Last updated: 2022-03-21

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 120

5 Fit all models

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

  • cstar_tco2_talk_phosphate

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_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate 1040.1413 1062.7216 3.8171570 8.4827909 2409.438 2456.054
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate 2156.5741 2182.8643 7.1793609 13.2502201 4065.368 4117.443
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate 2138.5323 2164.8225 6.9773084 13.6115793 4099.510 4151.586
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 967.6371 993.4431 3.1243485 7.4532896 2304.629 2357.905
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 2129.4840 2159.5299 6.8563945 12.6647974 4014.292 4073.806
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 1045.1544 1067.7346 3.8689450 8.2106046 2381.490 2428.106
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 1039.8678 1062.4480 3.8143510 8.7041298 2430.655 2477.271
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 2144.8372 2171.1274 7.0472626 13.0640485 4048.370 4100.446
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 2124.4776 2150.7678 6.8238565 13.3607370 4076.760 4128.835
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 969.1489 994.9549 3.1370716 7.7197621 2332.230 2385.506
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 2114.8698 2144.9157 6.6996680 12.4588641 3994.675 4054.189
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 1046.0324 1068.6126 3.8780871 8.4823392 2409.263 2455.879
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 2144.1534 2166.6878 7.0619543 13.5823860 4092.954 4137.590
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 1040.0102 1062.5904 3.8158113 8.7643818 2436.271 2482.888
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 2140.6866 2166.9768 7.0011325 13.0043389 4042.891 4094.966
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 2120.2904 2146.5806 6.7787959 13.2881192 4070.089 4122.164
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 968.4923 994.2982 3.1315388 7.8070968 2340.762 2394.037
obs Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 2110.1191 2140.1651 6.6494962 12.3977893 3988.810 4048.324
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 1046.2646 1068.8449 3.8805092 8.5661058 2417.516 2464.133
mod Atlantic (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 986.1561 1008.7363 3.3015242 8.1796162 2375.847 2422.464
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate 4488.6811 4515.9532 6.0319360 12.0676705 8708.041 8762.212
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 4182.3306 4214.1077 4.9177987 10.6229078 7919.165 7981.591
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 4442.7982 4474.6157 5.8279738 11.8615189 8663.684 8726.883
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate 4169.5625 4201.3396 4.8726384 10.5512702 7900.917 7963.343
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 4149.6487 4185.9654 4.7960942 10.4123360 7869.989 7941.333
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 4494.6307 4526.4482 6.0490751 12.1123857 8721.953 8785.152
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 4173.0965 4204.8736 4.8850962 10.6025682 7912.481 7974.907
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 4461.2416 4493.0590 5.9057055 11.8998537 8673.558 8736.757
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 4161.6194 4197.9361 4.8377570 10.4797342 7887.345 7958.689
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 4420.2505 4456.6133 5.7260990 11.7035793 8630.925 8703.153
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 4185.0975 4216.8746 4.9276402 10.6940207 7934.516 7996.942
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 4474.6001 4506.4176 5.9626535 11.9937065 8694.945 8758.144
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 4175.4972 4211.8139 4.8865108 10.5784243 7911.604 7982.948
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 4433.0310 4469.3938 5.7789146 11.7960737 8652.359 8724.587
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 4191.8908 4219.1284 4.9590481 10.7015201 7934.415 7987.923
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 4495.8809 4523.1530 6.0632157 12.1089742 8717.411 8771.582
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 4177.4393 4209.2164 4.9004490 10.5908415 7911.231 7973.657
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 4449.0013 4480.8188 5.8540026 11.8975988 8672.064 8735.263
mod Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 4183.0786 4214.8557 4.9204573 10.6340310 7921.659 7984.085
obs Atlantic (26,26.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 4458.5483 4490.3657 5.8942899 11.9654077 8687.554 8750.753
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate 3056.1669 3081.9606 3.9709642 7.3218893 5806.725 5858.053
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 3044.7691 3074.8617 3.9223651 7.1767631 5766.871 5826.754
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 3063.7524 3093.8451 3.9914028 7.2499049 5787.167 5847.050
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 3067.9793 3098.0720 4.0069397 7.2788562 5795.675 5855.558
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 4651.3885 4683.9585 4.8207283 10.1735201 8647.561 8711.394
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 3052.5531 3086.9447 3.9432727 7.0819073 5738.914 5807.352
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 4643.5526 4680.7755 4.7902341 10.0961625 8630.416 8703.368
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 4651.5986 4684.1686 4.8213817 10.1284504 8636.739 8700.572
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 3086.3418 3116.4344 4.0751396 7.3469395 5814.000 5873.883
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 4647.6276 4680.1976 4.8090454 10.1529900 8641.672 8705.505
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 3067.6438 3102.0354 3.9983474 7.1297415 5751.598 5820.036
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 4636.1825 4673.4054 4.7675109 10.0681158 8621.755 8694.707
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 4641.8853 4674.4554 4.7912625 10.0919159 8625.470 8689.303
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 3070.5391 3096.3328 4.0237679 7.3073370 5799.939 5851.267
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 3058.6460 3088.7386 3.9727134 7.1590752 5758.733 5818.616
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 4645.6137 4678.1837 4.8028011 10.1320892 8636.127 8699.960
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 4649.6001 4677.5173 4.8213865 10.1672457 8642.106 8696.820
mod Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 3078.7957 3108.8884 4.0469734 7.2370715 5780.103 5839.986
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 4638.7308 4671.3009 4.7815214 10.1365937 8635.451 8699.284
obs Atlantic (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 4640.1253 4668.0425 4.7920044 10.1698165 8640.294 8695.009
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 4518.5278 4552.2679 2.8288346 5.5870341 8265.542 8331.780
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate 5283.7476 5317.3799 4.4915938 10.0693129 9866.266 9932.030
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 5285.0005 5323.4374 4.4897340 10.0578733 9867.016 9942.175
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 4500.2754 4534.0155 2.8007906 5.7308376 8340.005 8406.243
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 4671.1431 4700.0632 3.0779439 6.0949388 8553.732 8610.507
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 4627.5416 4661.2817 3.0022745 6.2753196 8637.089 8703.326
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 5273.7803 5307.4126 4.4668456 9.9803897 9839.449 9905.214
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 4484.9326 4523.4927 2.7744018 5.5752278 8257.473 8333.173
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 5272.4851 5310.9220 4.4586938 9.9521891 9834.850 9910.009
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 4660.0794 4693.8195 3.0560737 6.0430446 8529.326 8595.563
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 5262.3738 5296.0061 4.4386914 9.9350715 9823.503 9889.267
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 4518.5997 4557.1598 2.8258589 5.7149563 8338.740 8414.440
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 5256.6066 5295.0435 4.4196213 9.8877452 9812.231 9887.391
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 4686.9354 4720.6755 3.1012039 6.1646808 8594.978 8661.215
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 5304.9849 5333.8125 4.5498240 10.0671983 9869.665 9926.034
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 4556.6347 4590.3748 2.8882927 5.7086434 8337.832 8404.069
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 5292.8033 5326.4356 4.5141972 10.0147711 9855.043 9920.807
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 5286.5277 5315.3554 4.5035111 10.0158958 9849.890 9906.260
mod Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 4594.8816 4628.6217 2.9492258 5.8577469 8423.300 8489.538
obs Atlantic (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 5268.6163 5302.2486 4.4540775 9.9458912 9828.535 9894.300
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 8608.6860 8645.4006 5.1986617 10.3346937 15179.187 15250.749
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 8590.5574 8632.5169 5.1614500 10.2864032 15158.424 15240.209
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 5860.7025 5896.4602 2.6467415 5.4059092 10718.099 10788.176
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 6124.5729 6160.3307 2.9484980 5.4117553 10756.215 10826.292
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 8602.3003 8639.0149 5.1868276 10.2321094 15134.544 15206.106
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 5851.9907 5892.8566 2.6351665 5.0044149 10408.198 10488.286
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 8581.0731 8623.0326 5.1440090 10.1573786 15101.700 15183.485
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 5998.7277 6034.4854 2.8005180 5.7840113 11011.674 11081.751
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 6021.3498 6057.1075 2.8265604 5.2584405 10627.480 10697.557
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 8597.3728 8634.0874 5.1777142 10.1525225 15099.429 15170.991
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 5803.9223 5844.7882 2.5838446 4.9400664 10349.158 10429.246
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 8574.4220 8616.3815 5.1318131 10.0669987 15061.318 15143.103
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate 6161.7865 6192.4360 2.9961877 5.4622855 10793.722 10853.788
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 8638.2689 8669.7386 5.2575902 10.3128084 15172.735 15234.073
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 6126.4780 6162.2357 2.9507972 5.3480427 10704.063 10774.140
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 8588.6010 8625.3156 5.1615305 10.1754356 15107.457 15179.019
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate 6065.3094 6095.9588 2.8802170 5.3340537 10687.326 10747.392
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 8629.0140 8660.4837 5.2402532 10.2280417 15134.662 15196.001
mod Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 6045.7332 6081.4909 2.8549017 5.2168027 10593.760 10663.837
obs Atlantic (27,27.25] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 8579.5369 8616.2515 5.1448605 10.0808156 15064.767 15136.329
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate 9336.2290 9368.5218 4.4025794 8.9994993 17757.221 17821.098
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 9337.9715 9375.6463 4.4022266 8.9175033 17709.784 17784.307
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate 9331.8524 9369.5272 4.3938532 8.8560516 17669.893 17744.416
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 9330.2354 9373.2924 4.3889112 8.8417668 17664.290 17749.459
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 9078.6466 9111.1701 3.6532834 7.2646882 17545.741 17610.395
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 9481.8228 9519.7669 4.1195295 7.4838367 17729.221 17804.650
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 9363.1855 9400.8604 4.4368982 8.7947601 17633.653 17708.176
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 9362.0535 9405.1105 4.4325766 8.7838221 17630.182 17715.351
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 9060.3984 9098.3424 3.6312029 7.1370539 17436.705 17512.134
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 9323.9349 9361.8790 3.9293229 7.0930600 17379.061 17454.490
