7009231 10255.441 10332.968
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6454.3480 6490.0134 3.4944960 6.7062675 10253.902 10321.738
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6454.3186 6489.9841 3.4944534 6.7616280 10278.912 10346.748
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + silicate 6452.3828 6482.9532 3.4945465 6.7753097 10281.052 10339.197
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 1933.4612 1965.1619 0.4680893 0.7646866 2383.519 2445.106
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1900.6269 1937.6110 0.4625233 0.7164369 2018.305 2090.156
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1875.1143 1912.0984 0.4584887 0.7160883 2023.807 2095.658
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6453.7732 6494.5337 3.4907677 6.7136403 10260.379 10337.906
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 6451.8803 6487.5458 3.4909227 6.7194653 10259.059 10326.895
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 1938.8546 1970.5553 0.4689571 0.7642802 2379.647 2441.234
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1901.9631 1938.9472 0.4627355 0.7167137 2020.188 2092.039
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1875.4013 1912.3854 0.4585339 0.7163359 2025.784 2097.636
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6429.3395 6470.1000 3.4555845 6.7199596 10254.678 10332.204
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6427.4145 6463.0800 3.4556920 6.7245290 10252.752 10320.588
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3334.6359 3365.0184 4.5236166 8.6322264 11017.755 11084.613
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 2887.8911 2913.9333 3.0560421 6.8361543 10343.350 10400.657
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 3232.9017 3258.3316 5.6207958 12.0633663 10976.978 11032.838
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2829.4777 2859.8602 2.8974934 6.6774047 10286.792 10353.651
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3202.9975 3232.6657 5.4483718 11.8642790 10939.303 11004.473
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2672.9781 2707.7010 2.5195384 5.5347516 9520.204 9596.613
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3136.2070 3170.1135 5.0943830 11.4157456 10839.536 10914.016
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2699.7194 2730.1019 2.5842123 5.6793547 9615.795 9682.653
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 3159.9973 3189.6656 5.2243192 11.5676164 10869.488 10934.657
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 2870.3209 2896.3631 3.0090567 6.7731581 10314.285 10371.592
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3227.6375 3253.0675 5.5919748 12.0226472 10967.359 11023.218
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2810.7767 2841.1592 2.8501021 6.6141755 10256.721 10323.579
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3198.5931 3228.2613 5.4249876 11.8269119 10929.759 10994.928
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2652.9108 2687.6337 2.4753447 5.4861633 9496.186 9572.596
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3133.7206 3167.6272 5.0820287 11.3963850 10834.437 10908.917
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2680.9182 2711.3007 2.5417203 5.6353157 9595.640 9662.498
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3157.0844 3186.7527 5.2094788 11.5476701 10864.678 10929.847
mod Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3177.1999 3207.5825 3.9372378 7.7133622 10631.800 10698.658
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3159.6354 3189.3037 5.2224731 12.3564784 11145.895 11211.064
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3150.7181 3180.3864 5.1771915 12.2895165 11129.807 11194.976
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 3381.1738 3407.6249 3.8819133 8.4040994 8189.130 8243.829
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3315.5977 3347.1591 2.8328079 5.1836422 8258.998 8325.479
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3345.3479 3376.2076 3.7628253 8.2827179 8154.473 8218.289
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2703.5106 2739.5807 1.7926185 3.4694489 6916.420 6992.398
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3300.8065 3336.0747 3.6212992 7.9033671 8023.394 8096.327
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2704.7173 2736.2787 1.7969071 3.9304414 7437.843 7504.323
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3360.0379 3390.8976 3.8086340 8.1005343 8084.382 8148.199
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 3374.2930 3400.7442 3.8599736 8.3502914 8170.665 8225.365
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3307.6495 3339.2108 2.8160796 5.1174556 8204.952 8271.432
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3337.7251 3368.5848 3.7392725 8.2255225 8134.613 8198.429
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2700.9774 2737.0476 1.7892379 3.4557426 6900.495 6976.473
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3296.4878 3331.7561 3.6084398 7.8792040 8014.746 8087.679
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2702.1327 2733.6941 1.7934497 3.9076148 7415.486 7481.967
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3354.5746 3385.4343 3.7915326 8.0728311 8074.868 8138.684
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2751.6076 2783.1689 1.8608018 3.7800820 7255.294 7321.775
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3303.8895 3334.7492 3.6364935 8.3291748 8174.466 8238.282
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2797.3934 2824.4461 1.9282550 4.2486866 7710.573 7767.556
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2741.2802 2772.8416 1.8465370 3.7259858 7199.500 7265.981
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3298.6612 3329.5209 3.6208658 8.2920986 8161.733 8225.550
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2782.9216 2809.9742 1.9075729 4.1935042 7663.625 7720.609
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2574.5529 2606.4304 1.4990283 3.2240514 6151.574 6217.122
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 2627.5539 2654.8775 1.5589174 3.3238779 6244.093 6300.278
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 4190.4647 4218.6098 3.2426184 6.9652000 9067.838 9124.731
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4190.8663 4223.7022 3.2394007 6.9617504 9070.129 9136.503
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2156.6481 2193.0795 1.1115324 2.3349303 5112.363 5187.276
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4192.5633 4230.0901 3.2387912 6.9074377 9047.958 9123.815
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2155.9264 2187.8039 1.1125449 2.5912711 5453.483 5519.032
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4192.0001 4224.8360 3.2416828 6.9130596 9046.719 9113.094
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 4169.8700 4198.0151 3.2014038 6.9057794 9038.517 9095.409
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4169.5571 4202.3930 3.1968081 6.9011709 9040.198 9106.572
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2149.7470 2186.1785 1.1060823 2.3257897 5099.982 5174.894
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4171.5032 4209.0299 3.1967010 6.8515748 9020.203 9096.060
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2149.3457 2181.2232 1.1073425 2.5775570 5436.431 5501.979
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4171.7108 4204.5467 3.2010874 6.8593707 9020.071 9086.445
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2246.0658 2277.9433 1.1863150 2.4225703 5218.746 5284.294
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4215.8745 4248.7103 3.2901112 7.2117929 9187.992 9254.366
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 2290.9449 2318.2685 1.2265944 2.7401971 5628.789 5684.974
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2232.1811 2264.0586 1.1746410 2.4020439 5191.825 5257.374
