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

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 ~ sal + aou + oxygen + nitrate + silicate 973.9410 996.5212 3.1948753 7.6495584 2322.047 2368.663
obs Atlantic (-Inf,26] cstar_tco2_talk ~ sal + aou + oxygen + phosphate + nitrate 2138.5323 2164.8225 6.9773084 13.6115793 4099.510 4151.586
mod Atlantic (-Inf,26] cstar_tco2_talk ~ 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 ~ 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 ~ sal + aou + oxygen + phosphate + silicate 1045.1544 1067.7346 3.8689450 8.2106046 2381.490 2428.106
obs Atlantic (-Inf,26] cstar_tco2_talk ~ sal + aou + oxygen + phosphate + silicate 2171.0041 2197.2943 7.3451674 13.9798649 4132.020 4184.095
mod Atlantic (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 975.8664 998.4466 3.2114540 7.9142226 2348.794 2395.410
obs Atlantic (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + phosphate + nitrate 2124.4776 2150.7678 6.8238565 13.3607370 4076.760 4128.835
mod Atlantic (-Inf,26] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 1046.0324 1068.6126 3.8780871 8.4823392 2409.263 2455.879
obs Atlantic (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + phosphate + silicate 2159.1663 2185.4565 7.2088685 13.7855657 4115.019 4167.095
mod Atlantic (-Inf,26] cstar_tco2_talk ~ sal + temp + nitrate + silicate 986.1620 1005.5165 3.3193753 8.4011745 2392.591 2432.547
mod Atlantic (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 975.2057 997.7860 3.2057557 8.0216265 2359.018 2405.634
obs Atlantic (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + nitrate 2120.2904 2146.5806 6.7787959 13.2881192 4070.089 4122.164
mod Atlantic (-Inf,26] cstar_tco2_talk ~ 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 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2110.1191 2140.1651 6.6494962 12.3977893 3988.810 4048.324
obs Atlantic (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + silicate 2157.1269 2183.4171 7.1856427 13.7526972 4112.117 4164.192
mod Atlantic (-Inf,26] cstar_tco2_talk ~ sal + temp + phosphate + nitrate + silicate 986.1561 1008.7363 3.3015242 8.1796162 2375.847 2422.464
obs Atlantic (-Inf,26] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate + silicate 2181.9492 2208.2394 7.4734806 14.2653943 4156.736 4208.811
obs Atlantic (26,26.5] cstar_tco2_talk ~ aou + oxygen + phosphate + nitrate 4488.6811 4515.9532 6.0319360 12.0676705 8708.041 8762.212
mod Atlantic (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + phosphate + nitrate 4191.8908 4219.1284 4.9590481 10.7015201 7934.415 7987.923
obs Atlantic (26,26.5] cstar_tco2_talk ~ temp + aou + phosphate + nitrate 4495.8809 4523.1530 6.0632157 12.1089742 8717.411 8771.582
mod Atlantic (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + oxygen + phosphate + silicate 4640.1253 4668.0425 4.7920044 10.1698165 8640.294 8695.009
mod Atlantic (26.75,27] cstar_tco2_talk ~ aou + oxygen + phosphate + nitrate + silicate 4518.5278 4552.2679 2.8288346 5.5870341 8265.542 8331.780
mod Atlantic (26.75,27] cstar_tco2_talk ~ 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 ~ sal + aou + phosphate + silicate 4671.1431 4700.0632 3.0779439 6.0949388 8553.732 8610.507
mod Atlantic (26.75,27] cstar_tco2_talk ~ 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 ~ sal + temp + aou + nitrate 5279.0672 5307.8949 4.4849249 9.9985549 9842.759 9899.128
obs Atlantic (26.75,27] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 5273.4997 5307.1320 4.4661510 9.9610584 9834.239 9900.003
obs Atlantic (26.75,27] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + nitrate 5272.4930 5301.3207 4.4686108 9.9666636 9832.065 9888.435