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 9358.8683 9391.3917 3.9730141 7.7552092 17970.501 18035.154
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 9394.5528 9432.2276 4.4804124 8.8069658 17644.428 17718.951
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 9392.9231 9435.9801 4.4753554 8.7908977 17637.520 17722.690
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 8901.6861 8939.6301 3.4626885 6.9910709 17298.032 17373.461
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate 9633.1193 9665.6428 4.3130103 7.7100500 17908.804 17973.457
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 9626.8636 9664.8076 4.3023627 7.6803637 17886.968 17962.397
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 9374.1849 9411.8597 4.4521087 8.9091342 17708.913 17783.436
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate 9517.4608 9549.9843 4.1662145 7.3608953 17601.032 17665.686
mod Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 9517.4027 9555.3467 4.1636480 7.3568800 17601.555 17676.985
obs Atlantic (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 9413.0960 9450.7709 4.5063370 8.9243812 17722.735 17797.259
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 9364.9705 9402.7920 4.1796597 8.8673653 18466.232 18541.398
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate 13591.0889 13632.0013 3.4595877 6.3263487 26203.019 26284.833
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate 13471.7771 13506.8449 3.3809784 6.1163639 25842.652 25912.778
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 9366.9178 9410.1423 4.1795925 8.8563140 18462.987 18548.891
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 12268.7306 12309.6430 2.6699685 5.1604717 24163.664 24245.478
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 9474.5418 9512.3632 4.3215552 9.0015057 18570.727 18645.893
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate 13747.1257 13776.3489 3.5697822 6.5678287 26583.245 26641.684
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 12533.4270 12568.4948 2.8131901 5.5474259 24902.159 24972.286
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 13658.9956 13699.9080 3.5059237 6.5024164 26496.473 26578.287
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 13622.2875 13657.3553 3.4821637 6.3353007 26207.942 26278.068
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 9362.8086 9406.0330 4.1743627 8.8361688 18449.084 18534.988
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 12397.5620 12438.4745 2.7382197 5.3369186 24509.208 24591.022
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 9472.5446 9510.3660 4.3189261 8.9854620 18559.929 18635.095
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 13887.8202 13922.8880 3.6681163 6.7162181 26810.320 26880.446
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 9359.1084 9402.3329 4.1696591 8.8289796 18443.748 18529.653
mod Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 12653.8922 12694.8046 2.8792486 5.6503821 25092.934 25174.748
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 9469.3275 9507.1489 4.3146947 8.9799792 18555.889 18631.056
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 9361.4742 9399.2956 4.1752094 8.8579046 18459.457 18534.623
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 9472.0482 9504.4666 4.3209053 9.0102650 18572.391 18636.820
obs Atlantic (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 9358.0202 9395.8416 4.1708177 8.8570340 18458.308 18533.474
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate 5593.4836 5618.3933 3.2323454 5.3520168 10160.903 10210.595
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + silicate 5374.7797 5404.6713 2.9175541 4.8637805 9764.924 9824.555
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate 5604.4918 5639.3654 3.2428792 5.1970786 10005.222 10074.791
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate 5595.3268 5625.2185 3.2321101 5.2803671 10092.775 10152.406
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 5321.3855 5356.2591 2.8434803 4.5041024 9380.260 9449.830
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 5909.8315 5944.0014 4.9911633 9.5919737 12202.936 12271.908
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 5627.2729 5657.1645 3.2804029 5.2415102 10033.413 10093.044
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 5922.9895 5952.2780 5.0301527 9.6332027 12215.132 12274.250
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 5885.3939 5919.5637 4.9289404 9.5382095 12182.415 12251.386
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 5898.3301 5927.6186 4.9668781 9.5802022 12195.226 12254.344
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 5888.8432 5927.8945 4.9326088 9.5334192 12183.948 12262.772
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 5421.7698 5456.6434 2.9791333 4.7348086 9597.533 9667.103
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 5901.7178 5935.8877 4.9704177 9.5734602 12195.856 12264.828
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 5885.5057 5924.5570 4.9241651 9.5239131 12180.118 12258.943
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 5465.6032 5500.4767 3.0403789 4.8667290 9724.245 9793.814
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 5898.7940 5932.9638 4.9629629 9.5651825 12192.551 12261.523
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 5500.3008 5530.1924 3.0926216 5.2089712 10066.426 10126.057
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 5939.6616 5973.8315 5.0681822 9.6733191 12234.770 12303.742
mod Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 5541.9781 5571.8697 3.1530427 5.3418350 10178.784 10238.415
obs Atlantic (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 5949.4031 5978.6916 5.0988227 9.7061776 12243.538 12302.657
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate 5787.4816 5812.7409 2.9509754 5.8337206 11174.051 11224.257
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + silicate 5736.8348 5767.1459 2.8844808 5.7589797 11119.187 11179.435
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate 5734.4946 5769.8576 2.8790663 5.8213749 11169.443 11239.732
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate 5712.1210 5742.4322 2.8537854 5.5190607 10930.485 10990.732
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 9895.1793 9938.6439 4.4914120 8.5804277 20077.944 20165.365
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 5605.1729 5640.5359 2.7223151 5.3386751 10785.341 10855.629
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 9894.5733 9932.6049 4.4932636 8.5919659 20083.847 20160.340
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 5816.6865 5846.9976 2.9859345 5.7126531 11084.508 11144.755
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 10295.9325 10333.9641 5.0594330 9.4532080 20735.194 20811.687
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 10293.9598 10326.5582 5.0594737 9.4656554 20741.361 20806.926
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 5768.0340 5798.3451 2.9237033 5.6213229 11012.573 11072.820
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 9924.3366 9967.8012 4.5303012 8.6014252 20091.333 20178.753
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 5647.8131 5683.1761 2.7730328 5.4142726 10848.519 10918.807
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 9923.4975 9961.5291 4.5318566 8.6134190 20097.702 20174.195
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 5798.4092 5828.7203 2.9624022 5.6903615 11067.218 11127.465
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 9921.0514 9964.5160 4.5259027 8.5964462 20087.535 20174.955
mod Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 5671.0889 5706.4519 2.8011154 5.4646532 10890.037 10960.326
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 9920.0952 9958.1268 4.5272998 8.6082798 20093.787 20170.279
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 9943.7855 9981.8170 4.5591240 8.6884252 20159.806 20236.298
obs Atlantic (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + silicate 9945.7121 9978.3105 4.5644203 8.6956141 20161.380 20226.945
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate 7280.6404 7312.2204 3.0891227 6.2702331 14464.695 14527.706
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 12096.7028 12141.8007 4.4525535 8.9678417 24596.757 24687.178
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 7278.6968 7315.5401 3.0848571 6.2657181 14464.533 14538.045
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 12102.2299 12141.6905 4.4606406 8.9870327 24610.762 24689.880
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 12268.2559 12307.7166 4.6428015 9.2435944 24846.339 24925.457
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 12292.0438 12325.8672 4.6717555 9.2822289 24877.094 24944.909
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 7218.9572 7250.5372 3.0230741 6.1212688 14329.484 14392.495
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 12151.1397 12196.2375 4.5113724 9.0675883 24689.688 24780.108
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 7200.9918 7237.8351 3.0019997 6.0959474 14309.699 14383.212
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 12158.9596 12198.4202 4.5220652 9.0917149 24708.068 24787.185
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 7191.0724 7222.6524 2.9936812 6.0540131 14267.366 14330.377
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 12138.2529 12183.3508 4.4973785 9.0410931 24665.080 24755.500
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 7162.4049 7199.2482 2.9616849 6.0124642 14231.995 14305.508
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 12146.7456 12186.2062 4.5087693 9.0654403 24683.720 24762.838
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 12262.0564 12301.5171 4.6358677 9.2902740 24889.564 24968.682
obs Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + silicate 12260.0905 12293.9139 4.6359057 9.2971141 24891.828 24959.643
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate 7336.3687 7362.6854 3.1522430 6.3288902 14514.514 14567.023
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 7301.4884 7333.0684 3.1117708 6.2728345 14467.943 14530.954
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate 7326.1925 7352.5091 3.1410234 6.2999132 14488.732 14541.241
mod Atlantic (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 7278.5322 7310.1121 3.0868416 6.2197345 14420.065 14483.076
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate 3038.5762 3063.3874 1.0151602 1.9176652 5965.624 6015.487
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + silicate 2991.5123 3021.2857 0.9918488 1.8261400 5746.401 5806.237
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate 3011.7544 3041.5279 1.0014007 1.8669851 5848.242 5908.077
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 8738.4119 8775.6370 4.3740550 9.3741238 17601.368 17675.601
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 8758.1655 8790.0727 4.4057390 9.4178878 17626.173 17689.801
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 8673.9402 8711.1653 4.2814843 9.2919011 17542.937 17617.171
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 8688.8002 8720.7075 4.3055017 9.3268602 17562.172 17625.800
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 3056.2765 3086.0499 1.0227348 1.9129020 5954.822 6014.657
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 8721.2954 8763.8384 4.3464001 9.2961897 17556.720 17641.558
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 3037.0693 3071.8050 1.0125167 1.8698692 5854.381 5924.189
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 8735.6722 8772.8973 4.3700808 9.3302052 17575.191 17649.425
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 3069.4956 3099.2691 1.0291563 1.9310297 5996.992 6056.828
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 8777.3351 8809.2423 4.4338496 9.3362718 17580.663 17644.291
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 8771.4155 8808.6406 4.4222145 9.3213712 17574.796 17649.029
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 8675.2015 8717.7445 4.2804351 9.1379593 17455.645 17540.483
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 3052.0558 3086.7915 1.0197269 1.8908745 5904.740 5974.548
obs Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 8690.7562 8727.9813 4.3054388 9.1740401 17475.856 17550.089
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + phosphate 3067.7503 3092.5615 1.0292804 1.9404068 6015.867 6065.730
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 3035.9981 3065.7715 1.0129620 1.8710781 5853.283 5913.118
mod Atlantic (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 3050.6602 3080.4337 1.0200188 1.8913681 5901.857 5961.693