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4188.1431 4220.9790 3.2339261 7.1357974 9151.246 9217.620
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2277.3868 2304.7104 1.2148066 2.7137848 5597.619 5653.803
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6777.8955 6813.6932 3.7918336 7.7681048 15934.354 16007.939
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 6778.1454 6808.8292 3.7953061 7.7640911 15926.449 15989.522
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3717.1127 3750.5322 2.0079732 3.7951162 8302.100 8370.809
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6780.1163 6815.9140 3.7952611 7.7523615 15920.790 15994.375
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3290.9507 3329.1445 1.5721779 3.1070657 7530.098 7608.623
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6759.2106 6800.1222 3.7600579 7.7098464 15895.844 15979.941
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3709.8048 3743.2244 1.9996056 3.8008795 8312.796 8381.505
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 6758.4835 6794.2812 3.7620056 7.7265153 15905.267 15978.852
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 6760.8615 6791.5452 3.7687122 7.7281082 15901.430 15964.502
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3713.5892 3747.0088 2.0039344 3.7654315 8265.534 8334.243
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6762.7931 6798.5908 3.7686074 7.7169683 15896.246 15969.831
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3290.7476 3328.9414 1.5719955 3.1044854 7526.320 7604.845
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6744.8604 6785.7720 3.7381701 7.6800649 15874.960 15959.057
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3710.1626 3743.5822 2.0000144 3.7965707 8307.159 8375.868
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6743.3148 6779.1125 3.7388612 7.6945719 15882.842 15956.426
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 3717.5822 3746.2275 2.0108087 3.8110673 8317.284 8376.178
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3365.7755 3399.1951 1.6427337 3.1840394 7612.461 7681.170
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 3714.7774 3743.4227 2.0075885 3.7764346 8274.239 8333.133
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3360.7071 3394.1267 1.6379829 3.1736023 7598.943 7667.653
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6744.5471 6780.3448 3.7407361 7.7999767 15968.453 16042.038
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate 3950.0448 3974.0400 2.1755815 4.0361308 9018.774 9068.384
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 3945.5002 3974.2945 2.1676594 4.0150872 8998.678 9058.209
obs Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4140.7614 4168.7325 3.3903544 7.4904472 10961.617 11020.143
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate 3953.4274 3977.4227 2.1796875 4.0535720 9039.869 9089.478
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 3954.0492 3982.8436 2.1780137 4.0466781 9035.572 9095.104
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 3897.6409 3926.4352 2.1105964 3.9514321 8941.953 9001.485
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 4135.3612 4163.3324 3.3786685 7.4796204 10956.721 11015.247
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4127.9972 4160.6302 3.3585001 7.4526761 10947.378 11015.659
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 4138.5020 4166.4731 3.3854602 7.4904346 10962.220 11020.747
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 3897.3166 3926.1110 2.1102149 3.9589370 8952.231 9011.762
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate 3896.4015 3920.3968 2.1114914 4.1095806 9142.004 9191.613
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 3845.7330 3874.5274 2.0504031 4.0384253 9080.809 9140.340
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 4143.8100 4171.7812 3.3969696 7.4981908 10965.327 11023.854
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4137.3282 4169.9612 3.3785971 7.4749378 10957.981 11026.262
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4126.6101 4163.9049 3.3512345 7.4441833 10947.269 11025.305
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4140.3328 4172.9658 3.3850941 7.4842414 10962.633 11030.914
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4148.5918 4185.8867 3.3986681 7.5089430 10979.415 11057.450
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 3895.4957 3924.2901 2.1080741 4.0033577 9012.097 9071.629
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3815.2552 3848.8486 2.0136174 3.9087326 8933.636 9003.090
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4142.0973 4174.7303 3.3889151 7.4879787 10964.348 11032.629
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 5795.7048 5825.3462 3.9770144 8.5662984 14612.151 14673.656
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5761.2001 5795.7817 3.9073606 8.4212394 14530.077 14601.833
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5767.1716 5801.7532 3.9186707 8.5030664 14582.429 14654.185
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 4337.3456 4367.7290 1.5389201 2.9478770 9877.837 9940.369
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4276.8437 4312.2910 1.4983251 2.8932680 9787.967 9860.922
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 5861.8780 5891.5194 4.1064586 8.4998622 14547.814 14609.319
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5853.3936 5887.9752 4.0856722 8.4721855 14536.634 14608.389
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5761.2009 5800.7227 3.9035813 8.2801287 14439.635 14521.642
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 5804.5956 5839.1771 3.9903011 8.3767491 14487.791 14559.546
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 4336.7320 4367.1154 1.5385163 2.9541049 9891.959 9954.491
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4274.6676 4310.1149 1.4969312 2.8963160 9795.767 9868.722
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5769.0082 5808.5300 3.9183607 8.3349201 14474.672 14556.679
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5827.9835 5862.5650 4.0357294 8.4694003 14543.217 14614.973
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 4335.9975 4366.3810 1.5380331 2.8806489 9725.144 9787.676
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4283.4799 4318.9273 1.5025841 2.8194582 9613.878 9686.832
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 4516.4448 4546.8282 1.6614398 2.9841942 9858.823 9921.356
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5797.6691 5832.2506 3.9769455 8.5587083 14611.208 14682.963
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate 4447.3908 4472.7103 1.6144664 2.9697376 9863.977 9916.087
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 4394.0750 4419.3945 1.5780667 2.9365392 9818.065 9870.175
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 4396.0749 4426.4583 1.5780666 2.9360986 9821.047 9883.579
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 5364.0364 5390.3566 1.5773151 3.0896308 11971.327 12025.124
mod Indian (27.5,27.75] cstar_tref ~ phosphate + nitrate + silicate 5287.8468 5314.1670 1.5357933 2.8812783 11474.342 11528.140
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 6729.3671 6760.2193 3.4495639 7.6583193 16766.297 16829.971
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6685.0292 6721.0235 3.3869099 7.5412710 16678.300 16752.586
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate 5200.8614 5232.4455 1.4886798 3.0392793 11900.150 11964.707
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate 5246.0252 5277.6094 1.5124084 3.0056682 11809.665 11874.223
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 6776.0714 6806.9236 3.5138862 7.7619701 16845.648 16909.322
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6733.3204 6769.3147 3.4522304 7.6502449 16763.282 16837.568
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6616.1997 6657.3360 3.2933325 7.4671695 16627.888 16712.786
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 6722.5562 6758.5505 3.4375620 7.6718892 16782.748 16857.034
