Last updated: 2022-10-25

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 120

5 Fit all models

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

  • cstar_tref

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

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

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

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

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

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

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

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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1014.2711 1036.8514 3.5607186 8.3805210 2398.457 2445.073
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1013.8922 1036.4724 3.5570929 8.0514981 2366.064 2412.680
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1955.1163 1981.4064 5.2197418 10.7857024 3812.854 3864.929
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 917.3852 943.1912 2.7295590 7.2234554 2271.505 2324.781
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1947.4457 1977.4917 5.1404800 10.4373527 3778.046 3837.561
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 982.2718 1004.8521 3.2672308 7.8070299 2339.046 2385.662
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 1994.3418 2016.8763 5.5715776 11.1671632 3853.201 3897.837
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1994.0486 2020.3388 5.5513976 11.0680384 3846.553 3898.628
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1014.3784 1036.9586 3.5617450 8.3094445 2391.661 2438.277
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1939.7312 1966.0214 5.0942092 10.5854169 3789.518 3841.593
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 918.9050 944.7109 2.7407329 7.4884111 2298.185 2351.461
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1931.5380 1961.5839 5.0127063 10.2652387 3757.195 3816.710
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 983.1421 1005.7223 3.2748830 8.0792855 2365.862 2412.478
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 1990.2690 2012.8034 5.5357878 11.1132579 3847.221 3891.857
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1989.8696 2016.1598 5.5148115 11.0204531 3841.200 3893.275
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1934.3749 1960.6651 5.0512178 10.5221764 3781.990 3834.065
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 918.5979 944.4038 2.7384712 7.6020694 2308.926 2362.202
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1925.7009 1955.7468 4.9666225 10.2110649 3750.452 3809.967
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 983.4746 1006.0548 3.2778112 8.1773737 2375.177 2421.794
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 921.8998 944.4800 2.7777804 7.9385631 2337.392 2384.008
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4045.3851 4077.1622 4.4544873 9.9383629 7735.629 7798.055
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4266.9226 4298.7400 5.1362433 10.7854401 8401.714 8464.913
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 4167.7514 4195.0234 4.7899263 10.7048029 8360.655 8414.825
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4125.6679 4157.4854 4.6406104 10.5531742 8320.060 8383.259
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3981.5006 4013.2777 4.2535447 9.7353100 7671.291 7733.718
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3976.0346 4012.3513 4.2306606 9.5907743 7641.389 7712.733
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4147.8839 4179.7013 4.7152675 10.6731266 8352.258 8415.457
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3983.2096 4014.9867 4.2588003 9.7957656 7684.803 7747.229
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4133.1244 4164.9418 4.6655351 10.2208523 8245.996 8309.195
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3983.0969 4019.4136 4.2523040 9.6486419 7656.385 7727.729
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4111.1995 4147.5623 4.5860319 10.1394935 8225.634 8297.862
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4163.6593 4195.4768 4.7690091 10.7699472 8377.457 8440.656
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3995.6978 4027.4749 4.2974025 9.8910456 7709.289 7771.715
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4151.4724 4183.2899 4.7274389 10.3295974 8275.327 8338.526
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3996.2274 4032.5441 4.2928393 9.7488747 7682.476 7753.820
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4128.8535 4165.2163 4.6445644 10.2437139 8254.005 8326.233
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 4031.0952 4058.3327 4.4151067 9.9838809 7737.437 7790.945
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4028.7320 4060.5091 4.4012094 9.8677061 7715.237 7777.663
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4270.3543 4302.1717 5.1489212 10.8085680 8407.563 8470.762
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4027.2763 4059.0534 4.3965827 9.8880250 7719.145 7781.571
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2947.5758 2977.6685 3.5871671 6.4247682 5526.873 5586.756
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2997.2834 3027.3761 3.7548559 6.5723973 5569.188 5629.071
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 3038.9162 3064.7099 3.9084996 6.7265717 5609.017 5660.346
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3043.7733 3073.8659 3.9187768 6.8142509 5644.108 5703.991
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4355.6299 4388.2000 3.9833096 8.7955759 8214.907 8278.740
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2965.0696 2999.4612 3.6386159 6.3155828 5485.645 5554.082
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4299.1866 4336.4095 3.8359137 8.5766834 8141.214 8214.166
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3035.2853 3065.3780 3.8883236 6.5988716 5566.850 5626.733
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4357.1887 4389.7587 3.9873174 8.7288822 8197.432 8261.265
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4356.5158 4389.0858 3.9855868 8.7595768 8205.523 8269.356
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2983.9448 3018.3364 3.7022914 6.3613517 5497.526 5565.964
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4289.5607 4326.7836 3.8121656 8.5180863 8122.100 8195.052
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3044.2342 3074.3268 3.9204372 6.6091701 5567.379 5627.262
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4340.9291 4373.4991 3.9457088 8.6516566 8171.476 8235.309
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2964.4545 2994.5471 3.6432504 6.3860349 5508.339 5568.222
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4342.7168 4375.2869 3.9502624 8.7205690 8190.732 8254.565
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 4360.7208 4388.6380 4.0015741 8.7896626 8211.521 8266.235
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2985.8438 3015.9364 3.7155828 6.4540270 5528.078 5587.961
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4335.3698 4367.9399 3.9315824 8.7064420 8184.612 8248.445
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 4347.3466 4375.2638 3.9671950 8.7658502 8200.981 8255.695
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4133.4409 4167.1810 2.2925497 4.5737761 7589.203 7655.440
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4222.9619 4256.7020 2.4073577 4.8386289 7776.441 7842.679
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 4378.8927 4407.8128 2.6240962 5.1078290 7963.120 8019.895
mod Atlantic (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4423.6357 4457.3758 2.6860397 5.4997304 8201.206 8267.443
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4158.6497 4197.2099 2.3217777 4.6177760 7626.313 7702.013
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5068.8792 5107.3162 3.9828288 8.9599004 9487.503 9562.663
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 4380.7862 4414.5263 2.6239437 5.0628921 7939.102 8005.339
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 5069.4906 5103.1229 3.9885982 9.0402146 9507.760 9573.525
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5146.6896 5180.3219 4.1629880 9.1041116 9552.759 9618.524
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4213.7926 4252.3528 2.3927253 4.7825890 7742.921 7818.621
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5056.5371 5094.9740 3.9556731 8.8731499 9457.622 9532.781
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4421.0893 4454.8294 2.6823087 5.2061147 8031.869 8098.107
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5056.3863 5090.0186 3.9597298 8.9428977 9474.793 9540.557
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4201.7354 4235.4755 2.3796257 4.7144380 7693.114 7759.351
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5067.8351 5101.4674 3.9849397 8.9716346 9487.272 9553.036
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 5074.1593 5102.9870 4.0033699 9.1328491 9532.700 9589.069
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 5146.7892 5175.6169 4.1678360 9.1307866 9557.276 9613.646
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4261.2343 4294.9744 2.4581790 4.8856689 7812.326 7878.563
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5059.6317 5093.2640 3.9668599 8.9140424 9467.486 9533.250
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 5070.8869 5099.7146 3.9961145 9.1076390 9524.322 9580.692
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8437.0367 8473.7513 4.8897524 9.8329190 14925.400 14996.962
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8439.0107 8480.9702 4.8897069 9.8288757 14927.638 15009.423
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5577.2379 5612.9956 2.3568957 4.6807725 10092.967 10163.044
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 5733.5859 5769.3436 2.5125987 4.7347549 10160.245 10230.322
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8505.8362 8542.5508 5.0113001 9.8540906 14950.174 15021.736
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5496.5024 5537.3684 2.2784443 4.2387486 9675.659 9755.746
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8434.1955 8476.1551 4.8813114 9.6855213 14863.369 14945.154
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 5749.9923 5785.7500 2.5295223 5.0397602 10419.231 10489.308
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5666.6244 5702.3821 2.4446923 4.6522474 10080.165 10150.241
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8517.1746 8553.8892 5.0316196 9.7840949 14921.113 14992.675
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5492.7451 5533.6111 2.2749442 4.2567964 9693.656 9773.744
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8443.5475 8485.5071 4.8976305 9.6024269 14827.848 14909.633
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 5747.2743 5777.9237 2.5287793 4.7614858 10181.359 10241.425
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 8515.9785 8547.4482 5.0330634 9.9044590 14970.955 15032.294
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5696.7920 5732.5497 2.4750554 4.5090944 9947.426 10017.503
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8433.4545 8470.1691 4.8835051 9.6942394 14863.540 14935.102
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 5683.3048 5713.9543 2.4634495 4.7134951 10132.784 10192.850
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 8524.3529 8555.8225 5.0481283 9.8345610 14941.570 15002.909
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5654.0438 5689.8015 2.4321404 4.4419175 9880.799 9950.876
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8444.1221 8480.8367 4.9021327 9.6142556 14829.762 14901.324
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9328.5685 9366.2434 4.3893662 8.7196926 17580.933 17655.456
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 9294.8649 9332.5398 4.3435776 8.6350196 17521.468 17595.991
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9258.8656 9301.9226 4.2925256 8.5667731 17476.003 17561.172
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9350.3673 9388.0422 4.4192380 8.7364586 17594.075 17668.598
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 8678.1459 8710.6693 3.2404620 6.6709775 16984.504 17049.158
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 9143.6808 9181.6249 3.7228847 6.9878870 17297.359 17372.788
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9346.1947 9383.8695 4.4135044 8.5936848 17497.775 17572.298
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9315.1558 9358.2128 4.3683674 8.5359856 17460.141 17545.310
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 8661.3210 8699.2651 3.2222495 6.5630718 16886.807 16962.236
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 9418.5227 9456.1975 4.5139521 8.7409970 17601.944 17676.467
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8997.9380 9035.8821 3.5639279 6.5576314 16880.265 16955.694
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 9072.4053 9104.9288 3.6464630 7.1653972 17458.364 17523.017
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 9385.1333 9422.8082 4.4673006 8.6099466 17510.954 17585.477
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9353.2301 9396.2871 4.4204245 8.5440910 17467.936 17553.105
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8526.3683 8564.3123 3.0946497 6.4168169 16734.339 16809.768
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 9316.5422 9349.0657 3.9229839 7.2219505 17500.592 17565.245
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9310.8744 9348.8184 3.9139880 7.1777257 17463.341 17538.770
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9388.2970 9425.9719 4.4717001 8.7404593 17599.764 17674.288
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 9218.6759 9251.1993 3.8097030 6.8362721 17133.156 17197.809
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9219.3561 9257.3002 3.8081980 6.8276795 17128.502 17203.931
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9396.9740 9434.7954 4.2206157 8.6945597 18355.136 18430.303
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13726.7014 13767.6138 3.5527404 6.3543028 26221.395 26303.209
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 13617.5260 13652.5938 3.4789167 6.1130175 25796.126 25866.252
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9393.0818 9436.3063 4.2130453 8.6789130 18347.705 18433.609