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate 3822.7647 3856.1843 0.6464392 1.3984311 7764.893 7831.058
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate 4091.5646 4124.9841 0.6928359 1.4552794 8081.533 8147.698
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate 4275.5890 4309.0086 0.7265059 1.5207538 8407.203 8473.369
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate 3765.9561 3804.9456 0.6367101 1.3868468 7701.523 7778.716
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 3852.6600 3891.6495 0.6511059 1.4139339 7846.376 7923.569
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 10413.9845 10458.0328 4.2174093 8.3799899 19124.530 19211.232
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 10412.9426 10451.4848 4.2185201 8.3822041 19122.298 19198.162
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 3885.2912 3924.2807 0.6566077 1.4284617 7919.777 7996.970
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 10345.4666 10378.5028 4.1432752 8.2177768 18986.654 19051.680
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 10347.3479 10385.8902 4.1431400 8.2174176 18990.367 19066.232
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 10333.9658 10378.0141 4.1256591 8.1975337 18977.182 19063.884
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 10332.3485 10370.8908 4.1260931 8.1986498 18974.077 19049.941
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate 3893.1688 3926.5884 0.6582823 1.4244892 7900.203 7966.368
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 4201.5485 4234.9680 0.7127667 1.4952587 8281.478 8347.643
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate 3927.4997 3960.9193 0.6641358 1.4394079 7975.301 8041.466
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate 10389.0893 10416.6195 4.1955615 8.2850388 19039.488 19093.677
mod Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 4247.4308 4280.8504 0.7212498 1.5155553 8379.296 8445.462
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 10390.9840 10424.0202 4.1954401 8.2848843 19043.358 19108.385
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 10357.6183 10396.1606 4.1548530 8.2392367 19008.209 19084.073
obs Atlantic (28.1,28.15] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 10356.1408 10389.1770 4.1554498 8.2403647 19005.128 19070.155
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ aou + oxygen + nitrate + silicate 496.5652 525.2379 0.3187640 0.8318482 1384.958 1439.840
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + silicate 943.8418 972.5145 0.4111157 0.9615614 1914.191 1969.072
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate 845.7147 874.3874 0.3887969 0.8534216 1618.428 1673.310
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate 855.8837 884.5564 0.3910524 0.9612728 1867.386 1922.268
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate 868.1579 896.8306 0.3937923 0.8616574 1648.976 1703.857
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 879.7705 908.4433 0.3964021 0.9652449 1888.453 1943.334
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 4056.0322 4083.7206 3.6383810 8.0322327 7755.744 7810.164
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 4056.1305 4088.4336 3.6337465 8.0265994 7757.553 7821.043
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 3962.4819 3999.3997 3.4081054 7.8005499 7665.787 7738.346
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 3961.7037 3994.0068 3.4108976 7.8044624 7663.333 7726.822
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 879.6244 908.2971 0.3963692 0.8669253 1667.129 1722.011
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 882.9252 911.5979 0.3971141 0.9652346 1890.126 1945.008
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 4046.9563 4074.6447 3.6163158 7.9305686 7723.414 7777.833
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 4046.1019 4078.4050 3.6094039 7.9231720 7724.416 7787.906
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 3939.5915 3976.5093 3.3562171 7.6687627 7619.545 7692.105
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 3938.6914 3970.9945 3.3586923 7.6718977 7616.840 7680.329
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate 513.0645 541.7372 0.3217698 0.8393940 1411.729 1466.611
mod Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate 519.0832 547.7559 0.3228733 0.8433116 1424.070 1478.951
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 3952.5382 3984.8413 3.3900083 8.0370825 7725.523 7789.012
obs Atlantic (28.15,28.2] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 3951.6085 3979.2968 3.3924410 8.0399927 7722.723 7777.143
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate 2596.0879 2635.3222 0.4602487 0.9854984 5152.275 5229.326
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate 2542.5459 2581.7801 0.4541533 0.9748857 5070.402 5147.454
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate 7247.7792 7284.7102 2.9567753 6.4305013 14380.432 14453.745
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 7229.3343 7271.5412 2.9359319 6.4087100 14363.258 14447.044
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 2590.8421 2630.0764 0.4596479 0.9738737 5077.456 5154.508
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 7227.4032 7264.3343 2.9360019 6.4089265 14359.439 14432.752
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 7247.5113 7284.4424 2.9565013 6.4292998 14379.450 14452.763
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 7245.7302 7277.3854 2.9567252 6.4296664 14375.779 14438.619
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate 2785.6013 2819.2307 0.4827286 1.0115056 5361.742 5427.786
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 2585.1939 2624.4282 0.4590019 0.9839980 5139.797 5216.848
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 2529.0390 2568.2733 0.4526284 0.9731940 5055.844 5132.896
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 7251.2012 7288.1323 2.9602785 6.4302293 14380.948 14454.261
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 7223.8091 7266.0161 2.9303242 6.3993355 14354.833 14438.619
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 2570.9301 2610.1644 0.4573745 0.9712493 5055.305 5132.356
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 7221.8133 7258.7443 2.9303284 6.3995447 14350.995 14424.308
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 2602.1642 2641.3984 0.4609456 0.9865903 5160.817 5237.869
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 2547.9068 2587.1411 0.4547599 0.9758091 5077.758 5154.809
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 7239.0735 7281.2804 2.9458425 6.3772148 14340.947 14424.734
mod Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 2593.3298 2632.5641 0.4599327 0.9745436 5082.399 5159.451
obs Atlantic (28.2, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 7237.2446 7274.1756 2.9460169 6.3775398 14337.235 14410.549
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 2622.1937 2650.9116 4.4749897 10.4882835 6054.731 6113.386
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + silicate 2622.3761 2646.9914 4.4859272 10.6306546 6075.919 6126.194
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 2738.3412 2767.8714 3.6493487 7.7501478 6114.524 6174.763
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 2240.9271 2274.6759 2.2191501 5.7368663 5436.907 5505.751
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 2531.8645 2564.6850 4.0358929 9.8801686 5936.067 6003.101
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 2288.7476 2318.2778 2.3320467 5.9902172 5529.239 5589.477
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 2542.2782 2570.9961 4.0923245 10.1318496 5979.447 6038.101
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 2735.7955 2761.1071 3.6473657 8.0336184 6189.923 6241.556
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 2733.6775 2763.2077 3.6324365 7.7062783 6102.025 6162.264
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 2245.5932 2279.3420 2.2294877 5.7212591 5432.778 5501.622
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 2534.3121 2567.1326 4.0469576 9.8795338 5936.383 6003.416
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 2296.7309 2326.2611 2.3506640 5.9810851 5528.176 5588.414
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 2546.3275 2575.0454 4.1109022 10.1354897 5980.861 6039.516
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 2758.2139 2787.7441 3.7223019 7.6955547 6096.860 6157.098
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 2690.6746 2720.2048 3.4801382 8.0003449 6182.540 6242.778
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 2585.1735 2613.8914 4.2934667 10.1663977 5992.581 6051.235
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 2589.1505 2613.7659 4.3222677 10.3620085 6024.357 6074.633
mod Indian (-Inf,26] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 2659.0921 2688.6223 3.3723685 7.7954639 6125.157 6185.395
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 2582.3247 2611.0426 4.2798070 10.1291750 5985.454 6044.109
obs Indian (-Inf,26] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 2586.8925 2611.5078 4.3113642 10.3368778 6019.590 6069.865
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 2042.3511 2070.7157 2.6309812 5.7998825 5714.195 5774.526
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 2120.2066 2148.5713 2.8833466 5.9638614 5751.825 5812.156
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 1847.7982 1871.2792 2.8917730 7.9696388 5749.812 5800.053
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 1849.7846 1877.1792 2.8917201 7.9176760 5740.667 5799.281
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 1488.9027 1521.3194 1.3687366 3.9438971 4867.720 4936.670
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 1830.5497 1861.8577 2.8099190 7.4815875 5630.011 5696.998
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 1490.5104 1518.8750 1.3745583 3.9865216 4887.506 4947.838
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 1834.9957 1862.3902 2.8345024 7.6566939 5672.985 5731.599
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 1844.9166 1868.3976 2.8805343 7.9430962 5743.073 5793.314
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 1846.9047 1874.2992 2.8804881 7.8879905 5733.086 5791.700
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 1487.7907 1520.2074 1.3669472 3.9397491 4865.305 4934.255
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 1829.8773 1861.1853 2.8073668 7.4673896 5626.149 5693.136
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 1489.2814 1517.6460 1.3725724 3.9818246 4884.801 4945.132
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 1834.2355 1861.6300 2.8315921 7.6411413 5668.870 5727.484
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 1491.5656 1519.9302 1.3762658 4.0416480 4917.350 4977.682
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 1858.3854 1885.7799 2.9255256 7.6085718 5658.955 5717.569
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 1492.6443 1516.9568 1.3812597 4.0469439 4916.590 4968.303
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 1495.8377 1524.2023 1.3832004 4.0384971 4916.231 4976.563
obs Indian (26,26.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 1856.4336 1883.8281 2.9178194 7.5915200 5654.451 5713.064
mod Indian (26,26.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 1496.7035 1521.0160 1.3878718 4.0437601 4915.414 4967.127
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 1297.3503 1325.0593 1.2701523 3.5682839 4642.882 4702.838
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 1296.4181 1320.1686 1.2719057 3.6852698 4712.359 4763.750
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 2306.7995 2331.4416 3.1158982 7.6444320 7579.888 7633.331
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 2306.9339 2335.6831 3.1094317 7.5961940 7565.379 7627.730
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 1015.1609 1046.8283 0.8798244 3.1328209 4333.336 4401.857
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 2295.5279 2328.3841 3.0633566 7.5373981 7550.874 7622.132
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 1056.6468 1084.3558 0.9306708 3.2342686 4405.695 4465.650
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 2298.0436 2326.7928 3.0788000 7.5907513 7566.544 7628.894
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 2307.1964 2331.8385 3.1172757 7.6067760 7564.738 7618.181
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 2307.1929 2335.9421 3.1103288 7.5613046 7551.256 7613.606
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 1016.2210 1047.8884 0.8810302 3.1332126 4333.862 4402.382