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 6800.4368 6831.2890 3.5479176 7.8352121 16902.263 16965.937
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6755.0519 6791.0461 3.4820347 7.7178257 16816.457 16890.743
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6626.0690 6667.2053 3.3062148 7.5081687 16661.323 16746.221
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6740.1250 6776.1192 3.4615351 7.7274887 16826.436 16900.722
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 5729.3733 5755.6935 1.7925571 3.0067616 11546.273 11600.071
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 5362.1937 5393.7778 1.5751942 2.6877068 10866.208 10930.766
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 5812.4479 5844.0321 1.8441724 3.0594986 11634.672 11699.229
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 5658.6958 5685.0160 1.7487411 2.9310509 11379.767 11433.564
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 5364.7645 5391.0846 1.5777172 2.9938184 11735.410 11789.208
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate + silicate 5267.1924 5298.7766 1.5236592 2.7567635 11141.696 11206.254
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3581.3376 3613.2151 3.0706836 7.1087594 8149.533 8214.281
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 2612.3740 2639.9405 1.4329038 2.6485611 5249.101 5304.872
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 2874.8166 2902.3831 1.7146558 3.4260685 6067.692 6123.463
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 2282.6481 2310.2145 1.1435899 2.0926957 4516.908 4572.679
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 3208.5498 3236.1163 2.1543392 3.7968345 6334.592 6390.363
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3116.5585 3144.1250 2.0229615 3.7938588 6364.989 6420.760
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3660.1215 3687.4451 3.2525477 7.4187966 8276.876 8332.374
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3585.9958 3617.8733 3.0808884 7.1443916 8164.348 8229.096
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3571.4508 3607.8823 3.0447958 7.1037839 8150.004 8224.002
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 3652.0220 3683.8996 3.2292349 7.3687311 8260.353 8325.102
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 3249.6254 3277.1919 2.2157247 3.5892077 6084.830 6140.601
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 3284.0183 3311.5848 2.2684666 3.6432819 6120.800 6176.571
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 3656.4166 3683.7402 3.2439761 7.4250430 8278.916 8334.414
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3589.3186 3621.1962 3.0881886 7.1703894 8175.099 8239.847
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3573.7176 3610.1491 3.0497156 7.1296469 8160.598 8234.596
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3646.8655 3678.7431 3.2173966 7.3778126 8263.353 8328.101
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 3241.9134 3269.4799 2.2040676 3.5785960 6078.355 6134.126
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 3212.7031 3240.2696 2.1604680 3.4625533 5961.108 6016.878
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + silicate 3282.5225 3305.4946 2.2692490 3.6450189 6118.432 6164.908
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3629.8791 3661.7566 3.1787051 7.4195379 8277.343 8342.091
obs Indian (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 4579.7106 4608.7731 2.7617795 7.4089679 10963.124 11022.083
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 3344.0836 3372.3614 1.8320098 3.3417350 7156.962 7214.910
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 3222.3870 3255.3777 1.6993805 2.9666199 6673.785 6741.391
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4586.8787 4615.9412 2.7723523 7.3697710 10947.077 11006.037
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4588.7966 4622.7028 2.7722310 7.3459219 10939.839 11008.625
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4586.1652 4624.9152 2.7653955 7.3390673 10939.199 11017.812
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3195.9834 3228.9741 1.6723381 2.9098736 6598.141 6665.747
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 4584.3308 4618.2370 2.7656395 7.3630489 10946.525 11015.311
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 3220.8115 3249.0892 1.6998188 2.9924266 6711.358 6769.306
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 3220.4390 3248.7167 1.6994342 2.9843379 6698.575 6756.523
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3222.1268 3255.1175 1.6991119 2.9689897 6677.842 6745.449
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 4610.0077 4639.0702 2.8067439 7.3814551 10959.531 11018.491
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4611.8576 4645.7638 2.8065193 7.3627635 10954.660 11023.446
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4603.2308 4641.9808 2.7906665 7.3468682 10948.013 11026.626
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3194.2107 3227.2014 1.6705380 2.9063649 6593.500 6661.106
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4601.3047 4635.2109 2.7907763 7.3653855 10952.780 11021.566
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 3220.3001 3248.5778 1.6992908 2.9920596 6711.105 6769.053
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 3210.8881 3239.1658 1.6896018 2.9599279 6665.337 6723.285
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate 3219.9589 3243.5237 1.7010041 2.9939036 6708.973 6757.263
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4597.8520 4631.7583 2.7856449 7.4595005 10995.602 11064.388
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 6362.3310 6388.2237 2.7285378 6.8276157 17215.744 17269.426
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate 6363.8241 6394.8954 2.7280104 6.8119169 17205.027 17269.447
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 6361.2074 6392.2787 2.7252893 6.8240458 17216.320 17280.739
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6363.1645 6399.4143 2.7252447 6.8040504 17201.579 17276.734
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 3195.1611 3225.2392 1.0137205 1.8881050 6976.481 7038.305
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 3193.2098 3228.3009 1.0119194 1.8415053 6822.220 6894.348
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6443.2374 6479.4873 2.8097545 6.8398098 17235.575 17310.731
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6438.6098 6480.0382 2.8026612 6.8068864 17208.308 17294.200
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6440.6552 6476.9050 2.8069887 6.8237935 17220.373 17295.529
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 3198.8031 3228.8812 1.0153834 1.8952906 6998.596 7060.420
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3196.5443 3231.6354 1.0134392 1.8471072 6839.957 6912.085
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate 3221.3205 3246.3856 1.0266491 1.9114044 7035.235 7086.755
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 3214.7959 3244.8740 1.0227180 1.9063863 7027.104 7088.928
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 3102.8098 3132.8879 0.9724515 1.8075050 6749.094 6810.918
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 6446.6821 6477.7534 2.8155951 6.8456768 17237.045 17301.464
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6436.6120 6472.8618 2.8026635 6.8136114 17210.738 17285.894
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 6439.5956 6470.6669 2.8079957 6.8600430 17250.788 17315.207
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 3223.2231 3248.2882 1.0275286 1.9166379 7051.541 7103.061
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 3217.7331 3247.8112 1.0240708 1.9115213 7042.572 7104.396
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 3108.1114 3138.1895 0.9747745 1.8142963 6770.053 6831.877
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4378.6317 4402.6769 2.6966388 6.2969005 11754.082 11804.218