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12405.0218 12445.9342 2.7422246 5.1837229 24198.683 24280.497
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9451.7599 9489.5813 4.2916611 8.7595394 18405.763 18480.929
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 13913.5822 13942.8054 3.6881226 6.6073500 26613.935 26672.373
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 12696.0031 12731.0709 2.9042402 5.6122157 25015.556 25085.682
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 13799.6307 13840.5431 3.6038687 6.5385864 26530.952 26612.766
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 13776.5867 13811.6545 3.5890404 6.3415822 26179.324 26249.450
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9390.9998 9434.2242 4.2103734 8.6568305 18332.267 18418.172
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12543.7167 12584.6291 2.8177629 5.3682713 24559.975 24641.789
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 9450.5713 9488.3927 4.2901071 8.7397630 18392.044 18467.210
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 14032.3658 14067.4335 3.7734826 6.7207122 26783.368 26853.494
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9390.7629 9433.9874 4.2100696 8.6501925 18327.660 18413.564
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12790.3288 12831.2412 2.9572527 5.6810594 25141.587 25223.401
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9450.5997 9488.4211 4.2901442 8.7345776 18388.471 18463.638
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9396.4643 9434.2858 4.2199604 8.6845330 18348.198 18423.364
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 9457.6291 9490.0475 4.3019635 8.7712339 18410.587 18475.015
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9397.1857 9435.0071 4.2208880 8.6851484 18348.705 18423.871
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 5734.2743 5759.1840 3.4506770 5.4748016 10204.834 10254.526
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 5519.2156 5549.1072 3.1198981 4.9806834 9815.083 9874.714
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5738.4987 5773.3723 3.4510365 5.3340203 10061.271 10130.840
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 5733.7351 5763.6267 3.4466115 5.4069972 10139.103 10198.733
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 5487.0765 5521.9500 3.0708402 4.6722215 9469.667 9539.237
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5910.9452 5945.1151 4.9940177 9.3868360 12105.420 12174.392
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 5786.2516 5816.1432 3.5316759 5.4557650 10152.373 10212.004
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 5911.8779 5941.1664 5.0015418 9.3954736 12104.893 12164.012
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5891.2056 5925.3754 4.9436674 9.3475952 12091.066 12160.037
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 5891.9383 5921.2267 4.9506074 9.3573725 12091.172 12150.290
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5895.8786 5934.9299 4.9504557 9.3430777 12092.258 12171.083
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 5586.4500 5621.3236 3.2158304 4.9158655 9694.584 9764.153
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 5896.6216 5930.7915 4.9574316 9.3512183 12091.567 12160.538
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5892.0794 5931.1307 4.9408103 9.3321300 12087.827 12166.652
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5625.8374 5660.7109 3.2751750 5.0492362 9823.478 9893.048
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5892.9258 5927.0957 4.9480351 9.3407522 12087.352 12156.323
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 5640.8363 5670.7279 3.3011243 5.3318673 10120.251 10179.882
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5928.9019 5963.0718 5.0402655 9.4422104 12127.802 12196.774
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 5679.1570 5709.0486 3.3603784 5.4667606 10235.369 10295.000
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 5928.6911 5957.9796 5.0448970 9.4479761 12126.140 12185.259
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 5893.9299 5919.1891 3.0901426 5.8850718 11213.367 11263.573
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 5846.1446 5876.4557 3.0242562 5.8131166 11162.865 11223.112
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5872.4229 5907.7859 3.0562091 5.9456236 11268.007 11338.295
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 5838.3559 5868.6670 3.0140764 5.6155444 11004.137 11064.384
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9931.9843 9975.4489 4.5405571 8.4333553 19937.912 20025.332
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 5744.8730 5780.2360 2.8920305 5.4536469 10879.155 10949.443
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9932.0351 9970.0666 4.5433113 8.4446121 19943.809 20020.301
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 5948.5194 5978.8306 3.1612999 5.8417013 11179.163 11239.411
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 10278.1598 10316.1913 5.0329148 9.1801423 20509.757 20586.250
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 10280.6590 10313.2574 5.0396148 9.1977395 20519.693 20585.258
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 5893.8064 5924.1175 3.0873033 5.7212149 11086.483 11146.730
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9951.6252 9995.0898 4.5670030 8.4448247 19943.692 20031.112
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 5788.0372 5823.4002 2.9465785 5.5332297 10943.424 11013.712
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 9951.9072 9989.9387 4.5700857 8.4570698 19950.460 20026.953
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 5921.4977 5951.8089 3.1245354 5.7889288 11139.143 11199.390
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9949.1888 9992.6534 4.5637142 8.4407375 19940.515 20027.935
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5809.7359 5845.0989 2.9743872 5.5836383 10984.000 11054.288
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9949.6189 9987.6505 4.5669946 8.4531560 19947.411 20023.903
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 9966.9870 10005.0186 4.5905085 8.5746923 20054.358 20130.850
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 9965.5172 9998.1156 4.5912281 8.5756357 20051.090 20116.655
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 7306.4009 7337.9809 3.1171316 6.3011094 14492.963 14555.974
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12158.9393 12204.0371 4.5198632 8.8693965 24499.443 24589.864
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7301.4956 7338.3389 3.1095988 6.2930472 14489.595 14563.108
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12173.3891 12212.8497 4.5378233 8.8999226 24524.200 24603.318
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 12310.2556 12349.7162 4.6900499 9.1402710 24746.388 24825.506
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 12347.0716 12380.8950 4.7341443 9.1952477 24791.623 24859.438
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7249.7795 7281.3594 3.0558992 6.1524147 14358.797 14421.808
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12210.0209 12255.1188 4.5758684 8.9643954 24588.599 24679.020
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 7225.7882 7262.6315 3.0281956 6.1211852 14333.634 14407.146
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 12227.5178 12266.9785 4.5974271 9.0014140 24619.098 24698.216
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 7225.6598 7257.2398 3.0301821 6.0856862 14297.558 14360.569
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12198.1662 12243.2641 4.5628096 8.9398823 24565.596 24656.016
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7189.9664 7226.8097 2.9904250 6.0373141 14256.004 14329.517
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12216.7015 12256.1621 4.5854544 8.9774085 24596.610 24675.728
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 12303.0708 12342.5314 4.6819333 9.1735600 24778.711 24857.829
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 12304.1264 12337.9498 4.6853835 9.1851039 24785.447 24853.262
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate 7355.9685 7382.2852 3.1739655 6.3403038 14525.064 14577.574
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 7314.3225 7345.9025 3.1257956 6.2787140 14473.594 14536.605
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 7347.9778 7374.2945 3.1650914 6.3098313 14498.018 14550.527
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 7292.8112 7324.3912 3.1023242 6.2235330 14423.942 14486.952
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 3113.7264 3138.5376 1.0519324 1.9238580 5964.389 6014.252
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 3085.3769 3115.1504 1.0369242 1.8355320 5743.399 5803.234
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 3083.9459 3113.7194 1.0362219 1.8701401 5837.844 5897.679
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8741.7657 8778.9909 4.3789250 9.2517374 17529.392 17603.625
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 8764.6789 8796.5861 4.4152703 9.3014351 17558.301 17621.929
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 8684.0880 8721.3132 4.2959240 9.1797317 17478.300 17552.533
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 8701.5673 8733.4746 4.3237782 9.2197076 17501.023 17564.651
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3132.5459 3162.3194 1.0603433 1.9166608 5945.181 6005.017
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8731.6480 8774.1910 4.3613549 9.1877232 17493.290 17578.128
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 3126.7023 3161.4380 1.0564126 1.8765079 5845.560 5915.368
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8749.7683 8786.9935 4.3905671 9.2285216 17516.416 17590.650
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 3145.5839 3175.3573 1.0669093 1.9344822 5987.156 6046.992
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8772.7032 8804.6104 4.4270409 9.2160454 17507.636 17571.265
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8763.2388 8800.4639 4.4102337 9.1957817 17498.062 17572.295
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8682.8386 8725.3816 4.2912949 9.0283890 17389.926 17474.764
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3140.6190 3175.3548 1.0633967 1.8971195 5895.998 5965.806
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8702.3858 8739.6110 4.3220836 9.0714592 17415.039 17489.272
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3145.7125 3170.5237 1.0679852 1.9465279 6013.129 6062.992
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 3128.8435 3158.6169 1.0584861 1.8792947 5847.628 5907.464
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 3142.0785 3171.8519 1.0651400 1.8990300 5895.902 5955.737
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 3992.3576 4025.7772 0.6753366 1.4036720 7823.699 7889.864
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 4265.4828 4298.9024 0.7246151 1.4567142 8114.689 8180.854
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 4443.6852 4477.1048 0.7586896 1.5246259 8449.495 8515.661
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3914.5576 3953.5471 0.6615818 1.3868822 7733.426 7810.619
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 4004.0030 4042.9925 0.6770184 1.4138074 7877.342 7954.534
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10400.7638 10444.8122 4.2021109 8.3252238 19082.195 19168.897
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 10400.0045 10438.5468 4.2035442 8.3283485 19080.689 19156.554
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4033.0464 4072.0359 0.6821078 1.4279517 7948.721 8025.914
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 10326.8187 10359.8550 4.1220917 8.1628878 18942.621 19007.647
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10328.5447 10367.0870 4.1217813 8.1623109 18946.145 19022.010
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10321.4443 10365.4926 4.1114836 8.1460099 18936.501 19023.203
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10319.9826 10358.5249 4.1120919 8.1477853 18933.923 19009.787
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 4062.1426 4095.5621 0.6875993 1.4292115 7956.096 8022.262
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 4374.2365 4407.6560 0.7452236 1.4960318 8310.904 8377.069
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 4093.3134 4126.7329 0.6931484 1.4438687 8029.575 8095.741
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 10365.6536 10393.1838 4.1686210 8.2215659 18988.630 19042.819
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 4416.0557 4449.4753 0.7533034 1.5160025 8407.186 8473.351
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 10367.4009 10400.4371 4.1683314 8.2212121 18992.329 19057.355
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10344.5934 10383.1357 4.1400042 8.1835084 18964.443 19040.307
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 10343.2925 10376.3287 4.1407999 8.1853001 18961.895 19026.921
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 479.2487 507.9214 0.3156396 0.8138855 1333.424 1388.306
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + silicate 951.4372 980.1100 0.4128958 0.9457110 1883.829 1938.711
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 838.1739 866.8466 0.3871328 0.8328963 1562.567 1617.449
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate 860.8111 889.4839 0.3921500 0.9528605 1852.704 1907.585
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 862.7479 891.4206 0.3925823 0.8412157 1594.624 1649.506
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 4026.1687 4053.8570 3.5662801 7.8896615 7705.315 7759.734
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4027.1128 4059.4159 3.5637571 7.8853463 7707.731 7771.221
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3947.6593 3984.5771 3.3744147 7.6943850 7629.801 7702.361
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 3947.2771 3979.5802 3.3780755 7.7001771 7628.046 7691.536
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 873.5107 902.1835 0.3949931 0.8462244 1612.119 1667.001
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 888.8774 917.5501 0.3984609 0.9563328 1874.852 1929.734
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 4016.3761 4044.0644 3.5429497 7.7956893 7674.566 7728.986