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 2294.5413 2327.3975 3.0599928 7.4946696 7534.016 7605.273
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 1057.6020 1085.3110 0.9318201 3.2334494 4405.385 4465.340
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 2297.5692 2326.3184 3.0771739 7.5460524 7548.842 7611.192
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 1014.1030 1041.8120 0.8808960 3.2164363 4383.532 4443.488
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 2352.8531 2381.6023 3.2725680 7.7466923 7606.233 7668.583
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 1055.5841 1079.3347 0.9317986 3.2742583 4427.391 4478.782
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 1017.4801 1045.1891 0.8847478 3.2161876 4384.308 4444.264
obs Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 2344.1044 2372.8535 3.2408398 7.6769508 7582.159 7644.510
mod Indian (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 1058.4437 1082.1942 0.9352475 3.2734898 4427.584 4478.974
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate 3957.7079 3985.2825 3.5830597 7.7286048 11788.065 11847.001
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 3959.5173 3991.6877 3.5825933 7.7276484 11791.549 11860.308
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 3958.9819 3986.5566 3.5861792 7.7344928 11791.176 11850.113
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 1950.2452 1980.0085 1.5627122 4.1543458 6407.924 6471.587
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 3960.1075 3992.2779 3.5840379 7.7273603 11790.989 11859.748
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 1841.7672 1875.7824 1.4049327 3.7905610 6146.231 6218.987
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 3961.8750 3998.6412 3.5834687 7.7261943 11794.360 11872.942
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 1968.2210 1997.9843 1.5900105 4.0984984 6364.792 6428.454
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 3960.5869 3992.7574 3.5852118 7.7334095 11794.704 11863.463
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 3957.8464 3985.4211 3.5833988 7.7199918 11782.254 11841.191
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 1950.1288 1979.8921 1.5625370 4.1530380 6406.989 6470.651
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 3959.3599 3991.5303 3.5822081 7.7152926 11783.433 11852.192
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 1843.8071 1877.8223 1.4076964 3.7936685 6148.541 6221.297
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 3960.8947 3997.6609 3.5810701 7.7138785 11786.784 11865.365
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 1968.7386 1998.5019 1.5908036 4.0996554 6365.582 6429.244
obs Indian (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 3959.2055 3991.3760 3.5818305 7.7184004 11785.598 11854.357
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 1962.9262 1988.4376 1.5849715 4.1784456 6419.936 6474.503
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 1847.1399 1876.9033 1.4149472 3.8284178 6171.348 6235.010
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 1960.3353 1985.8467 1.5810204 4.1737286 6416.792 6471.359
mod Indian (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 1847.2192 1876.9825 1.4150552 3.8272613 6170.445 6234.107
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate 2755.6192 2782.0107 2.3716989 5.1087022 7255.353 7310.724
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 3082.3044 3112.7484 3.5365291 7.2413506 7505.679 7568.985
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 3089.7296 3115.8244 3.5657861 7.2863190 7517.943 7572.205
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate 2753.7283 2780.1199 2.3679710 5.1046726 7253.258 7308.629
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 3081.3172 3111.7612 3.5334786 7.2748531 7520.558 7583.864
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + phosphate + nitrate 2755.3059 2777.2988 2.3750293 5.1121382 7253.111 7299.253
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + phosphate + nitrate + silicate 2757.0919 2783.4834 2.3746065 5.0077230 7185.239 7240.610
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 2762.9267 2793.7168 2.3821944 4.9358899 7136.415 7201.014
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 3074.6752 3100.7701 3.5191699 7.2394714 7502.788 7557.051
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 3076.6130 3107.0570 3.5189785 7.2214538 7498.964 7562.270
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 3070.2672 3105.0603 3.4933998 7.1944793 7494.009 7566.359
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 3069.8986 3100.3426 3.4983854 7.2185848 7499.967 7563.273
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 2768.2516 2794.6431 2.3967556 5.1393866 7271.786 7327.156
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 2757.3811 2788.1712 2.3712291 4.9253585 7131.183 7195.782
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 3085.3548 3115.7988 3.5459716 7.2913337 7526.317 7589.623
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 3081.1754 3115.9685 3.5268692 7.2678625 7522.252 7594.601
obs Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 3079.8920 3110.3360 3.5290793 7.3040001 7533.558 7596.864
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate 2787.8537 2814.2453 2.4361623 5.1491972 7271.316 7326.686
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate 2744.1925 2770.5841 2.3492594 5.0837255 7242.211 7297.581
mod Indian (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 2744.1191 2774.9093 2.3452106 4.8944232 7114.357 7178.956
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ aou + phosphate + nitrate + silicate 4230.9404 4258.8110 3.7591606 7.5245638 10050.923 10108.579
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 4226.7950 4259.3106 3.7441700 7.4285831 10002.768 10070.033
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 4218.7414 4251.2571 3.7246153 7.4177374 9999.711 10066.975
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate 3150.0510 3178.1286 1.7370687 3.6190282 8167.106 8225.823
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 3118.2343 3150.9915 1.7005597 3.5672627 8117.428 8185.932
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 4199.1773 4236.3381 3.6727573 7.3567154 9976.889 10053.763
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 4218.5439 4251.0595 3.7241368 7.4871416 10039.179 10106.443
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate 3182.3864 3210.4640 1.7727114 3.6535719 8198.016 8256.733
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 3150.3119 3178.3894 1.7373533 3.6187121 8166.588 8225.305
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 3116.4538 3149.2110 1.6986588 3.5643671 8114.347 8182.851
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 4200.0151 4237.1758 3.6747584 7.3673738 9982.694 10059.568
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 4224.5874 4257.1030 3.7387995 7.5396786 10066.413 10133.678
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate 3193.0756 3221.1532 1.7846540 3.6738652 8219.515 8278.232
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 3175.4523 3208.2095 1.7627910 3.6425604 8191.666 8260.170
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 4198.0226 4230.5382 3.6747763 7.3676184 9978.831 10046.096
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate 3115.9383 3139.3363 1.7023808 3.6210877 8178.178 8227.109
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 4212.8491 4245.3648 3.7103730 7.4746218 10034.183 10101.448
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 3117.4802 3145.5578 1.7018910 3.6183961 8178.918 8237.635
mod Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate 3111.5677 3134.9657 1.6977135 3.6009634 8154.071 8203.002
obs Indian (27.25,27.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 4212.4635 4244.9791 3.7094428 7.5084384 10053.240 10120.505
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ aou + phosphate + nitrate 4815.4812 4840.6045 2.0518279 3.9060735 11183.173 11235.062
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ oxygen + phosphate + nitrate 4834.9077 4860.0310 2.0696360 3.9284672 11210.311 11262.200
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ phosphate + nitrate 4937.4475 4957.5460 2.1681541 4.0531193 11354.438 11395.949
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ phosphate + nitrate + silicate 4907.5254 4932.6486 2.1375834 4.0039938 11295.633 11347.521
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 5340.9776 5375.1619 3.7063438 7.0834863 12366.654 12437.189
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate 4810.3477 4840.4956 2.0453272 3.8044782 11015.677 11077.943
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 5344.5045 5378.6887 3.7130465 7.0947497 12373.770 12444.305
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + phosphate + nitrate 4818.3127 4843.4359 2.0544139 3.9315752 11224.352 11276.240
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + phosphate + nitrate + silicate 5343.3776 5372.6783 3.7147076 7.0966174 12370.806 12431.264
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 5333.5809 5372.6486 3.6885448 7.0375711 12339.019 12419.630
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 5366.5740 5400.7583 3.7552649 7.2477536 12481.585 12552.120
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 5341.6032 5380.6709 3.7037352 7.0624319 12354.711 12435.322
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 5379.4228 5413.6070 3.7800648 7.2946725 12511.227 12581.762
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 5345.3738 5379.5580 3.7147004 7.0930355 12371.989 12442.524
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 5335.7710 5369.9552 3.6964709 7.2535295 12499.512 12570.047
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 4387.1616 4417.3095 1.6943645 3.4595081 10603.108 10665.375
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate 4915.5725 4940.6957 2.1452490 4.0618978 11386.604 11438.493
obs Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 5347.0357 5381.2200 3.7178645 7.3091032 12536.215 12606.750
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 4389.7878 4419.9356 1.6963450 3.4382076 10564.283 10626.550
mod Indian (27.5,27.75] cstar_tco2_talk_phosphate ~ temp + phosphate + nitrate 4876.0705 4901.1937 2.1078818 3.9774922 11269.526 11321.414
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ aou + phosphate + silicate 2546.5556 2568.4900 2.0466603 4.4001603 5955.170 6000.185
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 2409.8843 2436.2056 1.8211763 3.2538069 5078.890 5132.908
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate 2652.4886 2678.8099 2.2337794 4.1198435 5732.314 5786.332
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 2437.8345 2464.1557 1.8645312 3.0982771 4883.551 4937.568
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 2720.0363 2746.3576 2.3644686 4.4741965 5967.290 6021.307
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 2768.6118 2798.5351 3.2376827 6.4155702 6403.280 6465.091
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 2727.4205 2761.6186 3.1086487 6.2202711 6334.461 6405.102
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 2400.1369 2430.8450 1.8032565 3.0141466 4819.916 4882.937
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 2740.1041 2770.0274 3.1519285 6.4632670 6432.609 6494.420
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 2713.1352 2739.4565 2.3507732 4.4257251 5935.557 5989.574
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 2781.0514 2810.9747 3.2758299 6.4610161 6418.945 6480.756
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 2734.6139 2768.8120 3.1297765 6.2457775 6343.631 6414.272
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 2401.3814 2432.0895 1.8051465 3.0051801 4807.706 4870.726
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 2744.9963 2774.9196 3.1664816 6.4657100 6432.350 6494.161
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 2728.3387 2758.2620 3.1172024 6.3518894 6387.915 6449.726
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 2541.8842 2568.2055 2.0351991 4.3862393 5950.936 6004.954
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 2738.9006 2764.5491 3.1542932 6.4813685 6436.072 6489.052
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 2737.0526 2766.9759 3.1428848 6.3857253 6400.168 6461.979
mod Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 2544.6775 2570.9988 2.0399899 4.3861112 5950.600 6004.618
obs Indian (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 2743.0105 2768.6591 3.1665240 6.4858701 6436.912 6489.892