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate 4380.3588 4409.2131 2.6962328 6.2772085 11743.156 11803.320
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4382.3036 4415.9669 2.6961506 6.1556969 11652.991 11723.181
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 4380.5578 4409.4120 2.6965288 6.1604058 11652.658 11712.821
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1164.5716 1192.9577 0.4813086 0.9219729 2448.640 2506.828
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1164.0147 1197.1318 0.4805749 0.9127199 2408.657 2476.543
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4494.7441 4528.4074 2.8687555 6.4296986 11844.238 11914.428
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4453.1989 4491.6712 2.8006365 6.3297163 11780.173 11860.390
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4455.2159 4488.8791 2.8068521 6.3396499 11783.062 11853.253
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1165.5399 1193.9261 0.4815868 0.9231256 2453.815 2512.003
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1164.9211 1198.0382 0.4808348 0.9140383 2414.754 2482.640
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 1174.0967 1197.7518 0.4846298 0.9263602 2461.293 2509.783
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 1172.6894 1201.0755 0.4836455 0.9184054 2428.133 2486.321
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1175.9171 1204.3032 0.4845778 0.9229123 2448.736 2506.924
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 4495.5231 4524.3773 2.8731585 6.4421941 11849.209 11909.373
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4465.6403 4499.3035 2.8230464 6.3684793 11803.226 11873.416
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4464.3379 4493.1921 2.8241334 6.3872533 11813.499 11873.662
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 1173.8516 1197.5067 0.4845589 0.9276140 2467.402 2515.892
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 1173.0018 1201.3880 0.4837357 0.9190698 2431.246 2489.434
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 1175.7231 1204.1092 0.4845217 0.9244147 2456.074 2514.261
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5193.1135 5232.8261 0.8069500 1.3178323 10256.023 10338.611
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 10132.5438 10172.0010 2.7776830 6.3976606 26811.847 26893.533
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 10140.6547 10174.4752 2.7844653 6.4217984 26847.421 26917.437
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 5006.6764 5040.7158 0.7730698 1.2937490 10195.916 10266.705
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4997.8322 5037.5447 0.7711227 1.2907828 10175.836 10258.424
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 10195.8856 10229.7061 2.8218066 6.5267441 27016.092 27086.108
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 10196.7020 10236.1593 2.8210012 6.5217894 27012.006 27093.692
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4963.0338 5002.7463 0.7649074 1.2759767 10028.417 10111.005
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 4996.9540 5036.6666 0.7709652 1.2907468 10176.537 10259.125
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 10337.8422 10371.6627 2.9200968 6.5608641 27050.421 27120.438
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10326.5130 10365.9702 2.9107238 6.5436714 27027.847 27109.533
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4964.2564 5009.6422 0.7647692 1.2755290 10027.548 10121.934
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10319.1884 10364.2824 2.9041848 6.5257252 27003.150 27096.506
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 10322.9009 10362.3581 2.9081890 6.5424845 27026.520 27108.206
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4998.0011 5037.7137 0.7711530 1.2918665 10189.686 10272.274
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4965.1275 5010.5133 0.7649241 1.2769860 10045.620 10140.006
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 10346.8923 10380.7128 2.9264779 6.5637808 27053.607 27123.624
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5193.0564 5232.7690 0.8069393 1.3177166 10254.578 10337.166
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10347.7261 10387.1834 2.9256548 6.5501391 27034.694 27116.380
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5193.0975 5232.8101 0.8069470 1.3190181 10271.710 10354.298
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 20341.4702 20383.3471 7.7764299 18.2810289 31622.476 31701.518
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 20199.2098 20247.0691 7.5872646 17.9496483 31441.487 31531.820
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 20436.6940 20478.5709 7.9038714 18.4425423 31727.376 31806.417
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 19905.6616 19947.5074 7.3290083 13.4743056 29183.630 29262.343
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 19787.6036 19835.4274 7.1796751 12.9468712 28885.704 28975.663
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19896.2687 19938.1145 7.3172138 13.5049617 29193.953 29272.666
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19995.9908 20037.8677 7.3310715 17.5488167 31194.267 31273.309
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19453.7658 19501.5896 6.7802346 12.4713893 28513.853 28603.811
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19913.0690 19960.9283 7.2255617 17.3595239 31088.744 31179.077
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 19796.5699 19838.4157 7.1931882 13.5280687 29161.557 29240.271
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 20226.9897 20268.8666 7.6259336 17.9581349 31458.551 31537.592
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19821.4305 19863.2762 7.2239167 13.1540541 28997.326 29076.040
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19992.8557 20034.7015 7.4394073 13.6347621 29294.058 29372.772
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19947.0413 19988.9183 7.2700683 17.4430035 31132.185 31211.227
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19494.1904 19542.0142 6.8273952 12.4419041 28515.445 28605.403
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19881.2974 19929.1567 7.1864790 17.2941904 31049.222 31139.555
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19829.0342 19870.8799 7.2333413 13.5240261 29173.970 29252.684
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20210.6826 20252.5595 7.6047346 17.9167820 31436.410 31515.451
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 20374.6581 20416.5350 7.8206114 18.2334493 31629.448 31708.490
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate 20066.3070 20114.1307 7.5311125 14.0405074 29511.125 29601.083
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12337.0554 12377.4735 3.2288176 5.9871178 17904.424 17980.119
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 11878.0557 11917.2760 4.6699820 12.2573408 18073.143 18145.957
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 12361.7495 12396.3936 3.2469910 6.0269324 17944.952 18009.834
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11806.9183 11846.1386 4.5878264 12.0756481 17978.315 18051.128
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12075.5942 12121.7864 3.0548194 5.6987449 17548.320 17634.830
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11653.5472 11698.3704 4.4133812 11.8721909 17819.979 17903.195
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12144.7648 12185.1829 3.1008766 5.7885367 17652.930 17728.625
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 11917.8290 11957.0493 4.7165551 12.1926829 18086.421 18159.235
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 12104.5339 12138.1513 4.9439309 12.4550534 18279.504 18341.916
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11851.5964 11890.8167 4.6392540 12.1226405 18021.930 18094.743
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12174.0057 12220.1978 3.1186884 5.9042954 17765.854 17852.364