obs Atlantic (26.75,27] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 5259.0224 5292.6547 4.4304528 9.8987896 9812.704 9878.468
obs Atlantic (26.75,27] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + silicate 4686.9354 4720.6755 3.1012039 6.1646808 8594.978 8661.215
mod Atlantic (26.75,27] cstar_tco2_talk ~ 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 ~ temp + oxygen + nitrate + silicate 5268.0812 5296.9089 4.4576957 9.9687489 9831.092 9887.462
mod Atlantic (26.75,27] cstar_tco2_talk ~ 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 ~ temp + oxygen + phosphate + nitrate + silicate 5268.6163 5302.2486 4.4540775 9.9458912 9828.535 9894.300
mod Atlantic (27,27.25] cstar_tco2_talk ~ aou + oxygen + phosphate + nitrate + silicate 6333.8657 6369.6234 3.2121202 6.0719423 11262.565 11332.642
obs Atlantic (27,27.25] cstar_tco2_talk ~ 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 ~ 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 ~ sal + aou + phosphate + silicate 6005.6026 6036.2521 2.8107060 5.8698208 11066.360 11126.426
obs Atlantic (27,27.25] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 8608.0802 8644.7948 5.1975379 10.2803901 15156.245 15227.807
mod Atlantic (27,27.25] cstar_tco2_talk ~ sal + temp + aou + phosphate + nitrate 6313.9132 6349.6709 3.1860036 6.4064258 11478.931 11549.008
obs Atlantic (27,27.25] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 5998.7277 6034.4854 2.8005180 5.7840113 11011.674 11081.751
obs Atlantic (27,27.25] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 8605.7537 8642.4683 5.1932242 10.2240170 15131.825 15203.387
obs Atlantic (27,27.25] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + silicate 6031.3546 6067.1123 2.8381550 5.8670233 11074.339 11144.415
mod Atlantic (27,27.25] cstar_tco2_talk ~ 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 ~ temp + aou + phosphate + nitrate + silicate 8588.6010 8625.3156 5.1615305 10.1754356 15107.457 15179.019
obs Atlantic (27,27.25] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate 8629.0140 8660.4837 5.2402532 10.2280417 15134.662 15196.001
mod Atlantic (27,27.25] cstar_tco2_talk ~ 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 ~ temp + oxygen + phosphate + nitrate + silicate 8579.5369 8616.2515 5.1448605 10.0808156 15064.767 15136.329
mod Atlantic (27.25,27.5] cstar_tco2_talk ~ sal + aou + nitrate + silicate 9132.6879 9165.2114 3.7128744 7.5708281 17806.356 17871.009
obs Atlantic (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + oxygen + phosphate + silicate 8989.7212 9022.2446 3.5573004 7.7902573 17953.555 18018.208
obs Atlantic (27.25,27.5] cstar_tco2_talk ~ sal + temp + aou + nitrate 9385.2195 9417.5122 4.4702012 8.8284651 17653.951 17717.828
mod Atlantic (27.25,27.5] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 9039.2062 9077.1503 3.6082361 7.4099073 17668.905 17744.334
obs Atlantic (27.25,27.5] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 9374.7209 9412.3957 4.4528513 8.8041207 17640.865 17715.388
obs Atlantic (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 9060.3984 9098.3424 3.6312029 7.1370539 17436.705 17512.134
obs Atlantic (27.25,27.5] cstar_tco2_talk ~ sal + temp + oxygen + nitrate 9417.7110 9450.0038 4.5156214 8.8421877 17665.595 17729.472
mod Atlantic (27.25,27.5] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 8903.9665 8941.9105 3.4650535 7.3331669 17587.861 17663.290
obs Atlantic (27.25,27.5] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 9406.0202 9443.6950 4.4964269 8.8127532 17649.136 17723.659
mod Atlantic (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + phosphate + nitrate + silicate 9626.8636 9664.8076 4.3023627 7.6803637 17886.968 17962.397
mod Atlantic (27.25,27.5] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate + silicate 9517.4027 9555.3467 4.1636480 7.3568800 17601.555 17676.985