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 2915.4805 2943.0141 1.7823865 3.8602775 6514.168 6570.059
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate 3121.2794 3148.8130 2.0533919 4.0132066 6622.383 6678.274
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 3052.7847 3084.9072 1.9562115 3.7826390 6438.314 6503.520
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 3895.9908 3924.0760 2.7668047 5.5449257 8647.856 8705.211
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 3897.7314 3930.4973 2.7663543 5.5443207 8651.489 8718.403
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 3892.2417 3929.6885 2.7533866 5.5172971 8638.148 8714.621
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 2909.9013 2942.0238 1.7731196 3.5782601 6275.876 6341.082
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 3890.2607 3923.0267 2.7534195 5.5177812 8634.484 8701.398
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate 3105.8614 3133.3950 2.0317330 3.8595574 6490.666 6546.557
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate 3216.5224 3244.0559 2.1924005 4.0203770 6601.465 6657.356
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 3115.0688 3142.6024 2.0446397 4.0073774 6618.658 6674.549
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 3046.0616 3078.1841 1.9471871 3.7743353 6432.249 6497.455
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 3916.5420 3953.9889 2.7956833 5.5826824 8678.604 8755.077
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 2906.5830 2938.7055 1.7690776 3.5731042 6271.528 6336.734
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 3914.5663 3947.3322 2.7957258 5.5827657 8674.656 8741.570
mod Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate 3100.6131 3128.1467 2.0244125 3.8524319 6485.595 6541.486
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 3897.8577 3925.9429 2.7700470 5.5844564 8674.926 8732.281
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 3891.0700 3923.8360 2.7548178 5.5295024 8642.532 8709.446
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 3889.5845 3917.6696 2.7557071 5.5323542 8640.419 8697.774
obs Indian (27.85,27.95] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 3917.1962 3949.9622 2.8003422 5.5970863 8684.036 8750.950
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate 3389.3032 3418.9735 1.2310820 2.3090427 6963.022 7023.193
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 3388.5684 3423.1837 1.2294613 2.3071133 6963.604 7033.803
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 6351.6518 6382.6817 2.7611398 5.5071576 13077.657 13140.075
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 6295.6465 6331.8481 2.7003141 5.4419152 13019.203 13092.023
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 6284.5428 6325.9161 2.6867599 5.4186561 13000.298 13083.521
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 6347.7148 6383.9164 2.7548517 5.4922221 13067.003 13139.823
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 3387.8814 3417.5517 1.2302392 2.3094947 6964.462 7024.633
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 3387.2486 3421.8639 1.2286799 2.3075706 6965.023 7035.222
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 6363.4900 6404.8633 2.7694635 5.5631860 13141.100 13224.324
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate 3193.6777 3223.3480 1.1203728 2.2914452 6964.908 7025.079
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + nitrate 3406.1518 3430.8771 1.2423102 2.3224488 6982.682 7032.824
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate 3404.5718 3434.2421 1.2401697 2.3196303 6981.605 7041.776
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate 6353.7564 6379.6147 2.7654955 5.5261788 13092.484 13144.499
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 6337.5824 6368.6124 2.7462617 5.4937628 13065.081 13127.498
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 6339.5198 6375.7214 2.7461956 5.4781367 13053.320 13126.141
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 6354.8851 6385.9150 2.7645703 5.5025575 13072.796 13135.213
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate 3403.0734 3427.7986 1.2404694 2.3216281 6981.854 7031.997
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate 3401.9713 3431.6416 1.2386172 2.3192621 6981.619 7041.790
obs Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 6411.4522 6447.6538 2.8231135 5.6182095 13188.421 13261.242
mod Indian (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + phosphate + nitrate 3299.5545 3324.2797 1.1801308 2.3871163 7140.796 7190.938
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 4612.5670 4646.4658 2.8149353 5.6682550 9161.688 9229.350
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate 1470.4116 1497.6751 0.6909267 1.2540518 2960.610 3016.519
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 1358.1892 1389.9966 0.6364204 1.1986202 2847.510 2912.737
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 4591.3383 4620.3944 2.7861996 5.6316862 9133.407 9191.402
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 4568.6350 4602.5338 2.7497125 5.5940352 9111.951 9179.613
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 4551.2904 4590.0319 2.7214743 5.4947402 9050.107 9127.434
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 4588.7029 4622.6017 2.7793162 5.5619414 9091.712 9159.373
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate 1386.7810 1414.0445 0.6505823 1.2761221 3060.928 3116.837
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 1470.4464 1497.7099 0.6909440 1.2541857 2961.008 3016.916
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 1358.5116 1390.3190 0.6365680 1.1988737 2848.162 2913.389
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 4594.3860 4633.1275 2.7847841 5.6298652 9140.192 9217.520
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 4625.1352 4659.0340 2.8338774 5.6944405 9178.916 9246.578
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate 1336.8505 1364.1140 0.6276274 1.2589852 3027.199 3083.107
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + nitrate + silicate 1519.2035 1546.4669 0.7156103 1.2792305 3010.940 3066.849
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 1429.4279 1456.6914 0.6708523 1.2334411 2917.959 2973.868
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 4640.9201 4669.9762 2.8608999 5.7105395 9185.669 9243.665
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 4636.6657 4670.5645 2.8513677 5.6491103 9149.633 9217.295
obs Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 4641.3727 4670.4288 2.8615909 5.6619011 9154.026 9212.022
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + oxygen + nitrate + silicate 1518.6089 1545.8723 0.7153043 1.2789259 3010.350 3066.259
mod Indian (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 1428.9332 1456.1967 0.6706136 1.2331495 2917.300 2973.209
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate 12264.4582 12293.6044 2.7711833 5.7011491 24908.704 24967.036
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + silicate 12052.2295 12087.2049 2.6555461 5.4854730 24522.483 24592.481
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate 7119.4460 7155.1108 0.8535885 1.6727183 13560.259 13631.186
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + nitrate + silicate 7073.0603 7114.6692 0.8462943 1.6619818 13493.672 13576.420
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate 12062.1795 12097.1549 2.6608085 5.5579356 24651.326 24721.324
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 7020.3637 7067.9168 0.8381237 1.6474136 13401.462 13496.032
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate 12245.5019 12280.4773 2.7596527 5.8225018 25116.449 25186.448
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 7024.2484 7065.8573 0.8389990 1.6483035 13403.442 13486.190
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 12228.1224 12268.9271 2.7490324 5.7969413 25076.298 25157.963
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 12228.9274 12263.9027 2.7505670 5.8030751 25082.742 25152.740
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate 7178.4658 7214.1306 0.8625710 1.6782585 13597.077 13668.004
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 7174.3512 7215.9601 0.8616360 1.6734231 13569.693 13652.441
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 7068.8909 7110.4999 0.8456687 1.6611386 13488.096 13570.844
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 12208.8183 12243.7937 2.7395839 5.7282874 24955.619 25025.617
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 12210.6030 12251.4076 2.7394665 5.7231315 24950.856 25032.520
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 7018.8099 7066.3630 0.8378928 1.6471942 13399.984 13494.553
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 12191.9827 12238.6165 2.7282503 5.7098597 24930.744 25024.075
obs Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 12197.9905 12238.7951 2.7326006 5.7167112 24939.000 25020.664
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 7079.4564 7121.0653 0.8472549 1.6629397 13500.050 13582.798
mod Indian (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 7027.9491 7075.5022 0.8392521 1.6487393 13410.333 13504.902
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate 21373.2789 21415.6982 7.0664280 14.9846556 43432.108 43516.936
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate 22586.0052 22628.7592 7.2460742 15.2472476 45228.476 45313.800
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 20868.4874 20916.9667 6.5227318 14.1983612 42732.657 42829.603
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + nitrate + silicate 22277.7475 22326.6092 6.9152857 14.7335424 44772.636 44870.149
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate + silicate 21215.1627 21257.5820 6.8921030 14.9294931 43368.394 43453.222
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 21205.3146 21247.7339 6.8813887 14.3197363 42869.026 42953.854
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 21625.3997 21667.8191 7.3535607 14.9447061 43417.621 43502.448
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 22517.9788 22560.7329 7.1722176 14.7470183 44806.255 44891.579
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 20929.2685 20977.7477 6.5856652 13.6136851 42236.360 42333.305
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 22328.1804 22377.0421 6.9680094 14.4386447 44528.894 44626.407
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 21318.1441 21360.5635 7.0051462 14.5542939 43075.303 43160.130
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 22988.5488 23031.3028 7.6989494 15.6322455 45575.915 45661.239
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 23090.8367 23127.4830 7.8208237 15.7270319 45654.080 45727.215
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 21234.2156 21276.6350 6.9128791 14.2690485 42827.716 42912.543
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 23039.9246 23082.6786 7.7587496 15.6313437 45577.610 45662.934
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 22563.4837 22606.2377 7.2215387 14.7414872 44804.752 44890.076
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 21065.6438 21114.1230 6.7290880 13.8238630 42432.482 42529.427
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 22406.6390 22455.5008 7.0508322 14.4865194 44577.024 44674.537
mod Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 21428.4305 21470.8499 7.1282650 14.7345532 43233.246 43318.074
obs Pacific (-Inf,26] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 23021.2991 23064.0532 7.7370165 15.6521113 45593.809 45679.133
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 15588.9355 15630.4268 4.0164293 7.7013337 29006.443 29088.592
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate + silicate 16038.3646 16079.0880 6.0895713 11.3582188 28769.545 28849.695
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + silicate 15677.9114 15713.4754 4.0828818 7.7896872 29122.586 29193.000
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 16102.7575 16137.6633 6.1714993 11.5542189 28920.360 28989.060
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 15875.1669 15915.8903 5.8927802 10.9945194 28473.458 28553.608
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 15170.5944 15218.0130 3.7231652 7.2931261 28434.124 28528.009
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 15514.1873 15560.7283 5.4775854 10.3793915 27949.450 28041.050
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 15350.4517 15391.9430 3.8473197 7.4672237 28680.362 28762.511
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 15641.0615 15681.7848 5.6215377 10.7633105 28271.618 28351.769