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4016.5603 4048.8634 3.5386407 7.7903509 7676.443 7739.932
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3924.8779 3961.7957 3.3232820 7.5718487 7585.820 7658.379
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3924.3336 3956.6367 3.3265260 7.5765363 7583.707 7647.197
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 497.5916 526.2643 0.3189502 0.8214829 1361.756 1416.638
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + silicate 965.2792 993.9519 0.4161596 0.9558455 1912.610 1967.492
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 502.9656 531.6383 0.3199267 0.8252897 1373.678 1428.560
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3940.3048 3972.6079 3.3623261 7.9017219 7683.468 7746.958
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 3939.7172 3967.4055 3.3655105 7.9049516 7680.894 7735.313
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2899.1677 2938.4020 0.4963270 1.0022553 5332.424 5409.475
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 7239.7723 7271.4275 2.9506360 6.3993783 14351.138 14413.978
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2848.2077 2887.4419 0.4900688 0.9915052 5252.213 5329.264
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 7241.4992 7278.4303 2.9503572 6.3990563 14354.831 14428.144
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 7224.7617 7266.9686 2.9312902 6.3792970 14339.557 14423.344
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2880.1547 2919.3890 0.4939828 0.9874499 5231.612 5308.664
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7223.3259 7260.2569 2.9318625 6.3798707 14336.122 14409.436
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3065.7550 3099.3844 0.5176058 1.0266378 5517.072 5583.116
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 2889.1043 2928.3385 0.4950849 1.0008060 5321.018 5398.069
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 7242.2533 7273.9085 2.9531702 6.3979233 14350.526 14413.366
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2835.7622 2874.9964 0.4885524 0.9898687 5238.981 5316.033
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7243.2837 7280.2148 2.9521795 6.3969145 14353.543 14426.856
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7217.7496 7259.9565 2.9241866 6.3682635 14329.498 14413.284
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 2861.8812 2901.1155 0.4917402 0.9849125 5211.378 5288.430
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 7216.0408 7252.9718 2.9244812 6.3685589 14325.790 14399.103
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2905.0087 2944.2430 0.4970494 1.0033111 5340.426 5417.478
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2853.3113 2892.5456 0.4906920 0.9923701 5258.897 5335.948
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7230.0254 7272.2323 2.9366340 6.3474382 14315.834 14399.621
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2882.6155 2921.8498 0.4942856 0.9880863 5236.290 5313.341
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7228.0299 7264.9609 2.9366385 6.3474432 14311.839 14385.152
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 2629.5423 2654.8539 3.2810888 6.3527078 5660.421 5712.053
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2613.1811 2642.7113 3.2216295 6.1352909 5583.340 5643.578
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2648.3649 2677.0828 4.6079284 9.9614919 5957.255 6015.909
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2244.2320 2277.9808 2.2264671 4.7448863 5043.205 5112.049
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2601.4404 2634.2608 4.3625333 9.3650020 5840.158 5907.192
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2249.8678 2279.3980 2.2434646 4.8176869 5072.877 5133.115
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2611.2997 2640.0176 4.4207900 9.5607337 5876.863 5935.518
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 2619.1469 2644.4585 3.2472916 6.2743866 5632.679 5684.312
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2604.7412 2634.2714 3.1946611 6.0636366 5556.539 5616.777
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2646.5954 2675.3133 4.5988167 9.9297372 5950.975 6009.630
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2243.2955 2277.0443 2.2243913 4.7007773 5022.273 5091.117
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2603.5959 2636.4164 4.3730646 9.3636402 5839.781 5906.815
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2250.2975 2279.8277 2.2444251 4.7779782 5054.388 5114.627
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2615.0999 2643.8178 4.4396219 9.5651648 5877.678 5936.333
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2658.6932 2687.4111 4.6614721 9.7917971 5922.264 5980.918
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 2662.0977 2686.7131 4.6897373 9.8877552 5937.615 5987.891
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2651.4176 2680.9478 3.3466889 6.5606011 5738.093 5798.332
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2655.1895 2683.9074 4.6432386 9.7286111 5909.396 5968.050
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 2685.4313 2710.7429 3.4689143 6.6834987 5770.356 5821.988
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 2659.1823 2683.7976 4.6744685 9.8347562 5926.949 5977.224
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1923.3133 1946.7943 3.2024536 6.9991640 5453.741 5503.982
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1998.5729 2026.9376 2.4989063 5.3660068 5528.098 5588.429
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1912.0894 1939.4839 3.1457336 6.8254765 5404.526 5463.140
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1400.9835 1433.4002 1.2342381 3.0539274 4286.017 4354.967
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1900.1843 1931.4924 3.0871753 6.6344283 5347.758 5414.745
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1458.4425 1486.8071 1.3236665 3.1490727 4345.936 4406.268
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1924.4131 1951.8077 3.1985604 6.9317835 5435.290 5493.904
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1922.5911 1946.0721 3.1993297 6.9736850 5445.472 5495.712
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1986.2702 2014.6348 2.4629981 5.3122395 5506.910 5567.241
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1909.7424 1937.1369 3.1357725 6.7911546 5393.690 5452.304
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1401.5879 1434.0047 1.2351160 3.0502970 4283.094 4352.044
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1900.6281 1931.9362 3.0890273 6.6230637 5343.431 5410.418
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1459.3557 1487.7203 1.3250894 3.1459918 4343.337 4403.668
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1924.2328 1951.6273 3.1977811 6.9137094 5429.176 5487.789
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1408.2816 1436.6462 1.2478134 3.1235378 4334.443 4394.774
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1914.3744 1941.7689 3.1554621 6.7169955 5365.082 5423.696
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 1462.0858 1486.3983 1.3324838 3.2761728 4436.860 4488.573
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1402.3834 1430.7480 1.2391848 3.1004304 4317.526 4377.857
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1913.7544 1941.1489 3.1528196 6.6984551 5358.745 5417.359
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 1458.7730 1483.0856 1.3273008 3.2500094 4418.115 4469.827
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 2452.3390 2476.9811 3.6641198 6.8196340 7076.629 7130.072
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1419.4009 1447.1099 1.4870955 3.0548623 4198.915 4258.871
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2431.5913 2460.3404 3.5724678 6.7210480 7053.930 7116.280
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1103.9646 1135.6320 0.9867886 2.1014864 3380.697 3449.218
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2405.9236 2438.7798 3.4640773 6.6122553 7030.033 7101.290
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1236.8079 1264.5168 1.1745870 2.2906576 3513.362 3573.317
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2438.4521 2467.2013 3.5998667 6.7546605 7064.332 7126.682
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 2453.6997 2478.3419 3.6696764 6.7845973 7054.735 7108.178
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1414.7500 1442.4589 1.4781864 3.0416826 4190.227 4250.183
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2432.6497 2461.3988 3.5766810 6.6827528 7030.576 7092.926
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1107.8498 1139.5172 0.9917543 2.1009339 3377.237 3445.758
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2404.9113 2437.7675 3.4601747 6.5661990 7004.810 7076.068
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1239.2561 1266.9651 1.1783082 2.2891543 3508.866 3568.821
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2438.8510 2467.6002 3.6014660 6.7161629 7041.757 7104.108
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1103.9089 1131.6179 0.9892705 2.1902611 3488.995 3548.951
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2427.4395 2456.1887 3.5559893 6.7513465 7076.264 7138.615
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 1235.9915 1259.7421 1.1763847 2.4264662 3678.370 3729.760
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1106.0950 1133.8039 0.9920685 2.1806256 3475.779 3535.735
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2420.7682 2449.5173 3.5296693 6.6697204 7038.235 7100.586
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1237.4610 1261.2116 1.1786202 2.4161684 3664.926 3716.316
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2019.5933 2049.3566 1.6706826 3.6590193 5980.681 6044.344
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1940.5215 1974.5367 1.5451614 3.1115127 5456.568 5529.324
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4098.0365 4134.8027 3.9327454 7.3348881 11388.519 11467.101
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 2041.6658 2071.4291 1.7065891 3.6767950 5985.587 6049.249
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 4096.4328 4128.6033 3.9338101 7.3366172 11385.453 11454.212
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4093.1449 4120.7196 3.9303510 7.3525586 11395.810 11454.747
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2019.5007 2049.2640 1.6705335 3.6548956 5976.839 6040.501
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4094.5674 4126.7379 3.9288010 7.3507016 11398.986 11467.745
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1942.0917 1976.1069 1.5475006 3.1130502 5457.178 5529.935
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4094.2409 4131.0071 3.9225625 7.3183429 11379.572 11458.154
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2042.0775 2071.8408 1.7072662 3.6775972 5986.118 6049.780
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4093.3092 4125.4797 3.9254260 7.3214066 11376.803 11445.562
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 2029.3262 2054.8376 1.6896741 3.6790211 5989.366 6043.934
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1944.2524 1974.0157 1.5537160 3.1952523 5546.159 5609.821
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4097.0859 4129.2564 3.9355655 7.3411247 11388.331 11457.090
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 4095.1230 4122.6977 3.9356652 7.3424790 11385.382 11444.318
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 2027.1477 2052.6591 1.6861315 3.6720476 5983.953 6038.520
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1944.2527 1974.0160 1.5537165 3.1895020 5539.582 5603.244
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4094.4778 4126.6483 3.9285606 7.3290678 11381.637 11450.396
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 4092.6170 4120.1917 3.9289341 7.3301212 11378.327 11437.263
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 2641.4570 2667.8486 2.1568087 4.2889169 6679.149 6734.519
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3078.6852 3109.1292 3.5253584 6.8549847 7329.512 7392.818
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 3090.3805 3116.4753 3.5678155 6.9274029 7353.683 7407.946
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 2639.7857 2666.1772 2.1538119 4.2854200 6677.044 6732.414
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 3087.9940 3118.4379 3.5541614 6.9225765 7357.537 7420.843
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate 2641.0326 2663.0255 2.1596377 4.2919576 6676.908 6723.050
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 2642.7381 2669.1297 2.1591088 4.2295316 6626.117 6681.488
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 2671.3230 2697.7146 2.2110701 4.3486962 6713.797 6769.167
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2653.2637 2684.0538 2.1744773 4.2092139 6606.478 6671.076
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 3091.2253 3117.3201 3.5704511 6.9370060 7357.876 7412.138
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3091.9091 3122.3531 3.5663458 6.9100026 7349.531 7412.837
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3076.8374 3111.6305 3.5135209 6.8355416 7325.968 7398.318
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 3081.4837 3111.9277 3.5339928 6.8930502 7346.532 7409.837
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 2667.7813 2694.1729 2.2045647 4.3381283 6706.736 6762.106
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2648.0516 2678.8418 2.1650689 4.1995294 6601.015 6665.613
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3102.0264 3132.4704 3.5980256 6.9974286 7386.368 7449.674
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3089.5475 3124.3406 3.5527745 6.9211305 7361.063 7433.412
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3092.4653 3122.9092 3.5680799 6.9944182 7389.561 7452.867
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 2632.0367 2658.4283 2.1399715 4.2684016 6666.535 6721.905
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2628.1258 2658.9160 2.1294739 4.1647591 6581.839 6646.437
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 4200.0362 4227.9068 3.6843788 7.3695825 9974.464 10032.119