obs Atlantic (27.5,27.75] cstar_tco2_talk ~ 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 ~ sal + aou + nitrate + silicate 12031.1160 12066.1838 2.5495170 5.2069051 24254.570 24324.696
mod Atlantic (27.5,27.75] cstar_tco2_talk ~ sal + aou + oxygen + nitrate 13112.3837 13147.4515 3.1510983 5.7947671 25309.461 25379.587
mod Atlantic (27.5,27.75] cstar_tco2_talk ~ sal + aou + oxygen + nitrate + silicate 11829.5051 11870.4175 2.4498126 4.8954282 23631.753 23713.567
obs Atlantic (27.5,27.75] cstar_tco2_talk ~ 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 ~ sal + aou + oxygen + phosphate + silicate 12268.7306 12309.6430 2.6699685 5.1604717 24163.664 24245.478
mod Atlantic (27.5,27.75] cstar_tco2_talk ~ 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 ~ sal + temp + aou + nitrate 13259.8144 13294.8822 3.2434461 5.9927745 25656.599 25726.725
mod Atlantic (27.5,27.75] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 11957.7914 11998.7038 2.5121677 5.0509810 23950.629 24032.443
obs Atlantic (27.5,27.75] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 9362.9578 9400.7792 4.1770972 8.8786630 18473.271 18548.438
obs Atlantic (27.5,27.75] cstar_tco2_talk ~ 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 ~ sal + temp + aou + phosphate + silicate 12397.5620 12438.4745 2.7382197 5.3369186 24509.208 24591.022
mod Atlantic (27.5,27.75] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 12270.8620 12311.7745 2.6710837 5.3660207 24567.819 24649.633
obs Atlantic (27.5,27.75] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 9358.9653 9396.7868 4.1720190 8.8713190 18467.801 18542.967
obs Atlantic (27.5,27.75] cstar_tco2_talk ~ 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 ~ 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 ~ temp + aou + nitrate + silicate 9362.7030 9395.1214 4.1793190 8.8859932 18474.346 18538.774
obs Atlantic (27.5,27.75] cstar_tco2_talk ~ 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 ~ temp + oxygen + nitrate + silicate 9359.0019 9391.4203 4.1746087 8.8824915 18471.432 18535.860
obs Atlantic (27.5,27.75] cstar_tco2_talk ~ 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 ~ aou + oxygen + nitrate + silicate 5325.1842 5355.0758 2.8511454 4.7280409 9639.155 9698.786
mod Atlantic (27.75,27.85] cstar_tco2_talk ~ 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 ~ sal + aou + oxygen + nitrate 5494.9758 5524.8674 3.0849856 5.0015241 9852.840 9912.471
mod Atlantic (27.75,27.85] cstar_tco2_talk ~ sal + aou + oxygen + nitrate + silicate 5272.4617 5307.3352 2.7796242 4.3494596 9213.271 9282.841
mod Atlantic (27.75,27.85] cstar_tco2_talk ~ 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 ~ sal + aou + phosphate + nitrate + silicate 5909.8315 5944.0014 4.9911633 9.5919737 12202.936 12271.908
obs Atlantic (27.75,27.85] cstar_tco2_talk ~ sal + oxygen + nitrate + silicate 5895.1911 5924.4796 4.9588811 9.5779276 12194.730 12253.848
obs Atlantic (27.75,27.85] cstar_tco2_talk ~ 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 ~ sal + oxygen + phosphate + silicate 5898.3301 5927.6186 4.9668781 9.5802022 12195.226 12254.344
mod Atlantic (27.75,27.85] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 5375.9551 5410.8286 2.9164374 4.5751983 9432.475 9502.044
obs Atlantic (27.75,27.85] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 5897.3688 5931.5387 4.9593333 9.5692886 12194.707 12263.678
obs Atlantic (27.75,27.85] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 5901.7178 5935.8877 4.9704177 9.5734602 12195.856 12264.828
mod Atlantic (27.75,27.85] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 5418.7865 5453.6600 2.9750100 4.6973729 9554.321 9623.891