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 16103.4136 16138.3193 6.1723143 11.5661514 28929.533 28998.233
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 15882.8770 15923.6004 5.9019326 11.0455494 28514.914 28595.064
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 15335.8054 15383.2240 3.8357851 7.4889426 28712.724 28806.609
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 15575.1581 15621.6991 5.5452244 10.5356305 28084.368 28175.968
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 15496.1919 15537.6831 3.9497987 7.6414961 28922.764 29004.914
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 15694.4147 15735.1380 5.6822348 10.8801117 28369.770 28449.920
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 15551.8601 15593.3513 3.9896591 7.6179960 28893.223 28975.373
obs Pacific (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 16107.9703 16148.6936 6.1754916 11.5093168 28889.904 28970.054
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 15665.1596 15700.7235 4.0735015 7.7337405 29047.610 29118.024
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 15635.1051 15676.5964 4.0500171 7.7393014 29058.459 29140.609
mod Pacific (26,26.5] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 15744.4866 15780.0505 4.1322067 7.8484927 29201.733 29272.147
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate 12510.3568 12543.7173 6.2704109 11.4289714 23243.182 23309.353
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 12926.7261 12966.6376 4.4810225 8.4397252 23091.639 23170.081
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 12643.5170 12683.4286 4.2031521 8.1620406 22808.600 22887.043
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 12391.4400 12430.3605 6.0760398 11.1345023 23057.604 23134.804
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 11622.2658 11667.8790 3.3352221 6.7279106 21228.784 21318.432
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 12287.6035 12332.0841 5.9108612 10.9691585 22955.653 23043.882
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 11740.9317 11780.8433 3.4274432 6.8646931 21392.844 21471.286
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 12454.0346 12492.9552 6.1758950 11.4624736 23274.755 23351.956
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 12406.6913 12445.6119 6.1002199 11.2091189 23107.620 23184.820
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 11691.9444 11737.5576 3.3881681 6.8237075 21344.049 21433.697
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 12321.5581 12366.0388 5.9633589 11.0712415 23023.789 23112.018
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 11799.4982 11839.4097 3.4731186 6.9449855 21487.806 21566.248
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 12480.5845 12519.5051 6.2187433 11.5323871 23319.199 23396.399
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 12540.1191 12573.4796 6.3191992 11.5429498 23316.947 23383.119
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 11946.9151 11986.8266 3.5907999 7.0370003 21608.273 21686.715
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 12403.7626 12442.6831 6.0955691 11.3162875 23180.556 23257.756
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 11976.4037 12010.6137 3.6164493 7.0839964 21658.190 21725.426
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 12039.6611 12079.5727 3.6668732 7.1643789 21754.692 21833.134
obs Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 12465.9911 12504.9117 6.1951547 11.5064135 23303.032 23380.232
mod Pacific (26.5,26.75] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 12058.7284 12092.9383 3.6843766 7.1955730 21785.948 21853.185
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate 17545.7920 17575.4914 5.4994272 10.1849775 30802.288 30860.547
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate 17387.4876 17423.1268 5.3446151 9.9188624 30538.519 30608.430
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + silicate 15694.0766 15730.0302 3.4275714 6.8352376 28518.293 28589.000
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 14574.3954 14616.3413 2.8355919 5.8272700 26769.956 26852.448
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 17466.3926 17507.9717 5.4183337 10.0195283 30645.680 30727.243
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 14459.6101 14507.5482 2.7801645 5.7616535 26640.645 26734.921
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 17308.8570 17356.3760 5.2665256 9.8569802 30479.699 30572.914
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 15825.7536 15867.6994 3.5035322 6.9550661 28713.930 28796.422
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 14693.4149 14735.3608 2.8932167 5.9226880 26949.785 27032.277
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 17542.7179 17584.2970 5.4925018 10.1765005 30801.733 30883.296
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 14499.0313 14546.9694 2.7987519 5.7945697 26703.290 26797.567
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 17432.1079 17479.6269 5.3834266 10.0661702 30691.925 30785.140
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 14878.0707 14914.0243 2.9859559 6.0699968 27218.919 27289.627
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 17476.0091 17511.6483 5.4295569 10.0625694 30684.101 30754.012
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 14755.0234 14796.9693 2.9235037 5.9898825 27070.051 27152.543
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 17309.1350 17350.7141 5.2686630 9.8835905 30501.744 30583.307
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 14981.5956 15017.5492 3.0386674 6.1644476 27387.563 27458.270
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 17548.5716 17584.2108 5.5001909 10.2127970 30832.804 30902.716
mod Pacific (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 14798.1013 14840.0472 2.9448692 6.0285054 27140.314 27222.806
obs Pacific (26.75,27] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 17431.2679 17472.8470 5.3845390 10.0927297 30713.311 30794.874
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate 17754.6283 17791.4719 3.2113667 6.3237623 33807.829 33880.984
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 17325.5719 17368.5561 3.0158409 5.9487322 33007.715 33093.063
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 22270.6414 22314.3186 4.5669433 8.7434093 42616.549 42703.486
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 22271.0052 22308.4427 4.5683685 8.7457296 42616.442 42690.960
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 22410.8486 22454.5257 4.6522496 8.8974019 42873.193 42960.130
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 22318.6430 22356.0805 4.5971848 8.8671483 42820.585 42895.103
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 16509.9587 16552.9429 2.6778636 5.3394343 31582.488 31667.836
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 22258.9315 22302.6087 4.5598899 8.7951232 42704.578 42791.516
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 16437.5582 16486.6831 2.6489860 5.2546345 31378.733 31476.273
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 22226.9276 22276.8444 4.5394692 8.7095626 42563.935 42663.292
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 22235.2275 22278.9047 4.5456451 8.7164557 42571.463 42658.400
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 16655.3611 16698.3454 2.7352116 5.4517507 31856.268 31941.616
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 22307.9469 22351.6241 4.5894872 8.8552908 42804.931 42891.869
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 16594.3354 16643.4603 2.7102045 5.3771321 31681.492 31779.032
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 22270.4204 22320.3371 4.5656046 8.7576631 42644.927 42744.285
obs Pacific (27,27.25] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 22275.0375 22318.7147 4.5695942 8.7618137 42647.819 42734.756
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate 16624.8432 16661.6869 2.7238679 5.4253254 31788.787 31861.943
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 16589.9228 16632.9071 2.7092517 5.3731224 31667.876 31753.225
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate 16802.1724 16839.0161 2.7951761 5.5643445 32121.582 32194.738
mod Pacific (27,27.25] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 16779.6808 16822.6651 2.7852174 5.5247050 32033.416 32118.764
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 20916.9521 20961.4480 2.8168295 5.0591718 39170.108 39258.829
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 21115.1453 21159.0729 3.5552336 6.9590074 40968.395 41055.933
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 21466.6647 21504.8040 3.0053601 5.4406320 40393.968 40470.014
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 21167.9846 21205.6369 3.5801507 7.0518362 41167.479 41242.512
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 20779.2503 20823.7462 2.7716483 4.9565438 38819.800 38908.520
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 21245.1365 21289.0641 3.6145810 7.0780626 41228.878 41316.416
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 21282.8532 21320.9925 2.9411867 5.2829928 39889.555 39965.601
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 21377.9724 21415.6246 3.6771872 7.2757819 41646.885 41721.917
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 19800.1034 19844.5993 2.4706095 4.4676852 37104.323 37193.043
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 21687.1126 21731.0403 3.8238750 7.4204619 41953.837 42041.375
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 21080.0494 21130.2524 3.5384769 6.9108372 40865.723 40965.767
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 21085.1196 21129.0473 3.5416645 6.9227066 40888.087 40975.625
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate 19858.7485 19896.8878 2.4882663 4.5687354 37496.098 37572.144
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 19764.6410 19809.1369 2.4603427 4.4434353 37011.300 37100.020
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 21709.0643 21752.9919 3.8345802 7.4361997 41986.282 42073.819
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 21104.8347 21155.0377 3.5496640 6.9259423 40899.222 40999.265
obs Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 21109.8679 21153.7956 3.5528449 6.9380886 40922.155 41009.693
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate 19825.7636 19863.9029 2.4786471 4.5465305 37413.406 37489.452
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 20368.1098 20412.6057 2.6410158 4.6810241 37846.573 37935.293
mod Pacific (27.25,27.5] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + silicate 20624.8437 20662.9831 2.7224867 4.7982277 38243.555 38319.601
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 21110.0181 21154.8541 2.5620175 4.6313470 38250.400 38339.277
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 24006.2284 24051.1500 3.4285466 6.4768256 44349.158 44438.159
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 21233.6360 21272.0669 2.5982711 4.7290086 38605.382 38681.562
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 24243.1084 24281.6126 3.5202500 6.7385912 45019.652 45095.939
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 21033.7850 21078.6211 2.5402636 4.5636864 37995.143 38084.020
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 24076.3431 24121.2647 3.4552123 6.6309517 44747.963 44836.964
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 21141.8602 21180.2911 2.5717343 4.6508541 38317.908 38394.088
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 24410.4929 24448.9971 3.5859647 7.0127735 45690.650 45766.937
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 20861.9098 20906.7458 2.4918924 4.3732871 37242.506 37331.383
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 24007.5460 24058.8850 3.4282881 6.3029138 43881.831 43983.546
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 24213.2325 24258.1541 3.5078728 6.4236386 44199.538 44288.539
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + aou + silicate 20860.0090 20898.4398 2.4919201 4.3733925 37238.935 37315.115
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 20875.7114 20920.5474 2.4957424 4.3819358 37276.636 37365.513
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 25797.6171 25842.5387 4.1790332 7.3130301 46363.069 46452.069
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 23977.0783 24028.4172 3.4167658 6.2803836 43820.578 43922.293
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 24149.9444 24194.8660 3.4834272 6.3851448 44097.497 44186.498
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + silicate 20873.8749 20912.3058 2.4957880 4.3820837 37273.231 37349.412