obs Indian (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 4203.6687 4231.5392 3.6930908 7.4159920 9999.632 10057.287
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4188.0941 4220.6098 3.6511305 7.2718876 9927.190 9994.454
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4190.6768 4223.1925 3.6572669 7.2906220 9937.122 10004.387
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 3045.2783 3073.3559 1.6264294 3.1560364 7556.515 7615.232
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3000.2227 3032.9799 1.5790596 3.0636718 7440.607 7509.111
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4185.0831 4222.2438 3.6392539 7.2593537 9925.794 10002.668
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 4190.6605 4223.1762 3.6572281 7.3870964 9992.580 10059.844
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 3098.0829 3126.1605 1.6812806 3.1751159 7551.579 7610.297
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 3048.0496 3076.1272 1.6292630 3.1583169 7558.404 7617.121
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3000.7765 3033.5337 1.5796090 3.0625744 7438.453 7506.957
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4191.7043 4228.8650 3.6549549 7.2880861 9940.019 10016.893
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 3109.6602 3137.7377 1.6935517 3.2224275 7619.730 7678.447
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3084.8914 3117.6486 1.6653135 3.1550852 7533.741 7602.245
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4205.6354 4238.1510 3.6930109 7.3274461 9952.709 10019.974
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate 2987.6887 3011.0867 1.5706177 3.1886711 7634.085 7683.016
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4200.8761 4233.3917 3.6816006 7.3662335 9976.976 10044.240
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 2972.2859 3000.3635 1.5535421 3.1710714 7619.892 7678.609
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate 3004.0332 3027.4312 1.5868256 3.1831395 7617.424 7666.355
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4205.5738 4238.0894 3.6928630 7.4155048 10003.389 10070.654
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate 4609.5000 4634.6233 1.8721779 3.4647769 10502.303 10554.191
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 4620.0401 4645.1634 1.8809765 3.4750802 10515.791 10567.680
mod Indian (27.5,27.75] cstar_tref ~ phosphate + nitrate 4664.8164 4684.9150 1.9205258 3.5195886 10568.265 10609.776
mod Indian (27.5,27.75] cstar_tref ~ phosphate + nitrate + silicate 4614.5944 4639.7176 1.8764254 3.4400690 10450.113 10502.002
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5286.8836 5321.0678 3.6050433 6.9277780 12269.356 12339.891
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate 4619.0283 4649.1762 1.8784581 3.4033843 10378.270 10440.536
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5298.1457 5332.3300 3.6259029 6.9569377 12287.255 12357.790
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate 4617.2255 4642.3488 1.8786229 3.4775688 10522.445 10574.334
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 5302.3313 5331.6321 3.6374110 6.9695707 12290.339 12350.797
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5259.8858 5298.9535 3.5518848 6.8313947 12209.528 12290.140
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 5278.3877 5312.5719 3.5893868 7.0135109 12340.814 12411.349
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5276.2513 5315.3190 3.5817889 6.8732826 12235.596 12316.207
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5297.2061 5331.3903 3.6241579 7.0715651 12377.658 12448.193
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 5304.0385 5338.2227 3.6368654 6.9647559 12290.636 12361.171
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5258.9045 5293.0887 3.5537389 7.0144427 12349.597 12420.131
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 4279.9425 4310.0904 1.6154482 3.1887315 10136.649 10198.915
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 4743.8550 4768.9783 1.9874827 3.7348087 10926.128 10978.016
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5277.2627 5311.4470 3.5873188 7.0824697 12394.301 12464.836
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 4262.9489 4293.0968 1.6032823 3.1562765 10079.132 10141.398
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 4643.5183 4668.6415 1.9007244 3.4980525 10545.578 10597.467
mod Indian (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 2455.5035 2477.4379 1.8956581 4.1478589 5798.388 5843.403
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 2255.2979 2281.6191 1.5989695 2.9775681 4866.867 4920.885
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 2464.6287 2490.9500 1.9070619 3.6068650 5389.108 5443.126
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 2166.0496 2192.3709 1.4832483 2.5941202 4455.031 4509.048
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 2597.2568 2623.5781 2.1323050 4.1318793 5764.395 5818.413
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2745.7959 2775.7193 3.1688667 6.2509862 6337.442 6399.253
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2705.8074 2740.0055 3.0460230 6.0836212 6278.995 6349.636
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 2164.8743 2195.5824 1.4792892 2.5863062 4450.662 4513.683
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 2713.4322 2743.3555 3.0737542 6.3027443 6370.530 6432.341
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 2588.0358 2614.3571 2.1158186 4.0845415 5731.943 5785.961
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2759.4652 2789.3885 3.2099176 6.2987507 6354.170 6415.981
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2714.0675 2748.2656 3.0698069 6.1115157 6289.157 6359.798
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2162.8642 2193.5723 1.4767883 2.5752180 4437.017 4500.038
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2719.5905 2749.5139 3.0916301 6.3070899 6370.784 6432.595
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2704.7036 2734.6269 3.0485945 6.2089293 6331.584 6393.395
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 2457.0165 2483.3378 1.8948812 4.1391496 5796.630 5850.647
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 2713.0602 2738.7088 3.0784698 6.3246372 6375.618 6428.598
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2713.9591 2743.8824 3.0752797 6.2432688 6344.241 6406.052
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 2458.8024 2485.1237 1.8977320 4.1385323 5796.105 5850.123
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 2717.7753 2743.4238 3.0921679 6.3296516 6376.567 6429.547
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 2810.0091 2837.5426 1.6576722 3.5883119 6286.095 6341.986
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2942.3876 2974.5101 1.8131818 3.5008811 6196.152 6261.358
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3905.9719 3934.0570 2.7841838 5.5722403 8664.770 8722.125
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3907.1161 3939.8821 2.7826895 5.5702904 8667.597 8734.511
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3898.6862 3936.1330 2.7645410 5.5390109 8651.998 8728.471
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 2790.3522 2822.4747 1.6331647 3.2969451 6020.308 6085.514
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3896.7102 3929.4762 2.7645827 5.5399433 8648.645 8715.559
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 2981.5257 3009.0592 1.8652148 3.5534906 6233.860 6289.751
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 3080.1670 3107.7005 1.9961445 3.6838640 6331.951 6387.842
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 3001.0857 3028.6192 1.8904762 3.7234715 6390.602 6446.493
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2935.1853 2967.3078 1.8042226 3.4919106 6188.939 6254.145
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3922.4171 3959.8640 2.8060065 5.6037257 8691.934 8768.408
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2785.9122 2818.0347 1.6281852 3.2904892 6014.387 6079.593
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3920.4435 3953.2095 2.8060530 5.6037795 8687.966 8754.880
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 2976.0931 3003.6266 1.8582588 3.5462301 6228.126 6284.017
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 3111.7071 3139.2406 2.0399178 3.7162699 6352.219 6408.110
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 3906.3280 3934.4131 2.7848058 5.6158760 8694.858 8752.213
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3896.9012 3929.6672 2.7649140 5.5540370 8658.442 8725.356
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 3895.3698 3923.4549 2.7657269 5.5569247 8656.355 8713.710
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3921.7950 3954.5610 2.8084331 5.6196338 8698.648 8765.562
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 3141.6634 3171.3337 1.0926506 2.0710433 6484.336 6544.507
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 3142.6757 3177.2911 1.0921309 2.0686038 6482.666 6552.865
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 6381.0375 6412.0675 2.7924753 5.6119901 13180.049 13242.466
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6328.1869 6364.3885 2.7342698 5.5513092 13126.770 13199.591
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6313.0551 6354.4284 2.7163400 5.5173075 13097.824 13181.048
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6374.2127 6410.4143 2.7830278 5.5875416 13160.479 13233.300
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 3142.6550 3172.3253 1.0931726 2.1556495 6681.882 6742.052
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 3141.2587 3170.9290 1.0924376 2.0723522 6487.637 6547.808
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3142.1594 3176.7748 1.0918593 2.0697115 6485.515 6555.714
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6387.2655 6428.6388 2.7948656 5.6554697 13230.266 13313.490
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 2978.6197 3008.2900 1.0101199 2.1012021 6581.183 6641.353
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate 3150.8758 3175.6010 1.0985679 2.0868290 6515.474 6565.616
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 3143.4871 3173.1574 1.0936109 2.0792212 6503.682 6563.853
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 6381.1687 6407.0270 2.7947617 5.6326826 13196.165 13248.180
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 6362.9556 6393.9856 2.7731518 5.5996858 13168.839 13231.257
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6364.7303 6400.9319 2.7729119 5.5739720 13147.591 13220.411
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 6380.3149 6411.3448 2.7917004 5.5964507 13164.814 13227.232
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 3149.5201 3174.2454 1.0978507 2.0869078 6516.038 6566.180
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 3142.5502 3172.2205 1.0931174 2.0799183 6505.623 6565.794
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6432.6541 6468.8557 2.8461932 5.7083249 13275.131 13347.951
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4617.2750 4651.1738 2.8220160 5.7138774 9191.057 9258.719
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 4649.9480 4679.0041 2.8747155 5.7754238 9227.344 9285.340
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1306.3700 1333.6334 0.6140143 1.0854300 2485.486 2541.395
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1227.2892 1259.0966 0.5792225 1.0498829 2405.599 2470.826
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4609.1062 4638.1623 2.8127418 5.7216404 9191.685 9249.681
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4588.1370 4622.0358 2.7784772 5.6871663 9172.583 9240.245
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4569.5450 4608.2865 2.7481136 5.5734401 9102.545 9179.873
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4605.5898 4639.4886 2.8044743 5.6366545 9141.043 9208.705
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1306.7730 1334.0365 0.6141923 1.0858996 2486.971 2542.880
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1228.1804 1259.9878 0.5795940 1.0505267 2407.503 2472.730
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4608.9659 4647.7073 2.8065344 5.7005603 9186.123 9263.451
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4638.8966 4672.7954 2.8547641 5.7610411 9221.818 9289.480
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 1349.0682 1371.7877 0.6340800 1.1070207 2531.836 2578.427
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 1349.8279 1377.0913 0.6335145 1.1062019 2533.659 2589.567
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1269.2281 1296.4916 0.5978246 1.0707607 2453.979 2509.888
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4655.5522 4689.4509 2.8802495 5.7324201 9203.933 9271.595
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4659.5852 4688.6413 2.8895369 5.7428381 9206.694 9264.690
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 1349.3412 1372.0608 0.6342046 1.1071970 2532.301 2578.891
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 1350.1022 1377.3657 0.6336395 1.1064592 2534.422 2590.331
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 1269.6570 1296.9205 0.5980091 1.0709908 2454.577 2510.486
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 12250.2396 12279.3857 2.7633546 5.7051342 24914.871 24973.203
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 6783.8573 6825.4663 0.8039780 1.5919897 13022.488 13105.236
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 12078.5373 12113.5127 2.6694825 5.5346682 24611.519 24681.518
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 6874.7096 6910.3745 0.8173283 1.5827790 12958.198 13029.125
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6848.4175 6890.0265 0.8132372 1.5755750 12912.423 12995.171
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 12091.1127 12126.0881 2.6761701 5.5980205 24723.307 24793.305
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6784.5801 6832.1332 0.8037959 1.5592937 12803.070 12897.639
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 12305.6739 12340.6493 2.7928902 5.8975994 25245.390 25315.388
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6782.9704 6824.5794 0.8038515 1.5594098 12799.882 12882.630
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 12279.3151 12320.1197 2.7771759 5.8603729 25185.807 25267.472