obs Atlantic (27.75,27.85] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 5893.5733 5927.7431 4.9496798 9.5591541 12190.689 12259.660
obs Atlantic (27.75,27.85] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ temp + aou + nitrate + silicate 5451.4981 5481.3898 3.0233406 5.0578558 9934.810 9994.441
mod Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + aou + oxygen + nitrate 5648.3952 5678.7063 2.7761342 5.3363356 10779.478 10839.725
mod Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + aou + oxygen + nitrate + silicate 5577.3219 5612.6849 2.6896900 5.2164905 10681.909 10752.197
obs Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + aou + oxygen + nitrate + silicate 9896.3388 9934.3703 4.4956098 8.5861620 20078.455 20154.947
mod Atlantic (27.85,27.95] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + aou + oxygen + phosphate + silicate 9894.5733 9932.6049 4.4932636 8.5919659 20083.847 20160.340
obs Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + aou + oxygen + silicate 9894.4571 9927.0556 4.4957671 8.5958118 20082.908 20148.474
mod Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + temp + aou + nitrate 5697.8375 5728.1486 2.8361939 5.4222488 10850.724 10910.971
mod Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 5616.5197 5651.8827 2.7357200 5.2824038 10738.115 10808.403
obs Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 9931.3369 9969.3684 4.5423735 8.6138345 20096.631 20173.123
obs Atlantic (27.85,27.95] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + nitrate 5724.1474 5754.4585 2.8686815 5.4786076 10896.973 10957.220
mod Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 5637.2243 5672.5873 2.7603506 5.3243675 10773.539 10843.827
obs Atlantic (27.85,27.95] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 9928.4195 9966.4511 4.5384569 8.6094126 20093.267 20169.760
obs Atlantic (27.85,27.95] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + silicate 9920.0952 9958.1268 4.5272998 8.6082798 20093.787 20170.279
obs Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + aou + oxygen + nitrate + silicate 12098.2055 12137.6662 4.4563150 8.9718500 24596.493 24675.611
obs Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + aou + oxygen + phosphate + nitrate + silicate 12096.7028 12141.8007 4.4525535 8.9678417 24596.757 24687.178
obs Atlantic (27.95,28.05] cstar_tco2_talk ~ 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 ~ sal + aou + oxygen + silicate 12155.8027 12189.6261 4.5208041 9.0642519 24678.380 24746.195
mod Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + temp + aou + nitrate 7198.5949 7230.1749 3.0015823 6.0953603 14305.150 14368.161
mod Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 7180.3970 7217.2403 2.9804149 6.0667062 14282.207 14355.720
obs Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 12153.5243 12192.9850 4.5161437 9.0728445 24690.527 24769.644
obs Atlantic (27.95,28.05] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + aou + silicate 7206.1183 7237.6983 3.0095052 6.1035372 14312.902 14375.913
mod Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen 7191.1981 7217.5148 2.9959118 6.0571804 14266.344 14318.853
mod Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen + nitrate 7170.1460 7201.7260 2.9718109 6.0273017 14242.033 14305.043
mod Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 7141.5439 7178.3872 2.9401158 5.9817046 14202.735 14276.248
obs Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 12140.5879 12180.0485 4.5020810 9.0465453 24666.119 24745.237
mod Atlantic (27.95,28.05] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + silicate 12146.7456 12186.2062 4.5087693 9.0654403 24683.720 24762.838
mod Atlantic (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen + silicate 7168.6831 7200.2630 2.9702879 6.0210686 14236.275 14299.286