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 20914.0058 20958.8418 2.5064558 4.4494296 37551.608 37640.485
obs Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + nitrate + silicate 24693.7619 24738.6835 3.6991645 7.2273229 46209.792 46298.792
mod Pacific (27.5,27.75] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + silicate 20973.9067 21012.3376 2.5238708 4.4974767 37734.337 37810.517
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate 11262.7478 11298.1760 1.9286980 3.4381882 18063.022 18131.601
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 11333.0539 11368.4821 1.9538793 3.4577762 18119.563 18188.142
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + nitrate + silicate 11260.8165 11290.3400 1.9287225 3.4505145 18089.187 18146.336
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate 11260.3529 11295.7811 1.9278460 3.4468203 18083.852 18152.431
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 11331.2013 11366.6295 1.9532116 3.4818449 18178.205 18246.783
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 11206.4791 11247.8120 1.9080743 3.3192476 17759.018 17839.027
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 11456.7022 11492.1305 1.9989662 3.4288449 18056.069 18124.648
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 15074.6646 15122.2912 3.4129447 6.1379124 25497.821 25590.829
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 15257.3371 15299.0103 3.5255310 6.2579150 25690.175 25771.557
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate 11227.1045 11262.5327 1.9160561 3.4198512 18013.363 18081.942
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 11203.6996 11245.0325 1.9070960 3.3144498 17746.189 17826.197
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 15533.1042 15568.8242 3.7019059 6.4945859 26057.755 26127.512
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 15524.2923 15565.9655 3.6948783 6.4873876 26050.681 26132.063
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 15038.5593 15086.1858 3.3913567 6.1176444 25463.797 25556.805
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 15194.4584 15236.1317 3.4867858 6.2205288 25629.433 25710.816
mod Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + silicate 11310.8139 11346.2421 1.9458784 3.4792152 18169.209 18237.788
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 15249.3415 15291.0148 3.5205805 6.2797100 25724.045 25805.428
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 15406.4218 15442.1417 3.6203972 6.3822776 25883.408 25953.165
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 15217.6131 15259.2864 3.5010038 6.2659760 25701.409 25782.791
obs Pacific (27.75,27.85] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 15350.0693 15385.7892 3.5847186 6.3523374 25835.977 25905.733
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ aou + oxygen + phosphate + nitrate 18926.0730 18963.2780 3.2423439 5.9463131 32995.225 33068.289
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate 13283.6003 13320.3965 1.6997377 2.9064287 20462.019 20533.074
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 12951.7961 12994.7250 1.6184078 2.7940310 20015.883 20098.780
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 13422.3851 13459.1813 1.7347434 3.0358918 20936.934 21007.988
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 18927.1099 18970.5157 3.2419155 5.9619848 33032.836 33118.078
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 18668.6764 18718.2831 3.1281125 5.7872872 32644.538 32741.958
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 13025.5206 13068.4495 1.6360289 2.8337640 20172.715 20255.612
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 18730.5320 18773.9378 3.1556407 5.8348837 32748.182 32833.424
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate 13438.5750 13475.3712 1.7388737 3.1812847 21412.810 21483.865
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 13276.7790 13313.5752 1.6980355 2.9039196 20452.215 20523.270
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 12946.2519 12989.1808 1.6170903 2.7917949 20006.852 20089.749
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate 13417.4011 13454.1973 1.7334739 3.0361207 20937.083 21008.138
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 18634.6640 18684.2707 3.1135479 5.7759434 32617.576 32714.995
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 13022.7207 13065.6496 1.6353562 2.8346875 20175.855 20258.752
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 18690.7099 18734.1158 3.1384451 5.8225391 32718.895 32804.137
mod Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + silicate 13459.7931 13496.5893 1.7443016 3.1979247 21468.563 21539.618
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 18710.6930 18754.0989 3.1470622 5.8348108 32746.802 32832.044
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 18776.1508 18813.3558 3.1763267 5.8816142 32848.141 32921.206
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 18688.1414 18731.5473 3.1373392 5.8313557 32737.817 32823.059
obs Pacific (27.85,27.95] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 18749.1002 18786.3052 3.1645591 5.8776772 32837.924 32910.989
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + aou + oxygen + phosphate 27123.4607 27163.0721 2.9212391 5.6286242 50792.034 50870.625
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 27012.3023 27058.5156 2.8910250 5.6011581 50692.814 50784.504
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 12899.6373 12936.8752 1.4045902 2.5814652 22101.902 22174.985
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate 12931.3162 12968.5540 1.4106754 2.5971999 22181.024 22254.107
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 12246.2545 12289.6987 1.2844238 2.4081977 21182.272 21267.535
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 26751.5493 26804.3645 2.8220678 5.4825211 50252.823 50357.611
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 11862.0477 11905.4918 1.2188164 2.2161518 20104.579 20189.842
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 26819.9629 26866.1762 2.8403843 5.5155790 50373.366 50465.055
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate 12932.2547 12969.4925 1.4108561 2.5995007 22192.335 22265.418
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 12246.9950 12290.4392 1.2845535 2.4095615 21189.388 21274.652
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 26730.9955 26783.8107 2.8167436 5.4922646 50287.593 50392.381
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 11872.1441 11915.5883 1.2204968 2.2210245 20133.242 20218.506
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 26799.9778 26846.1911 2.8351736 5.5358728 50446.331 50538.020
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + silicate 12872.0890 12909.3269 1.3993198 2.6032898 22206.600 22279.683
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 26835.1720 26881.3853 2.8443562 5.5243538 50406.147 50497.836
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 13060.0208 13097.2587 1.4356705 2.6030330 22215.133 22288.216
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 26993.5761 27033.1876 2.8865856 5.5840379 50626.145 50704.736
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 26841.7873 26888.0006 2.8460855 5.5389302 50459.609 50551.298
mod Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 13088.8833 13126.1212 1.4413363 2.6205885 22302.872 22375.955
obs Pacific (27.95,28.05] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + silicate 27018.3732 27057.9846 2.8931696 5.6144596 50737.130 50815.721
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 20203.5201 20247.7581 2.8314765 5.3939799 35372.947 35459.705
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 6333.5954 6369.0722 0.7695228 1.6238709 11876.108 11945.740
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 20326.3206 20364.2389 2.8748574 5.4434061 35508.880 35583.244
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + oxygen + nitrate + silicate 6675.6790 6711.1557 0.8192402 1.7837510 12749.893 12819.525
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + nitrate + silicate 20298.8532 20343.0912 2.8645549 5.4453567 35513.976 35600.734
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 6426.2426 6461.7193 0.7826820 1.6621205 12095.650 12165.282
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + phosphate + silicate 6495.2220 6524.7859 0.7929156 1.6818460 12209.692 12267.719
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 6297.0119 6338.4014 0.7641080 1.6751395 12123.147 12204.385
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 20209.6008 20253.8389 2.8335750 5.4502347 35513.337 35600.095
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 20172.9077 20223.4655 2.8202487 5.3669245 35304.545 35403.698
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 6024.6156 6066.0051 0.7269489 1.4643240 10923.619 11004.857
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 20295.0454 20339.2835 2.8632263 5.4125707 35431.409 35518.167
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + nitrate + silicate 6581.0748 6616.5516 0.8051779 1.7226313 12436.004 12505.637
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 20200.0629 20250.6207 2.8295946 5.3682033 35311.325 35410.478
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 20344.7146 20388.9526 2.8806051 5.4278105 35475.687 35562.446
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ sal + temp + phosphate + silicate 6462.1159 6497.5927 0.7878375 1.6414591 12000.899 12070.531
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + nitrate + silicate 20320.1393 20364.3773 2.8719933 5.4560305 35543.308 35630.066
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 6766.2081 6801.6848 0.8329267 1.5709923 11667.315 11736.947
obs Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + oxygen + phosphate + nitrate + silicate 20382.0163 20426.2544 2.8937260 5.4790430 35608.364 35695.123
mod Pacific (28.05,28.1] cstar_tco2_talk_phosphate ~ temp + phosphate + silicate 7149.2082 7178.7721 0.8937328 1.7493781 12696.372 12754.399
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ aou + phosphate + nitrate 26031.4601 26066.0781 1.3691743 2.3702586 44064.383 44132.778
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ oxygen + phosphate + nitrate 26009.7726 26044.3906 1.3671980 2.3523089 43838.547 43906.942
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + nitrate + silicate 26044.5685 26086.1100 1.3701877 2.3774208 44157.209 44239.284
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate 24028.2907 24067.4417 2.6211941 5.1255758 41712.537 41789.114
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + nitrate + silicate 24024.0073 24069.6834 2.6195607 5.0496581 41482.557 41571.897
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 25001.5767 25043.1182 1.2782344 2.1361176 41077.222 41159.297
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + aou + phosphate + silicate 24298.5249 24337.6759 2.6924160 5.1245245 41761.330 41837.908
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + oxygen + phosphate + silicate 24816.3804 24857.9219 1.2625644 2.1076118 40700.690 40782.765
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + nitrate + silicate 26035.0428 26083.5079 1.3691363 2.3763642 44149.617 44245.372
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate 24229.4972 24268.6482 2.6740414 5.0872117 41633.189 41709.767
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate 24007.3648 24053.0409 2.6152393 5.0261049 41405.831 41495.171
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + nitrate + silicate 23993.2195 24045.4208 2.6110538 4.9987195 41320.564 41422.667
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 24784.4894 24832.9545 1.2597176 2.1030546 40645.084 40740.838
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + aou + phosphate + silicate 24220.1200 24265.7961 2.6710249 5.0589542 41546.299 41635.639
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + nitrate + silicate 26042.3540 26090.8192 1.3698031 2.3776171 44164.311 44260.065
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate 24082.5553 24128.2314 2.6348203 5.1231013 41720.028 41809.368
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + nitrate + silicate 24084.5399 24136.7412 2.6348162 5.0539795 41510.988 41613.091
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 24797.5505 24846.0156 1.2608140 2.1052472 40674.633 40770.387
obs Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ sal + temp + oxygen + phosphate + silicate 24370.4977 24416.1738 2.7111711 5.1322340 41800.882 41890.222
mod Pacific (28.1, Inf] cstar_tco2_talk_phosphate ~ temp + aou + phosphate + silicate 26948.7648 26990.3064 1.4552407 2.3777994 43946.904 44028.979