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11743.0812 11787.9044 4.5130804 11.9750306 17910.268 17993.484
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12227.1791 12267.5972 3.1550784 5.9672077 17838.652 17914.348
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11968.1927 12007.4130 4.7761962 12.2498464 18136.190 18209.004
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12153.3591 12193.7772 3.1064851 5.8040364 17669.907 17745.603
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11934.6230 11973.8433 4.7363595 12.2631678 18115.336 18188.150
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12197.0992 12231.7433 3.1365053 5.8611576 17734.459 17799.341
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12219.9059 12260.3240 3.1502571 5.9752735 17841.813 17917.509
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12015.6268 12054.8471 4.8330577 12.3601414 18196.405 18269.219
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 12257.1663 12291.8104 3.1763699 6.0172471 17889.850 17954.732
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 10304.8171 10337.5175 4.8218586 11.8104607 15637.430 15698.170
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 9217.8244 9250.8110 3.1036068 5.6058925 13257.335 13318.877
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 10477.7528 10510.4533 5.0704596 12.0766491 15814.342 15875.082
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9608.4092 9646.8935 3.4565321 5.9890290 13670.610 13742.409
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10251.1158 10289.2663 4.7444106 11.6360064 15563.615 15634.479
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9019.0014 9062.9835 2.9339514 5.2174318 12904.760 12986.816
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10252.8348 10296.4355 4.7440232 11.6254634 15565.001 15645.988
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 9116.4396 9154.9239 3.0159370 5.4479460 13108.839 13180.638
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 10477.1158 10515.2664 5.0665743 12.0714280 15815.403 15886.267
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10299.1898 10337.3404 4.8111793 11.7081398 15612.920 15683.784
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9074.3687 9118.3508 2.9793221 5.3236422 13005.459 13087.515
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10300.4762 10344.0769 4.8101814 11.6953367 15613.497 15694.484
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9156.7557 9195.2401 3.0498264 5.5432491 13192.149 13263.948
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 10363.2210 10395.9215 4.9044224 11.9116203 15700.037 15760.778
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9088.2330 9126.7174 2.9924510 5.4081356 13069.021 13140.820
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10362.8371 10400.9876 4.9010249 11.9080180 15701.607 15772.471
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 9144.6930 9177.6796 3.0413323 5.5437298 13184.281 13245.823
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9155.2343 9193.7186 3.0485406 5.5591587 13202.476 13274.275
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10437.1443 10475.2949 5.0080433 12.0956409 15794.009 15864.873
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 9195.8188 9228.8053 3.0847351 5.6689908 13290.899 13352.441
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 12274.4788 12303.2769 3.3108487 6.1373130 17338.055 17391.530
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 12722.7632 12751.1917 4.4855041 10.9914428 19144.905 19197.741
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 12604.5742 12638.6885 4.3633785 10.8066202 19009.852 19073.255
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 12125.7258 12160.2834 3.2060746 6.0002125 17167.652 17231.822
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11414.3739 11454.6912 2.7535248 5.0119300 16020.650 16095.515
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12627.9768 12667.7768 4.3848800 10.8370250 19037.945 19111.915
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11399.4541 11445.5310 2.7436048 4.9949027 16001.250 16086.810
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12613.3940 12658.8797 4.3682113 10.8146950 19023.652 19108.189
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11477.5905 11517.9078 2.7909069 5.1526161 16175.825 16250.690
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12712.0497 12751.8496 4.4703718 10.9725737 19137.072 19211.042
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11423.5748 11469.6517 2.7577575 5.1016201 16108.214 16193.774
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12710.5829 12756.0685 4.4668138 10.9629152 19135.777 19220.314
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 11578.3702 11612.9279 2.8527704 5.3098082 16355.962 16420.132
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 12657.6901 12691.8043 4.4169347 10.8718738 19066.502 19129.904
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11550.4625 11590.7798 2.8346288 5.2900413 16328.694 16403.559
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12634.4804 12674.2804 4.3914346 10.8439701 19044.566 19118.536
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 11648.5912 11683.1489 2.8958234 5.4595322 16513.560 16577.730
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 12738.1401 12772.2543 4.4993063 11.0065270 19162.666 19226.068
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11580.6551 11620.9724 2.8529438 5.4116977 16443.647 16518.511
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12732.2154 12772.0153 4.4911246 10.9962762 19158.122 19232.091
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14364.5662 14406.5215 2.7278310 5.2596964 21271.986 21350.982
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18491.0135 18533.6934 4.0284927 10.0597420 28699.393 28779.652
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 14665.8987 14701.8604 2.8711447 5.6552053 21850.103 21917.815
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 18490.4469 18527.0296 4.0293717 10.0612155 28697.139 28765.932
mod Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14854.4484 14896.4037 2.9629971 5.6393557 21924.818 22003.815
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 18569.0566 18605.6394 4.0778725 10.1686118 28806.551 28875.344
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13487.6471 13529.6024 2.3525000 4.6862097 20155.791 20234.788
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18486.5254 18529.2052 4.0257417 10.0704800 28701.987 28782.245
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18433.9208 18482.6978 3.9924216 9.9911542 28627.164 28718.887
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 14537.5553 14579.5107 2.8086620 5.5910572 21722.003 21801.000
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 18447.6097 18490.2896 4.0019668 10.0128398 28645.262 28725.520
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 18616.6510 18653.2337 4.1075207 10.2143892 28862.529 28931.322
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13627.5931 13669.5484 2.4087361 4.7734297 20334.461 20413.457
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18540.9731 18583.6530 4.0592430 10.1152043 28762.315 28842.573
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18477.4303 18526.2073 4.0189490 10.0325390 28678.515 28770.239
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18486.4944 18529.1743 4.0257227 10.0538257 28693.220 28773.478
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 13553.8374 13589.7992 2.3797358 4.7137105 20220.314 20288.026
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13491.4732 13533.4286 2.3540199 4.6506583 20112.604 20191.601
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 13717.5796 13753.5413 2.4464303 4.8135881 20425.505 20493.217
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13673.7298 13715.6852 2.4275688 4.7695836 20352.303 20431.300