mod Atlantic (28.05,28.1] cstar_tco2_talk ~ aou + oxygen + nitrate + silicate 3005.0057 3034.7791 0.9982059 1.8346932 5765.720 5825.555
mod Atlantic (28.05,28.1] cstar_tco2_talk ~ 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 ~ 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 ~ sal + oxygen + nitrate + silicate 8682.7174 8714.6247 4.2968211 9.3375077 17567.314 17630.943
obs Atlantic (28.05,28.1] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + nitrate + silicate 3037.7213 3072.4570 1.0128293 1.8581687 5823.763 5893.571
obs Atlantic (28.05,28.1] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + nitrate + silicate 3048.8436 3083.5793 1.0181772 1.8754889 5866.050 5935.858
obs Atlantic (28.05,28.1] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 8683.7015 8720.9267 4.2953731 9.1966373 17488.339 17562.572
obs Atlantic (28.05,28.1] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + nitrate + silicate 3043.0453 3072.8187 1.0163477 1.8714829 5852.619 5912.454
mod Atlantic (28.05,28.1] cstar_tco2_talk ~ 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 ~ temp + oxygen + nitrate + silicate 3053.6020 3083.3755 1.0214406 1.8865205 5888.798 5948.633
mod Atlantic (28.1,28.15] cstar_tco2_talk ~ 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 ~ sal + aou + oxygen + phosphate 4585.0361 4618.4557 0.7868535 1.6753699 9105.388 9171.553
mod Atlantic (28.1,28.15] cstar_tco2_talk ~ sal + aou + oxygen + phosphate + silicate 4487.3287 4526.3182 0.7668806 1.6533266 9001.595 9078.788
mod Atlantic (28.1,28.15] cstar_tco2_talk ~ sal + temp + aou + phosphate 4705.6593 4739.0788 0.8117128 1.7232910 9314.825 9380.990
mod Atlantic (28.1,28.15] cstar_tco2_talk ~ sal + temp + aou + phosphate + silicate 4591.7228 4630.7123 0.7878051 1.6985999 9199.909 9277.102
obs Atlantic (28.1,28.15] cstar_tco2_talk ~ sal + temp + oxygen + nitrate 10364.4619 10397.4982 4.1649654 8.2493514 19013.054 19078.081
obs Atlantic (28.1,28.15] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 10360.9020 10399.4443 4.1586049 8.2428527 19011.391 19087.255
mod Atlantic (28.1,28.15] cstar_tco2_talk ~ sal + temp + oxygen + phosphate 4726.3443 4759.7638 0.8160540 1.7354125 9364.967 9431.132
obs Atlantic (28.1,28.15] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + nitrate + silicate 10333.9658 10378.0141 4.1256591 8.1975337 18977.182 19063.884
mod Atlantic (28.1,28.15] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + silicate 4604.0141 4643.0036 0.7903060 1.7092476 9243.065 9320.257
obs Atlantic (28.1,28.15] cstar_tco2_talk ~ 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 ~ sal + temp + phosphate + silicate 4680.7561 4714.1757 0.8065170 1.9398487 10044.607 10110.773
mod Atlantic (28.1,28.15] cstar_tco2_talk ~ temp + aou + phosphate + nitrate 4201.5485 4234.9680 0.7127667 1.4952587 8281.478 8347.643
obs Atlantic (28.1,28.15] cstar_tco2_talk ~ temp + oxygen + nitrate + silicate 10378.0898 10411.1260 4.1805965 8.2762351 19035.090 19100.116
mod Atlantic (28.1,28.15] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ aou + oxygen + nitrate + silicate 1502.8550 1531.5277 0.5650177 1.1714267 2586.103 2640.985
mod Atlantic (28.15,28.2] cstar_tco2_talk ~ aou + oxygen + phosphate 979.1082 1003.0021 0.4199236 0.9957220 1999.961 2045.696
mod Atlantic (28.15,28.2] cstar_tco2_talk ~ 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 ~ sal + aou + oxygen + phosphate 855.8837 884.5564 0.3910524 0.9612728 1867.386 1922.268
obs Atlantic (28.15,28.2] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 3977.7010 4010.0041 3.4476663 7.8408263 7679.213 7742.702
mod Atlantic (28.15,28.2] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 3961.7037 3994.0068 3.4108976 7.8044624 7663.333 7726.822