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 12278.9242 12313.8996 2.7780651 5.8671678 25193.110 25263.108
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 6845.0132 6886.6221 0.8127462 1.5748776 12907.590 12990.338
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 12263.1631 12298.1385 2.7693670 5.7997019 25080.044 25150.042
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12264.9156 12305.7202 2.7692307 5.7914664 25070.238 25151.903
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6784.0797 6831.6328 0.8037245 1.5592501 12802.763 12897.332
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12236.8213 12283.4552 2.7526988 5.7701199 25036.067 25129.398
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12241.1953 12281.9999 2.7561920 5.7771156 25044.318 25125.983
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6856.3554 6897.9644 0.8143829 1.5767777 12920.754 13003.502
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6793.8488 6841.4019 0.8051184 1.5608721 12814.124 12908.693
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6783.8591 6825.4680 0.8039782 1.5918970 13021.867 13104.616
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 21130.3065 21172.7258 6.8003281 14.5039551 43015.487 43100.314
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 22186.7878 22229.5419 6.8232557 14.5015349 44562.824 44648.148
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 20619.7281 20668.2073 6.2713699 13.7734868 42339.390 42436.336
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 21798.7357 21847.5975 6.4339841 13.9489165 44037.688 44135.201
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 20898.4739 20940.8932 6.5557757 14.3367577 42846.799 42931.627
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 22573.4782 22616.2322 7.2324167 15.0800894 45090.656 45175.981
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 21055.2921 21097.7115 6.7202157 14.0150711 42595.894 42680.722
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21400.1443 21442.5637 7.0964827 14.3626624 42915.854 43000.681
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 22117.2424 22159.9964 6.7521639 14.0077800 44127.063 44212.387
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20704.0583 20752.5375 6.3554780 13.1156066 41765.535 41862.481
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21868.0289 21916.8906 6.5014789 13.6689580 43800.799 43898.312
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 21018.8974 21061.3168 6.6816883 13.8711168 42467.495 42552.322
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 22566.3657 22609.1197 7.2246738 14.8058174 44860.055 44945.380
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 21075.7075 21118.1268 6.7419246 13.9234922 42517.391 42602.219
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 22699.4987 22742.2527 7.3709915 15.1509167 45160.597 45245.922
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 22168.3520 22211.1061 6.8043374 14.0086922 44132.313 44217.638
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20848.3393 20896.8186 6.5020033 13.3097368 41954.165 42051.111
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21959.7546 22008.6164 6.5919143 13.7269315 43863.164 43960.677
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21139.7640 21182.1834 6.8104960 14.0432444 42626.328 42711.156
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22606.6475 22649.4015 7.2686358 14.8326315 44885.690 44971.015
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 14524.7129 14566.2041 3.3149214 6.5550584 27309.108 27391.258
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 15475.0781 15515.8015 5.4368222 10.1410844 27738.536 27818.686
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 14620.7372 14656.3012 3.3740543 6.6357651 27435.796 27506.210
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 15587.8358 15622.7415 5.5638711 10.5545982 28093.311 28162.011
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15416.3974 15457.1208 5.3729817 9.9541067 27570.363 27650.513
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14013.1546 14060.5732 3.0216431 6.0814805 26517.747 26611.632
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14919.2151 14965.7561 4.8593441 9.2694153 26918.095 27009.695
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 14221.6058 14263.0971 3.1385500 6.2518586 26809.468 26891.617
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 15093.8165 15134.5398 5.0351900 9.7506299 27367.071 27447.222
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15415.6128 15456.3362 5.3721332 10.0058065 27616.660 27696.810
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14197.1161 14244.5347 3.1235895 6.2460277 26801.390 26895.276
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14986.9308 15033.4718 4.9260323 9.4359722 27078.249 27169.849
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14384.9754 14426.4666 3.2324124 6.3985448 27055.649 27137.798
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15152.7825 15193.5059 5.0953096 9.8704688 27477.989 27558.139
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14407.6655 14449.1568 3.2456690 6.3577293 26993.554 27075.703
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15542.4296 15583.1530 5.5110315 10.2804700 27862.687 27942.838
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 14541.4289 14576.9928 3.3261312 6.4739323 27181.522 27251.936
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14497.3881 14538.8794 3.2986233 6.4526613 27149.224 27231.373
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15618.3703 15659.0937 5.5959201 10.4618407 28021.301 28101.451
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 14628.7707 14664.3346 3.3789470 6.5651870 27328.604 27399.018
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 12289.5845 12322.9450 5.9200748 10.7653670 22802.884 22869.055
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12108.7100 12148.6216 3.7245539 7.2159652 21817.406 21895.849
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12155.0990 12194.0195 5.7133526 10.4786045 22612.031 22689.232
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10874.2789 10919.8921 2.8164141 5.7913184 20003.513 20093.162
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12022.1894 12066.6700 5.5161121 10.2811084 22480.934 22569.163
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11030.5435 11070.4551 2.9189926 5.9668851 20245.812 20324.254
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12211.2329 12250.1535 5.7974850 10.8546005 22876.464 22953.664
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12342.2160 12382.1275 3.9264226 7.5766170 22212.443 22290.886
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12162.4869 12201.4074 5.7243553 10.5524653 22665.338 22742.538
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10952.9957 10998.6090 2.8669754 5.8911158 20141.849 20231.498
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12049.1345 12093.6151 5.5549545 10.3819799 22553.198 22641.427
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11096.3426 11136.2541 2.9627319 6.0482987 20356.230 20434.672
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12232.5969 12271.5174 5.8298294 10.9203789 22920.917 22998.117
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12311.0296 12344.3901 5.9532290 10.8764918 22880.266 22946.438
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11254.5761 11294.4876 3.0706180 6.1076571 20456.888 20535.330
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12139.9788 12178.8994 5.6909003 10.6108933 22708.888 22786.088
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 11297.1286 11331.3386 3.1016974 6.1794844 20545.847 20613.083
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11367.0389 11406.9504 3.1496770 6.2463845 20640.017 20718.459
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12199.0190 12237.9396 5.7790742 10.8046191 22842.306 22919.506
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 11395.7629 11429.9728 3.1716271 6.2972011 20700.440 20767.676
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 17400.5784 17430.2778 5.3590012 9.8653570 30482.769 30541.028
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 17222.4463 17258.0856 5.1897804 9.5696837 30179.411 30249.322
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 15367.1163 15403.0699 3.2432789 6.4783113 27939.499 28010.207
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14240.3986 14282.3444 2.6799393 5.4550740 26072.004 26154.496
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17280.6004 17322.1795 5.2419517 9.6341781 30252.124 30333.687
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14131.7933 14179.7315 2.6303008 5.4004907 25956.760 26051.037
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17085.0959 17132.6148 5.0607423 9.4333421 30038.600 30131.815
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 15505.9528 15547.8987 3.3191700 6.5913098 28135.582 28218.075
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14359.1879 14401.1338 2.7342946 5.5356842 26236.406 26318.898
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17353.7806 17395.3597 5.3107294 9.7857185 30408.748 30490.311
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14171.4301 14219.3682 2.6479828 5.4248044 26007.979 26102.256
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 17209.6102 17257.1292 5.1742398 9.6445105 30261.862 30355.077
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 14505.7421 14541.6957 2.8038236 5.6810172 26510.294 26581.002
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 17302.3535 17337.9927 5.2641776 9.6908769 30306.823 30376.734
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14388.6102 14430.5561 2.7479271 5.6142242 26376.782 26459.274
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17090.0704 17131.6495 5.0670334 9.4643121 30066.732 30148.296
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 14611.5017 14647.4553 2.8543979 5.7642007 26670.645 26741.353
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 17370.0397 17405.6789 5.3280302 9.8342428 30454.088 30523.999
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14432.4077 14474.3535 2.7683461 5.6457371 26439.292 26521.784
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17212.4416 17254.0207 5.1786946 9.6748212 30288.474 30370.037
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 17355.6320 17392.4757 3.0299643 5.9818594 33076.336 33149.491
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16900.2520 16943.2362 2.8345885 5.5944854 32200.600 32285.948
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 22129.7162 22173.3934 4.4827765 8.5514982 42289.061 42375.998
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 22131.4636 22168.9012 4.4849943 8.5541183 42289.514 42364.032
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 22120.4052 22157.8428 4.4784525 8.6089452 42385.304 42459.822
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15961.3520 16004.3362 2.4721069 4.9151204 30495.785 30581.133
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 22070.6715 22114.3486 4.4479750 8.5293813 42252.235 42339.172
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15887.5778 15936.7027 2.4449587 4.8290190 30270.607 30368.148
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 22060.5574 22110.4741 4.4408683 8.4830099 42175.118 42274.475
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 22074.2217 22117.8989 4.4500599 8.4997254 42200.057 42286.994
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 22168.0595 22205.4971 4.5067115 8.6639603 42479.047 42553.565
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16128.5345 16171.5187 2.5330758 5.0327997 30807.081 30892.429
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 22125.2369 22168.9141 4.4801268 8.5920119 42359.907 42446.844
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 16067.7525 16116.8774 2.5100059 4.9580788 30617.178 30714.718
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 22111.1230 22161.0397 4.4706078 8.5365329 42267.560 42366.917
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22119.7898 22163.4669 4.4769067 8.5480833 42283.440 42370.377
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 16087.2451 16124.0887 2.5186138 4.9931017 30700.069 30773.225
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16052.7832 16095.7675 2.5052664 4.9380146 30560.773 30646.121
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 16289.1998 16326.0435 2.5938404 5.1365847 31072.906 31146.061
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16268.1368 16311.1210 2.5851372 5.0950984 30972.349 31057.697
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20192.6033 20237.0992 2.5871440 4.6415650 37728.739 37817.459
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21164.9959 21208.9236 3.5778768 6.9711854 40995.139 41082.677
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 20763.2414 20801.3807 2.7670927 5.0120960 39024.114 39100.159
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 21279.0775 21316.7298 3.6311640 7.0774929 41223.563 41298.596
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20033.7294 20078.2253 2.5393259 4.5342218 37329.002 37417.723
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21337.2926 21381.2202 3.6572540 7.1211528 41321.938 41409.476
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 20548.1350 20586.2743 2.6980738 4.8449440 38442.858 38518.904
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 21565.3078 21602.9601 3.7659736 7.3468992 41797.285 41872.317
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 18924.4293 18968.9252 2.2291892 4.0515217 35478.534 35567.254
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21492.5764 21536.5040 3.7303010 7.2708464 41641.454 41728.992
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21073.2410 21123.4440 3.5354101 6.8846715 40807.340 40907.383
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 21080.3779 21124.3056 3.5395264 6.8911763 40817.826 40905.364
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 19030.9964 19069.1357 2.2577902 4.1832435 36034.023 36110.069
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 18879.2054 18923.7012 2.2173826 4.0244673 35364.478 35453.199
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21511.4142 21555.3418 3.7392611 7.2830943 41667.257 41754.795