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16204.1516 16247.8343 2.0470546 4.1251147 23843.376 23925.421
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18873.2478 18916.5511 3.3433262 8.4500734 29060.384 29141.623
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 16857.0970 16894.5393 2.2317445 4.4733348 24762.933 24833.258
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 18986.1543 19023.2714 3.3972471 8.5458348 29198.511 29268.145
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15985.9782 16029.6609 1.9889896 4.0509867 23597.686 23679.731
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 16520.7706 16558.2129 2.1349112 4.3078342 24316.283 24386.607
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 15249.9469 15293.6296 1.8049820 3.9180645 22948.435 23030.481
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 19319.9815 19357.0986 3.5588823 8.5593372 29434.949 29504.582
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19168.5586 19211.8619 3.4836632 8.4673555 29274.324 29355.563
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18768.8236 18818.3131 3.2941495 8.2434357 28853.478 28946.323
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 18771.0511 18814.3544 3.2960891 8.2456695 28853.904 28935.143
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 15741.1802 15778.6225 1.9263053 4.1097926 23553.890 23624.215
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15185.3166 15228.9993 1.7896614 3.8980934 22875.992 22958.038
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 19328.4806 19365.5978 3.5630963 8.5697895 29447.607 29517.241
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19177.7112 19221.0145 3.4881056 8.4776174 29287.370 29368.609
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18777.0228 18826.5123 3.2979124 8.2544473 28866.560 28959.404
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18779.4716 18822.7749 3.2999558 8.2568770 28867.269 28948.508
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 15688.1680 15725.6103 1.9128839 4.0927658 23495.018 23565.343
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 15400.7773 15444.4600 1.8412485 3.8851104 22981.160 23063.206
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 15497.9098 15535.3521 1.8654803 3.9173997 23090.244 23160.569
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 19751.6111 19789.1055 3.1965675 7.9856600 29638.916 29708.876
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 19747.9780 19791.7214 3.1942139 7.9829492 29637.036 29718.656
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15271.2996 15314.8763 1.8665373 3.5504257 21411.959 21493.088
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 15470.9065 15508.2579 1.9176128 3.6180165 21640.388 21709.927
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15093.4166 15136.9932 1.8226028 3.4851644 21193.824 21274.952
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 15270.4641 15307.8155 1.8668283 3.5377906 21384.788 21454.327
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 14576.4279 14620.0045 1.7006974 3.4434441 20825.586 20906.715
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 19641.2548 19678.7492 3.1507740 7.9647539 29545.705 29615.665
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19634.3808 19678.1242 3.1471202 7.9609071 29540.699 29622.319
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19001.4004 19051.3929 2.8963814 7.6549739 28871.570 28964.850
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 19067.9402 19111.6836 2.9224548 7.6929956 28944.406 29026.026
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 14576.7524 14614.1038 1.7012269 3.4509305 20836.492 20906.031
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14595.7809 14639.3576 1.7051104 3.4526356 20853.586 20934.715
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 19592.4779 19629.9722 3.1307431 7.9661829 29511.642 29581.602
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19583.2957 19627.0390 3.1261690 7.9614572 29504.356 29585.976
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18968.3186 19018.3111 2.8838800 7.6570853 28848.631 28941.911
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19028.2057 19071.9491 2.9073108 7.6933718 28915.416 28997.036
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 14595.9242 14633.2756 1.7055999 3.4599076 20863.963 20933.501
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 14780.8199 14824.3966 1.7478867 3.4037564 20868.490 20949.619
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 14866.7240 14904.0754 1.7685822 3.4244717 20952.432 21021.971
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 10433.3970 10461.7257 2.7823112 7.3745787 15370.502 15422.480
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate 10434.1167 10468.1112 2.7814767 7.3717323 15372.488 15434.862
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 6510.8869 6543.9429 1.4355936 2.8050861 9039.753 9100.334
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6433.2945 6466.3505 1.4053976 2.6963587 8876.415 8936.996
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 6547.0055 6580.0615 1.4498701 2.8613853 9119.756 9180.337
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 6528.7462 6561.8022 1.4426351 2.8036903 9048.639 9109.220
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 6629.2196 6662.2756 1.4828981 2.8470563 9152.419 9213.000
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6299.3100 6337.8753 1.3540014 2.6148608 8710.173 8780.851
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 6222.0163 6255.0724 1.3263566 2.5834043 8626.483 8687.064
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10360.1303 10405.4563 2.7311141 7.3050113 15296.525 15379.690
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 10363.2805 10402.9408 2.7344117 7.3154146 15300.274 15373.043
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 6612.1781 6645.2341 1.4759907 2.8320101 9126.689 9187.270
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6287.6258 6326.1912 1.3496740 2.6047149 8691.773 8762.451
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10367.5772 10412.9032 2.7358835 7.3136246 15305.379 15388.543
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10370.9187 10410.5790 2.7393097 7.3249147 15309.593 15382.362
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 6545.7186 6584.2839 1.4485650 2.9272959 9188.017 9258.695
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10401.6082 10441.2685 2.7590780 7.3330202 15336.020 15408.789
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 10400.7371 10434.7316 2.7598079 7.3411469 15335.854 15398.227
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10415.7364 10455.3966 2.7682264 7.3459675 15351.538 15424.307
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 10414.8382 10448.8327 2.7689411 7.3546846 15351.563 15413.937
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 13646.0451 13681.7142 2.7117344 7.4493360 20642.100 20708.178
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 6958.8270 6993.0288 1.1658533 2.1595786 9400.575 9463.318
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6866.1279 6906.0299 1.1411294 2.1291054 9299.896 9373.096
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 7258.7746 7292.9764 1.2477544 2.3159212 9824.772 9887.516
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13699.9391 13741.5531 2.7367915 7.4563574 20689.038 20766.129
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13548.3006 13595.8593 2.6632708 7.3513688 20523.692 20611.796
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 6891.6326 6931.5346 1.1477360 2.0864194 9237.370 9310.571
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 13584.5583 13626.1723 2.6813916 7.3906843 20568.541 20645.632
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 6952.6571 6986.8589 1.1642263 2.1564042 9391.725 9454.468
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6859.7273 6899.6294 1.1394773 2.1259182 9290.820 9364.021
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13560.7925 13608.3513 2.6691741 7.3620651 20538.583 20626.687