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
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
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035570b jens-daniel-mueller 2022-01-17
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ebd7fbc jens-daniel-mueller 2022-01-09
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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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f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
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
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7a1a2fe jens-daniel-mueller 2022-01-12
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013c119 jens-daniel-mueller 2022-01-08
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dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

8.1.2 Best models

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

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

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 6 7 6 7 10 10 7
(26,26.5] 7 10 6 10 6 6 7
(26.5,26.75] 7 10 5 10 5 6 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 6 4 6
(28.2, Inf] 7 7 6 6 10 6 7
total 95.00 — 82.00 108.00 95.00 97.00 92.00
Indian - mod
(-Inf,26] 4 7 5 10 8 7 10
(26,26.5] 5 6 5 10 6 10 8
(26.5,26.75] 6 5 4 10 6 10 8
(26.75,27] 5 8 5 10 6 6 10
(27,27.25] 2 9 4 6 10 5 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] 4 5 5 3 10 8 9
(27.95,28.05] 4 10 4 2 5 4 10
(28.05,28.1] 4 10 4 3 6 5 10
(28.1, Inf] 6 10 6 5 10 10 4
total 51.00 85.00 54.00 83.00 83.00 81.00 95.00
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] 6 6 4 10 6 9 9
(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 5 4 7 7 8 5
total 62.00 69.00 50.00 89.00 94.00 99.00 88.00
Atlantic - obs
(-Inf,26] 6 10 7 6 10 6 7
(26,26.5] 7 9 6 10 5 6 7
(26.5,26.75] 5 6 5 10 6 8 10
(26.75,27] 6 10 6 10 6 5 8
(27,27.25] 6 10 6 10 5 6 8
(27.25,27.5] 7 10 7 10 6 6 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 6 5 10 10 8 5
total 74.00 97.00 86.00 136.00 106.00 105.00 102.00
Indian - obs
(-Inf,26] 6 5 6 10 4 10 8
(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 6 6 10 10 5 8
(27,27.25] 6 6 4 10 10 7 7
(27.25,27.5] 5 8 4 10 7 10 7
(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 6 2 10 7 7 9
(28.1, Inf] 10 4 3 10 8 5 4
total 73.00 73.00 49.00 120.00 87.00 87.00 100.00
Pacific - obs
(-Inf,26] 5 8 7 8 10 6 8
(26,26.5] 6 6 5 10 8 6 9
(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 6 4 10 10 7 7
(27.25,27.5] 5 6 5 10 10 8 6
(27.5,27.75] 4 6 5 10 10 9 6
(27.75,27.85] 4 5 6 10 6 8 10
(27.85,27.95] 6 6 5 10 5 8 9
(27.95,28.05] 6 5 5 10 6 9 8
(28.05,28.1] 6 7 4 10 8 9 7
(28.1, Inf] 7 6 3 10 10 6 7
total 67.00 78.00 60.00 118.00 93.00 86.00 94.00

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
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
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
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
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
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
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
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_tco2_talk_phosphate

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

[[2]]

Version Author Date
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
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

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

[[6]]

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

8.6.6 Spatial mean

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

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

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

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

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

[[4]]

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

[[5]]

Version Author Date
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

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

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

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

Version Author Date
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
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
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
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
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
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
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
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
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[6]]

Version Author Date
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[7]]

Version Author Date
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[8]]

Version Author Date
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[9]]

Version Author Date
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Version Author Date
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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 

[[64]]

Version Author Date
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 

[[65]]

Version Author Date
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
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
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
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
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
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
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
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
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
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] marelac_2.1.10   shape_1.4.6      ggforce_0.3.3    metR_0.11.0     
[13] scico_1.3.0      patchwork_1.1.1  collapse_1.7.0   forcats_0.5.1   
[17] stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4      readr_2.1.1     
[21] tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5    tidyverse_1.3.1 
[25] workflowr_1.7.0 

loaded via a namespace (and not attached):
 [1] colorspace_2.0-2   ellipsis_0.3.2     rprojroot_2.0.2    fs_1.5.2          
 [5] rstudioapi_0.13    farver_2.1.0       bit64_4.0.5        fansi_1.0.2       
 [9] xml2_1.3.3         polyclip_1.10-0    jsonlite_1.7.3     gsw_1.0-6         
[13] dbplyr_2.1.1       compiler_4.1.2     httr_1.4.2         backports_1.4.1   
[17] assertthat_0.2.1   fastmap_1.1.0      cli_3.1.1          later_1.3.0       
[21] tweenr_1.0.2       htmltools_0.5.2    tools_4.1.2        gtable_0.3.0      
[25] glue_1.6.0         Rcpp_1.0.8         carData_3.0-5      cellranger_1.1.0  
[29] jquerylib_0.1.4    vctrs_0.3.8        svglite_2.0.0      xfun_0.29         
[33] ps_1.6.0           rvest_1.0.2        lifecycle_1.0.1    goftest_1.2-3     
[37] oce_1.5-0          getPass_0.2-2      MASS_7.3-55        scales_1.1.1      
[41] vroom_1.5.7        hms_1.1.1          promises_1.2.0.1   parallel_4.1.2    
[45] RColorBrewer_1.1-2 yaml_2.2.1         gridExtra_2.3      sass_0.4.0        
[49] reshape_0.8.8      stringi_1.7.6      highr_0.9          nortest_1.0-4     
[53] checkmate_2.0.0    rlang_0.4.12       pkgconfig_2.0.3    systemfonts_1.0.3 
[57] evaluate_0.14      SolveSAPHE_2.1.0   labeling_0.4.2     bit_4.0.4         
[61] processx_3.5.2     tidyselect_1.1.1   here_1.0.1         seacarb_3.3.0     
[65] plyr_1.8.6         magrittr_2.0.1     R6_2.5.1           generics_0.1.1    
[69] DBI_1.1.2          pillar_1.6.4       haven_2.4.3        whisker_0.4       
[73] withr_2.4.3        abind_1.4-5        modelr_0.1.8       crayon_1.4.2      
[77] car_3.0-12         utf8_1.2.2         tzdb_0.2.0         rmarkdown_2.11    
[81] grid_4.1.2         readxl_1.3.1       data.table_1.14.2  callr_3.7.0       
[85] git2r_0.29.0       reprex_2.0.1       digest_0.6.29      webshot_0.5.2     
[89] httpuv_1.6.5       munsell_0.5.0      viridisLite_0.4.0  bslib_0.3.1