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21096.3643 21146.5673 3.5458368 6.8980465 40837.065 40937.109
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21103.0413 21146.9689 3.5497574 6.9044448 40847.287 40934.825
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 18989.8253 19027.9646 2.2469011 4.1588975 35935.398 36011.444
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 19555.4705 19599.9664 2.4006478 4.2478051 36220.418 36309.138
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 19791.5686 19829.7079 2.4687144 4.3442784 36579.539 36655.585
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20153.3662 20198.2022 2.3020200 4.2268261 36716.001 36804.878
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 23901.8643 23946.7859 3.3892358 6.4548764 44290.365 44379.366
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 20268.4161 20306.8470 2.3323581 4.3152722 37066.394 37142.574
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 24323.5416 24362.0458 3.5516762 6.7625040 45081.332 45157.618
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20074.9091 20119.7451 2.2819059 4.1577135 36431.772 36520.649
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 24069.3631 24114.2847 3.4525484 6.6601720 44821.141 44910.142
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 20172.2759 20210.7068 2.3074105 4.2344923 36742.340 36818.520
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 24647.8748 24686.3791 3.6812692 7.1138979 45941.648 46017.935
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 19928.8656 19973.7016 2.2449316 3.9867183 35694.188 35783.065
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 23858.8263 23910.1653 3.3724110 6.2466885 43732.139 43833.855
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 24138.6833 24183.6049 3.4790954 6.3804508 44085.234 44174.235
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 19927.5425 19965.9734 2.2451016 3.9869413 35691.108 35767.288
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19939.6557 19984.4918 2.2476428 3.9941019 35726.357 35815.233
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 25263.8478 25302.3520 3.9405523 7.0458470 45753.474 45829.761
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 25263.1872 25308.1089 3.9393940 7.0402932 45743.448 45832.449
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 23824.1532 23875.4922 3.3595150 6.2216263 43663.430 43765.145
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 24059.6667 24104.5883 3.4488513 6.3354714 43965.362 44054.363
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 19938.2221 19976.6530 2.2477852 3.9942814 35723.092 35799.272
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 19951.4150 19996.2510 2.2506012 4.0433971 35947.080 36035.957
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 19999.7065 20038.1373 2.2632975 4.0813800 36105.139 36181.319
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 10215.4584 10250.8866 1.5898161 3.0170743 16808.023 16876.602
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 10271.2242 10306.6525 1.6062580 3.0020669 16781.170 16849.749
mod Pacific (27.75,27.85] cstar_tref ~ sal + nitrate + silicate 10222.1997 10251.7232 1.5923822 3.0418868 16870.114 16927.263
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 10224.0846 10259.5128 1.5923484 3.0328560 16850.912 16919.491
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 10284.6648 10320.0930 1.6102462 3.0421191 16889.199 16957.778
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 10014.6690 10056.0020 1.5314322 2.8732303 16380.284 16460.293
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 10266.3130 10301.7412 1.6048032 2.9260232 16572.621 16641.200
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14989.0088 15036.6353 3.3619518 6.0926805 25421.242 25514.251
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 15145.0465 15186.7197 3.4566377 6.1908614 25580.777 25662.160
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 10147.0058 10182.4340 1.5698636 3.0109533 16775.332 16843.910
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10007.7487 10049.0816 1.5294781 2.8668672 16361.160 16441.169
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 15294.6405 15330.3604 3.5499678 6.3556867 25839.312 25909.069
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15287.2229 15328.8962 3.5440971 6.3479794 25831.080 25912.463
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14954.4833 15002.1098 3.3416141 6.0768954 25393.876 25486.885
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15086.1048 15127.7781 3.4210158 6.1599282 25529.199 25610.582
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 10233.6813 10269.1095 1.5951703 3.0562424 16913.069 16981.648
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15123.4395 15165.1128 3.4435365 6.2026988 25598.194 25679.577
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 15253.2622 15288.9822 3.5242457 6.2842035 25727.256 25797.012
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15093.4860 15135.1592 3.4254565 6.1935674 25582.157 25663.540
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 15201.0405 15236.7604 3.4920488 6.2609409 25688.925 25758.681
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 18728.7892 18759.7934 3.1566182 5.8740653 32824.899 32885.786
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 18689.4607 18726.6658 3.1387684 5.8484278 32770.855 32843.920
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 12413.3153 12450.1115 1.4957702 2.6549633 19412.631 19483.686
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 12020.8000 12063.7289 1.4115558 2.5474857 18931.700 19014.597
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 12583.1877 12619.9840 1.5335620 2.7732009 19881.751 19952.806
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18492.8020 18542.4087 3.0535283 5.7162359 32476.396 32573.816
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 12121.0539 12163.9829 1.4324960 2.5738542 19053.216 19136.114
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 18553.6417 18597.0476 3.0799708 5.7611470 32575.492 32660.734
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 12612.8597 12649.6560 1.5402605 2.9901830 20610.261 20681.315
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 12405.8432 12442.6394 1.4941294 2.6518194 19399.372 19470.426
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12014.7529 12057.6818 1.4103025 2.5446739 18919.529 19002.427
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 12577.8416 12614.6379 1.5323582 2.7734584 19881.660 19952.714
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18471.9907 18521.5974 3.0448212 5.7132653 32468.119 32565.538
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12118.2724 12161.2014 1.4319109 2.5748761 19056.710 19139.608
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18529.5651 18572.9710 3.0698126 5.7584069 32567.507 32652.749
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 12641.6030 12678.3992 1.5467772 3.0041905 20661.986 20733.041
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18532.5372 18575.9430 3.0710647 5.7618982 32575.327 32660.570
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 18596.7676 18633.9726 3.0991005 5.8060048 32672.238 32745.302
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18523.6486 18567.0545 3.0673215 5.7669247 32585.389 32670.631
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 18586.0679 18623.2729 3.0945540 5.8118333 32683.818 32756.882
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 26958.4318 26998.0433 2.8772799 5.5867963 50634.714 50713.305
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 26693.1282 26739.3415 2.8074765 5.5119214 50353.058 50444.747
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 12491.3510 12528.5889 1.3284724 2.4696506 21514.660 21587.743
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 26761.7561 26801.3675 2.8257539 5.5567192 50515.280 50593.871
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 12557.7605 12594.9984 1.3405663 2.4997082 21671.814 21744.897
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 11701.0205 11744.4647 1.1923259 2.2987429 20546.600 20631.864
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26531.0013 26583.8165 2.7654583 5.4262012 50033.341 50138.129
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 11317.2523 11360.6965 1.1314906 2.1006258 19393.135 19478.399
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 26645.4743 26691.6876 2.7952113 5.4727672 50207.520 50299.209
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 12559.1797 12596.4176 1.3408259 2.5019718 21683.269 21756.352
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11702.2831 11745.7272 1.1925314 2.3001555 20554.198 20639.462
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26538.0117 26590.8269 2.7672401 5.4444847 50100.918 50205.706
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11329.0713 11372.5155 1.1333170 2.1057434 19424.652 19509.915
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26657.9311 26704.1444 2.7984122 5.5035470 50320.359 50412.049
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 12423.3380 12460.5759 1.3161995 2.5129805 21723.053 21796.136
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 26648.0056 26694.2189 2.7958614 5.4753586 50217.151 50308.840
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 12755.3458 12792.5837 1.3772037 2.4831625 21596.519 21669.602
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 26921.0788 26960.6902 2.8674222 5.5665629 50559.777 50638.368
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 26685.9573 26732.1706 2.8056274 5.4994817 50307.450 50399.140
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 12786.5066 12823.7445 1.3830725 2.5007594 21688.968 21762.051
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 20042.7423 20080.6606 2.7772301 5.4174622 35402.073 35476.437
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20027.5411 20071.7791 2.7714160 5.3320959 35192.396 35279.155
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 6214.1574 6249.6341 0.7528842 1.5859303 11645.975 11715.607
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 20167.1657 20205.0840 2.8196502 5.3866084 35345.747 35420.111
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 6545.0270 6580.5038 0.7998834 1.7550413 12576.522 12646.154
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20115.5818 20159.8199 2.8013028 5.3804584 35326.607 35413.365
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 6304.0005 6339.4772 0.7653660 1.6269815 11883.647 11953.279
mod Pacific (28.05,28.1] cstar_tref ~ sal + phosphate + silicate 6368.2029 6397.7669 0.7746957 1.6498995 12014.449 12072.476
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6163.7475 6205.1370 0.7456972 1.6462852 11939.337 12020.574
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20015.2114 20059.4494 2.7672560 5.3845165 35320.422 35407.180
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20004.5487 20055.1064 2.7629902 5.3094642 35135.677 35234.830
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 5906.1169 5947.5064 0.7113532 1.4284623 10682.944 10764.182
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 20144.3361 20188.5742 2.8111335 5.3605673 35280.925 35367.683
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 6446.0212 6481.4980 0.7855203 1.6945202 12260.369 12330.002
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20028.1790 20078.7368 2.7709562 5.3106805 35142.263 35241.415
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20192.1789 20236.4169 2.8275669 5.3764794 35327.454 35414.213
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + silicate 6333.0350 6368.5117 0.7694438 1.6138911 11824.446 11894.078
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20147.4906 20191.7286 2.8122141 5.3952644 35368.205 35454.964
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 6663.6625 6699.1393 0.8174405 1.5347315 11439.602 11509.234
mod Pacific (28.05,28.1] cstar_tref ~ temp + phosphate + silicate 7036.3637 7065.9277 0.8754644 1.7210576 12531.719 12589.746
mod Pacific (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate 25875.7883 25910.4063 1.3550515 2.3309445 43585.243 43653.639
mod Pacific (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate 25850.6391 25885.2571 1.3527836 2.3113564 43332.812 43401.208
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 25929.2199 25970.7614 1.3597012 2.3409059 43709.567 43791.642
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 23873.9965 23913.1474 2.5813771 5.0909567 41573.921 41650.499
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 23875.7912 23921.4673 2.5813245 5.0102470 41330.684 41420.024
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 24887.6568 24929.1983 1.2685724 2.0981142 40536.920 40618.995
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 24099.7742 24138.9251 2.6398487 5.0705265 41558.130 41634.708
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 24706.1303 24747.6719 1.2533271 2.0702928 40161.506 40243.581
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 25920.6356 25969.1007 1.3587430 2.3399474 43702.979 43798.733
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 24007.8498 24047.0008 2.6158841 5.0359407 41433.090 41509.667
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 23827.1814 23872.8575 2.5689063 4.9865526 41246.886 41336.226
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 23822.5756 23874.7769 2.5672234 4.9571543 41157.091 41259.194
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 24675.4153 24723.8804 1.2505992 2.0657034 40103.841 40199.595
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 23994.0950 24039.7711 2.6117987 5.0019384 41327.271 41416.611
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 23898.8242 23944.5003 2.5872297 5.0867853 41570.484 41659.824
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 23897.8240 23950.0253 2.5864597 5.0096055 41336.711 41438.814
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 24688.4978 24736.9630 1.2516893 2.0678850 40133.906 40229.660
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 24113.2509 24158.9270 2.6428560 5.0677915 41555.721 41645.061
mod Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 26762.5009 26804.0424 1.4372984 2.3266339 43295.142 43377.217
mod Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + silicate 26772.0416 26813.5831 1.4382121 2.3297638 43336.271 43418.346