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6897.2816 6937.1837 1.1492045 2.0907467 9248.250 9321.450
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13600.4538 13642.0677 2.6889566 7.4030145 20586.811 20663.902
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 7328.3635 7356.8649 1.2681376 2.3004377 9833.616 9885.902
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 7318.1648 7352.3665 1.2646409 2.2952935 9822.670 9885.413
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13605.6456 13647.2596 2.6914322 7.3862866 20582.418 20659.509
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 13636.7651 13672.4342 2.7072778 7.4236176 20622.258 20688.336
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 7354.2901 7388.4919 1.2750241 2.3125686 9870.258 9933.002
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13624.3157 13665.9297 2.7003532 7.3989410 20602.955 20680.046
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 13658.6378 13694.3069 2.7177936 7.4377697 20645.941 20712.019
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 21920.5259 21959.0261 2.7278100 7.3316174 34269.629 34342.010
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21884.4336 21929.3506 2.7163450 7.2920088 34209.857 34294.301
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 21977.4919 22015.9921 2.7450460 7.3221950 34302.274 34374.655
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 8583.9705 8625.5196 1.1209214 2.0795809 11524.876 11601.207
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 8841.1446 8876.7581 1.1741153 2.0583864 11608.328 11673.755
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21739.6562 21790.9899 2.6726165 7.2329546 34053.028 34149.537
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 7821.9331 7863.4822 0.9780734 1.7028940 10168.383 10244.714
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 21798.8399 21843.7568 2.6907583 7.2534697 34112.391 34196.836
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8589.8349 8631.3841 1.1220979 2.0802413 11529.595 11605.926
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 8860.0216 8895.6351 1.1780868 2.0662021 11636.427 11701.854
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21791.6539 21842.9876 2.6880267 7.2789656 34133.035 34229.543
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7841.1476 7882.6967 0.9814411 1.7094260 10196.859 10273.190
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21888.1374 21933.0544 2.7174576 7.3134624 34232.137 34316.582
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate 8881.1786 8910.8565 1.1829773 2.0674867 11646.935 11701.457
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21809.8580 21854.7750 2.6940384 7.2694737 34135.072 34219.517
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 8614.2139 8649.8274 1.1274056 1.9443906 11213.139 11278.566
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 21879.7387 21918.2389 2.7155357 7.2976680 34209.078 34281.459
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 8917.3499 8947.0279 1.1906568 2.0789838 11692.262 11746.784
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21854.8636 21899.7806 2.7074782 7.3139444 34208.385 34292.830
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 8674.8913 8710.5048 1.1397098 1.9711243 11311.038 11376.465
obs Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 14293.4315 14329.4857 2.5985917 7.3052798 21932.994 21999.999
mod Pacific (28.05,28.1] cstar_tref ~ phosphate + nitrate + silicate 5109.2998 5137.5602 0.8124480 1.6179031 7368.145 7420.608
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14213.1940 14255.2572 2.5633111 7.2656361 21852.373 21930.545
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 5297.1007 5331.0131 0.8491069 1.5561333 7314.211 7377.166
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 14228.9409 14264.9951 2.5708839 7.2758715 21867.574 21934.580
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14259.0419 14301.1051 2.5829207 7.3010745 21906.857 21985.030
mod Pacific (28.05,28.1] cstar_tref ~ sal + phosphate + nitrate + silicate 4929.3748 4963.2872 0.7780877 1.5382731 7082.049 7145.005
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5537.5236 5577.0881 0.8985817 1.5179275 7309.038 7382.486
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14178.8782 14226.9505 2.5478842 7.2482732 21818.999 21908.339
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4672.3204 4711.8849 0.7316529 1.2302991 6038.480 6111.929
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 14185.5367 14227.5999 2.5515539 7.2546791 21825.153 21903.326
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5550.0477 5589.6122 0.9012588 1.5234739 7330.205 7403.653
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14163.5766 14211.6489 2.5414120 7.2589931 21813.080 21902.420
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4684.7195 4724.2840 0.7338109 1.2354467 6062.058 6135.506
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14186.6052 14228.6685 2.5520071 7.2750688 21837.092 21915.265
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14265.5081 14307.5713 2.5856984 7.2916972 21906.694 21984.867
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4672.3080 4706.2205 0.7319984 1.2320946 6041.898 6104.854
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14272.3127 14314.3759 2.5886247 7.3199677 21927.302 22005.475
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 4686.6891 4720.6015 0.7345031 1.2367687 6064.373 6127.329
mod Pacific (28.05,28.1] cstar_tref ~ temp + phosphate + nitrate + silicate 5050.5351 5084.4475 0.8008058 1.5864716 7264.862 7327.817
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 15001.4172 15031.8569 2.4202977 6.5544862 25802.366 25860.557
mod Pacific (28.1, Inf] cstar_tref ~ aou + phosphate + silicate 13751.0922 13783.9949 0.8788162 1.7467572 22145.336 22208.720
mod Pacific (28.1, Inf] cstar_tref ~ oxygen + phosphate + silicate 13976.6136 14009.5163 0.8976170 1.7904507 22556.465 22619.848
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 14521.4559 14560.9392 0.9445376 1.8738998 23366.511 23442.572
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15038.3644 15080.9800 2.4325779 6.6418805 25911.772 25993.238
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 12999.8313 13039.3146 0.8188276 1.5925851 20642.099 20718.159
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 14472.8203 14512.3036 0.9402356 1.8646070 23282.531 23358.592
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 12859.8745 12899.3577 0.8081414 1.5749426 20442.863 20518.924
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 15065.4287 15101.9564 2.4434625 6.6055435 25893.943 25963.771
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15057.7232 15100.3388 2.4398224 6.6013314 25887.715 25969.181
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14958.0235 15006.7270 2.4020035 6.5140824 25744.585 25837.689
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12833.6763 12879.7401 0.8060053 1.5686004 20382.561 20471.298
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 14957.1992 14999.8148 2.4024373 6.5183428 25745.297 25826.763
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15038.7596 15087.4632 2.4319783 6.5789851 25857.479 25950.583
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12847.8268 12893.8906 0.8070765 1.5709989 20408.126 20496.863
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15042.5301 15085.1457 2.4341349 6.5838571 25861.738 25943.204
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15130.2255 15172.8411 2.4671467 6.5793977 25914.946 25996.413
mod Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 13723.7424 13763.2257 0.8763985 1.7378740 22070.906 22146.966
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 15157.3922 15193.9198 2.4782250 6.5941389 25943.498 26013.326
mod Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + silicate 13750.6842 13790.1674 0.8786176 1.7431009 22120.726 22196.786