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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
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3a584b7 jens-daniel-mueller 2021-08-30
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534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
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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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
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40a3efa jens-daniel-mueller 2022-04-07
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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
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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
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5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
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3879a6d jens-daniel-mueller 2021-11-08
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2781a97 jens-daniel-mueller 2021-10-29
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29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 Best models

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

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 7 7 6 9 10 8 6
(26,26.5] 7 10 6 10 6 6 7
(26.5,26.75] 7 7 4 10 7 9 7
(26.75,27] 6 7 5 10 7 10 6
(27,27.25] 6 9 4 6 6 10 9
(27.25,27.5] 5 6 5 6 6 9 9
(27.5,27.75] 8 2 5 8 10 6 5
(27.75,27.85] 8 1 7 9 6 8 4
(27.85,27.95] 8 1 7 9 8 6 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 6 7 4 5 5 6
(28.2, Inf] 7 7 6 6 10 6 7
total 96.00 — 81.00 110.00 96.00 99.00 91.00
Indian - mod
(-Inf,26] 4 5 6 10 8 6 10
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 5 6 5 10 6 8 10
(26.75,27] 5 8 5 10 6 6 10
(27,27.25] 3 10 3 6 10 4 6
(27.25,27.5] 4 7 3 5 7 5 10
(27.5,27.75] 2 7 4 10 2 3 4
(27.75,27.85] 5 1 5 9 7 8 6
(27.85,27.95] 3 4 5 4 10 9 9
(27.95,28.05] 4 10 4 1 6 5 10
(28.05,28.1] 5 10 5 2 4 4 10
(28.1, Inf] 8 10 5 6 8 10 5
total 53.00 84.00 55.00 83.00 80.00 76.00 100.00
Pacific - mod
(-Inf,26] 7 7 6 8 10 8 7
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 5 6 5 10 6 8 10
(26.75,27] 6 8 5 10 5 6 9
(27,27.25] 6 10 4 10 6 5 8
(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] 4 6 3 4 10 9 5
(27.85,27.95] 4 5 4 5 10 6 10
(27.95,28.05] 5 4 4 6 8 8 9
(28.05,28.1] 4 3 2 7 8 10 6
(28.1, Inf] 6 4 4 8 6 8 5
total 61.00 68.00 51.00 90.00 93.00 98.00 89.00
Atlantic - obs
(-Inf,26] 6 10 6 6 10 5 8
(26,26.5] 7 10 6 6 8 7 7
(26.5,26.75] 5 6 5 10 6 8 10
(26.75,27] 4 6 6 10 5 8 10
(27,27.25] 6 10 6 10 5 6 8
(27.25,27.5] 8 8 6 10 8 7 6
(27.5,27.75] 7 6 6 10 6 10 7
(27.75,27.85] 4 5 6 10 8 10 6
(27.85,27.95] 4 5 6 10 10 10 6
(27.95,28.05] 4 5 6 10 10 10 6
(28.05,28.1] 4 5 6 10 10 8 6
(28.1,28.15] 2 5 8 10 6 6 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 8 5 6 10 10 6 6
total 73.00 91.00 85.00 132.00 110.00 107.00 106.00
Indian - obs
(-Inf,26] 5 6 5 10 6 8 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] 4 5 6 10 6 8 10
(27,27.25] 6 6 4 10 10 7 7
(27.25,27.5] 5 9 4 10 6 10 6
(27.5,27.75] 4 8 4 10 8 10 7
(27.75,27.85] 5 6 5 10 6 8 10
(27.85,27.95] 7 6 3 10 6 7 10
(27.95,28.05] 8 6 2 10 5 6 10
(28.05,28.1] 8 5 2 10 8 8 8
(28.1, Inf] 10 4 3 10 8 5 4
total 72.00 73.00 48.00 120.00 85.00 89.00 102.00
Pacific - obs
(-Inf,26] 6 7 7 9 10 7 7
(26,26.5] 6 7 6 10 6 8 8
(26.5,26.75] 6 8 5 10 6 6 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] 5 6 5 10 10 8 6
(27.5,27.75] 4 5 6 10 10 8 6
(27.75,27.85] 4 5 6 10 6 8 10
(27.85,27.95] 6 5 6 10 4 8 8
(27.95,28.05] 7 5 4 10 7 9 7
(28.05,28.1] 7 7 3 10 9 8 6
(28.1, Inf] 7 6 3 10 10 6 7
total 70.00 75.00 61.00 119.00 92.00 86.00 90.00