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

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 6 7 6 10 10 7 7
(26,26.5] 7 9 7 9 8 7 6
(26.5,26.75] 6 8 5 10 6 7 9
(26.75,27] 6 6 5 10 5 10 8
(27,27.25] 7 8 5 6 6 10 7
(27.25,27.5] 5 4 6 8 7 8 8
(27.5,27.75] 8 2 5 8 10 6 5
(27.75,27.85] 9 2 6 8 8 7 4
(27.85,27.95] 8 NA 6 10 8 5 4
(27.95,28.05] 6 NA 6 10 6 5 8
(28.05,28.1] 7 NA 6 10 5 5 7
(28.1,28.15] 7 10 7 3 4 6 6
(28.15,28.2] 7 7 6 3 10 7 6
(28.2, Inf] 7 10 6 3 10 4 6
total 96.00 — 82.00 108.00 103.00 94.00 91.00
Indian - mod
(-Inf,26] 5 6 4 9 10 6 10
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 6 5 4 10 6 10 8
(26.75,27] 5 8 5 10 6 6 10
(27,27.25] 3 10 3 10 6 4 2
(27.25,27.5] 2 8 3 6 7 5 10
(27.5,27.75] 3 7 4 9 2 4 6
(27.75,27.85] 4 3 3 4 10 8 7
(27.85,27.95] 4 4 3 3 10 9 10
(27.95,28.05] 5 10 5 2 4 4 10
(28.05,28.1] 5 10 5 2 4 4 10
(28.1, Inf] 7 10 5 6 7 10 6
total 54.00 87.00 49.00 81.00 78.00 78.00 99.00
Pacific - mod
(-Inf,26] 6 8 6 7 9 8 10
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 6 5 5 10 5 9 9
(26.75,27] 6 8 6 10 4 5 8
(27,27.25] 6 8 4 10 6 6 7
(27.25,27.5] 4 5 4 6 10 10 6
(27.5,27.75] 4 5 4 6 10 10 6
(27.75,27.85] 5 7 4 4 10 7 6
(27.85,27.95] 6 7 4 3 7 6 10
(27.95,28.05] 5 2 5 8 6 6 10
(28.05,28.1] 4 5 3 10 6 8 7
(28.1, Inf] 5 2 5 10 6 8 4
total 63.00 67.00 56.00 94.00 83.00 93.00 91.00
Atlantic - obs
(-Inf,26] 6 10 7 6 10 6 7
(26,26.5] 8 8 7 10 7 7 5
(26.5,26.75] 6 5 4 10 8 6 10
(26.75,27] 4 8 6 10 6 5 10
(27,27.25] 4 8 6 10 6 5 10
(27.25,27.5] 5 6 5 10 8 6 10
(27.5,27.75] 6 6 6 10 5 10 8
(27.75,27.85] 6 7 5 10 7 10 6
(27.85,27.95] 4 5 4 10 10 10 6
(27.95,28.05] 4 5 6 10 10 10 6
(28.05,28.1] 6 5 4 10 10 6 8
(28.1,28.15] 2 5 8 10 6 6 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 8 5 6 10 10 8 4
total 73.00 88.00 80.00 136.00 111.00 101.00 110.00
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] 6 5 6 10 10 4 8
(27.75,27.85] 6 6 5 10 9 5 9
(27.85,27.95] 6 5 5 10 9 5 9
(27.95,28.05] 10 6 4 10 5 4 6
(28.05,28.1] 10 6 4 10 3 6 6
(28.1, Inf] 10 6 4 10 6 5 6
total 84.00 72.00 52.00 120.00 91.00 68.00 96.00
Pacific - obs
(-Inf,26] 7 7 7 10 9 6 7
(26,26.5] 5 7 6 10 7 7 9
(26.5,26.75] 7 8 4 10 6 5 9
(26.75,27] 6 9 6 10 4 4 8
(27,27.25] 6 5 4 10 10 6 8
(27.25,27.5] 6 5 4 10 10 6 8
(27.5,27.75] 6 5 6 10 10 4 8
(27.75,27.85] 6 5 6 10 4 8 8
(27.85,27.95] 6 6 5 10 5 8 9
(27.95,28.05] 7 5 4 10 7 9 7
(28.05,28.1] 6 7 4 10 7 10 6
(28.1, Inf] 8 5 3 10 7 7 8
total 76.00 74.00 59.00 120.00 86.00 80.00 95.00

8.4 RMSE alternatives

8.4.1 AIC

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

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

Version Author Date
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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
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
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
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
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
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_grid, lon_grid) %>% 
  summarise(.resid_mean = mean(.resid)) %>% 
  ungroup()

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

spatial_residual %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  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 ~ .)
  )
[[1]]

Version Author Date
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
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
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
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
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
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_grid, lon_grid, .resid_mean) %>% 
  arrange(era) %>% 
  group_by(data_source, gamma_slab, lat_grid, lon_grid) %>% 
  mutate(.resid_mean_offset = .resid_mean - lag(.resid_mean)) %>% 
  ungroup() %>% 
  drop_na()

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

spatial_residual_offset %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  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")
  ) +
    geom_raster(data = spatial_obs,
                aes(lon, lat))
  )
[[1]]

Version Author Date
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
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
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
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
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
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
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
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
6c0fee8 jens-daniel-mueller 2021-12-23 

[[3]]

Version Author Date
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
6c0fee8 jens-daniel-mueller 2021-12-23 

[[4]]

Version Author Date
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
6c0fee8 jens-daniel-mueller 2021-12-23 

[[5]]

Version Author Date
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
6c0fee8 jens-daniel-mueller 2021-12-23 

[[6]]

Version Author Date
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
6c0fee8 jens-daniel-mueller 2021-12-23 

[[7]]

Version Author Date
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
6c0fee8 jens-daniel-mueller 2021-12-23 

[[8]]

Version Author Date
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 

[[9]]

Version Author Date
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 

[[10]]

Version Author Date
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
6c0fee8 jens-daniel-mueller 2021-12-23 

[[11]]

Version Author Date
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
6c0fee8 jens-daniel-mueller 2021-12-23 

[[12]]

Version Author Date
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
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[[25]]

Version Author Date
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
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da28869 jens-daniel-mueller 2021-12-23
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Version Author Date
6c4f087 jens-daniel-mueller 2022-04-11
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da28869 jens-daniel-mueller 2021-12-23
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Version Author Date
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
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Version Author Date
6c4f087 jens-daniel-mueller 2022-04-11
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da28869 jens-daniel-mueller 2021-12-23
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[[29]]

Version Author Date
6c4f087 jens-daniel-mueller 2022-04-11
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Version Author Date
6c4f087 jens-daniel-mueller 2022-04-11
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Version Author Date
6c4f087 jens-daniel-mueller 2022-04-11
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[[32]]

Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[71]]

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

[[72]]

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

9 VIF

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

Version Author Date
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
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_0.4.12       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