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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 AIC vs BIC

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

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 RMSE vs VIF

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
ce9412c jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20 

[[2]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
5a36231 jens-daniel-mueller 2021-09-22 
GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )
[[1]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
ce9412c jens-daniel-mueller 2021-09-22 

[[2]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

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

i_binwidth <- 2

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 By model domain

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

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
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f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
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910d64a jens-daniel-mueller 2021-07-02
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955f5dc jens-daniel-mueller 2021-06-29
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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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24 

[[3]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
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23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
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035570b jens-daniel-mueller 2022-01-17
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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
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98d9e33 jens-daniel-mueller 2021-11-11
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29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
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81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
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d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
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c18a8b1 jens-daniel-mueller 2021-07-09
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147cb07 jens-daniel-mueller 2021-06-29
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7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
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594ed9a jens-daniel-mueller 2021-06-04
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d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
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
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bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
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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
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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
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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
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2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
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22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
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d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
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2cbe18c jens-daniel-mueller 2021-06-10
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594ed9a jens-daniel-mueller 2021-06-04
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207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
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d37a85d jens-daniel-mueller 2021-05-31
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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
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
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2dc49a1 jens-daniel-mueller 2022-01-06
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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
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290c8fc jens-daniel-mueller 2021-11-02
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58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
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
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

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

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

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

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

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

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
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bdc14f1 jens-daniel-mueller 2022-03-21
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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
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6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
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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
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cd8e0d5 jens-daniel-mueller 2021-08-06
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a53656d jens-daniel-mueller 2021-08-03
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127b801 jens-daniel-mueller 2021-07-24
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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
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
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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
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bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
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dc0723b jens-daniel-mueller 2021-10-19
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ac73c23 jens-daniel-mueller 2021-10-07
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c0bbbe4 jens-daniel-mueller 2021-09-22
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27c99b8 jens-daniel-mueller 2021-08-19
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cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
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48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
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127b801 jens-daniel-mueller 2021-07-24
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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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
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290c8fc jens-daniel-mueller 2021-11-02
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58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
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
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48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
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d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

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

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

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
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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
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a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
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3c60929 jens-daniel-mueller 2021-12-06
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290c8fc jens-daniel-mueller 2021-11-02
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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
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
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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
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22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
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78a956e jens-daniel-mueller 2021-10-21
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cd0ebd8 jens-daniel-mueller 2021-10-18
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ac73c23 jens-daniel-mueller 2021-10-07
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9eac969 jens-daniel-mueller 2021-08-30
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cd8e0d5 jens-daniel-mueller 2021-08-06
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da61d1a jens-daniel-mueller 2021-08-06
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48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
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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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
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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
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290c8fc jens-daniel-mueller 2021-11-02
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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
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bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 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
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9335b31 jens-daniel-mueller 2021-08-10
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0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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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
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.8 Predictor

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


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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[2]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[3]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[4]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[5]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
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Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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da28869 jens-daniel-mueller 2021-12-23
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[[7]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
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[[8]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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591702e jens-daniel-mueller 2022-10-24
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[[9]]

Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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[[10]]

Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[11]]

Version Author Date
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e99ca0b jens-daniel-mueller 2022-10-24
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[[12]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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da28869 jens-daniel-mueller 2021-12-23
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[[13]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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e99ca0b jens-daniel-mueller 2022-10-24
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[[14]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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e99ca0b jens-daniel-mueller 2022-10-24
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da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[15]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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e99ca0b jens-daniel-mueller 2022-10-24
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da28869 jens-daniel-mueller 2021-12-23
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[[16]]

Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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[[17]]

Version Author Date
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591702e jens-daniel-mueller 2022-10-24
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[[18]]

Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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[[24]]

Version Author Date
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591702e jens-daniel-mueller 2022-10-24
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Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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[[27]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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da28869 jens-daniel-mueller 2021-12-23
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[[28]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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da28869 jens-daniel-mueller 2021-12-23
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Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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Version Author Date
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Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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[[35]]

Version Author Date
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Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
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Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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[[48]]

Version Author Date
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e99ca0b jens-daniel-mueller 2022-10-24
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da28869 jens-daniel-mueller 2021-12-23
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[[49]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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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 

[[66]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[67]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[68]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[69]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[70]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[71]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[72]]

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
12cb319 jens-daniel-mueller 2022-09-26
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23

9 VIF

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

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
013c119 jens-daniel-mueller 2022-01-08
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 
GLODAP_glanced_vif %>% 
  ggplot(aes(Variables,
             log10(VIF),
             col = data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Version Author Date
28e3163 jens-daniel-mueller 2022-10-24
e8f1f22 jens-daniel-mueller 2022-10-24
e99ca0b jens-daniel-mueller 2022-10-24
591702e jens-daniel-mueller 2022-10-24
a4c6d61 jens-daniel-mueller 2022-10-18
5ed1b6b jens-daniel-mueller 2022-07-19
233fa96 jens-daniel-mueller 2022-07-19
b92af2e jens-daniel-mueller 2022-07-13
5599f87 jens-daniel-mueller 2022-07-13
b9847f2 jens-daniel-mueller 2022-07-07
840dfb7 jens-daniel-mueller 2022-07-07
78dd2f2 jens-daniel-mueller 2022-07-05
2807f99 jens-daniel-mueller 2022-07-05
82cbd17 jens-daniel-mueller 2022-07-05
b661d5a jens-daniel-mueller 2022-07-05
f96b063 jens-daniel-mueller 2022-07-04
767609e jens-daniel-mueller 2022-07-04
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
013c119 jens-daniel-mueller 2022-01-08
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
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] geomtextpath_0.1.0 colorspace_2.0-2   marelac_2.1.10     shape_1.4.6       
[13] ggforce_0.3.3      metR_0.11.0        scico_1.3.0        patchwork_1.1.1   
[17] collapse_1.7.0     forcats_0.5.1      stringr_1.4.0      dplyr_1.0.7       
[21] purrr_0.3.4        readr_2.1.1        tidyr_1.1.4        tibble_3.1.6      
[25] ggplot2_3.3.5      tidyverse_1.3.1    workflowr_1.7.0   

loaded via a namespace (and not attached):
 [1] ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2           rstudioapi_0.13   
 [5] farver_2.1.0       bit64_4.0.5        fansi_1.0.2        xml2_1.3.3        
 [9] polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6          dbplyr_2.1.1      
[13] compiler_4.1.2     httr_1.4.2         backports_1.4.1    assertthat_0.2.1  
[17] fastmap_1.1.0      cli_3.1.1          later_1.3.0        tweenr_1.0.2      
[21] htmltools_0.5.2    tools_4.1.2        gtable_0.3.0       glue_1.6.0        
[25] Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0   jquerylib_0.1.4   
[29] vctrs_0.3.8        svglite_2.0.0      xfun_0.29          ps_1.6.0          
[33] rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3      oce_1.5-0         
[37] getPass_0.2-2      MASS_7.3-55        scales_1.1.1       vroom_1.5.7       
[41] hms_1.1.1          promises_1.2.0.1   parallel_4.1.2     RColorBrewer_1.1-2
[45] yaml_2.2.1         gridExtra_2.3      sass_0.4.0         reshape_0.8.8     
[49] stringi_1.7.6      highr_0.9          nortest_1.0-4      checkmate_2.0.0   
[53] rlang_1.0.2        pkgconfig_2.0.3    systemfonts_1.0.3  evaluate_0.14     
[57] SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4          processx_3.5.2    
[61] tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0      plyr_1.8.6        
[65] magrittr_2.0.1     R6_2.5.1           generics_0.1.1     DBI_1.1.2         
[69] pillar_1.6.4       haven_2.4.3        whisker_0.4        withr_2.4.3       
[73] abind_1.4-5        modelr_0.1.8       crayon_1.4.2       car_3.0-12        
[77] utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11     grid_4.1.2        
[81] readxl_1.3.1       data.table_1.14.2  callr_3.7.0        git2r_0.29.0      
[85] reprex_2.0.1       digest_0.6.29      webshot_0.5.2      httpuv_1.6.5      
[89] textshaping_0.3.6  munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1