obs Atlantic (28.15,28.2] cstar_tco2_talk ~ sal + temp + oxygen + nitrate 4049.1339 4076.8222 3.6215976 7.9353736 7725.451 7779.870
obs Atlantic (28.15,28.2] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 3954.8850 3987.1881 3.3953448 7.7082434 7632.943 7696.432
mod Atlantic (28.15,28.2] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + silicate 3938.6914 3970.9945 3.3586923 7.6718977 7616.840 7680.329
obs Atlantic (28.15,28.2] cstar_tco2_talk ~ sal + temp + oxygen + silicate 3998.9975 4026.6859 3.5019215 7.8175741 7675.867 7730.287
mod Atlantic (28.15,28.2] cstar_tco2_talk ~ temp + aou + phosphate 983.4002 1007.2941 0.4209501 0.9974860 2005.746 2051.481
mod Atlantic (28.15,28.2] cstar_tco2_talk ~ temp + aou + phosphate + silicate 956.8669 985.5396 0.4141730 0.9716003 1941.912 1996.794
mod Atlantic (28.15,28.2] cstar_tco2_talk ~ temp + oxygen + phosphate 984.4792 1008.3731 0.4212085 0.9985728 2008.499 2054.234
mod Atlantic (28.15,28.2] cstar_tco2_talk ~ temp + oxygen + phosphate + silicate 959.7355 988.4082 0.4148494 0.9759854 1952.513 2007.394
mod Atlantic (28.2, Inf] cstar_tco2_talk ~ sal + aou + oxygen + nitrate + silicate 2698.2687 2737.5030 0.4721092 0.9936236 5231.047 5308.098
mod Atlantic (28.2, Inf] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + aou + phosphate + silicate 7245.7302 7277.3854 2.9567252 6.4296664 14375.779 14438.619
mod Atlantic (28.2, Inf] cstar_tco2_talk ~ sal + oxygen + phosphate + silicate 2596.5639 2630.1932 0.4605325 1.0125787 5313.957 5380.001
mod Atlantic (28.2, Inf] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 2676.7741 2716.0083 0.4695891 0.9906841 5206.913 5283.964
mod Atlantic (28.2, Inf] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + nitrate + silicate 2699.6527 2738.8870 0.4722719 0.9941788 5234.898 5311.950
obs Atlantic (28.2, Inf] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 7276.9842 7313.9153 2.9868066 6.4238104 14381.239 14454.553
mod Atlantic (28.2, Inf] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + silicate 7237.2446 7274.1756 2.9460169 6.3775398 14337.235 14410.549
mod Indian (-Inf,26] cstar_tco2_talk ~ sal + aou + oxygen + nitrate + silicate 2512.9914 2542.5216 2.9156616 7.6885960 6069.488 6129.727
mod Indian (-Inf,26] cstar_tco2_talk ~ sal + aou + oxygen + silicate 2512.5491 2537.8607 2.9201887 7.7019881 6069.251 6120.883
mod Indian (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 2545.8969 2575.4271 3.0128039 7.7259203 6087.411 6147.649
obs Indian (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 2621.9641 2650.6820 4.4738407 10.3353208 6027.295 6085.949
mod Indian (-Inf,26] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 2288.7476 2318.2778 2.3320467 5.9902172 5529.239 5589.477
obs Indian (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + phosphate + silicate 2542.2782 2570.9961 4.0923245 10.1318496 5979.447 6038.101
mod Indian (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + silicate 2546.0574 2571.3690 3.0192938 7.7431615 6088.278 6139.911
obs Indian (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 2630.4567 2659.1746 4.5165428 10.3685900 6034.074 6092.728
mod Indian (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + nitrate 2733.6775 2763.2077 3.6324365 7.7062783 6102.025 6162.264
mod Indian (-Inf,26] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + silicate 2296.7309 2326.2611 2.3506640 5.9810851 5528.176 5588.414
obs Indian (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + silicate 2546.3275 2575.0454 4.1109022 10.1354897 5980.861 6039.516
mod Indian (-Inf,26] cstar_tco2_talk ~ sal + temp + phosphate + nitrate + silicate 2758.2139 2787.7441 3.7223019 7.6955547 6096.860 6157.098
obs Indian (-Inf,26] cstar_tco2_talk ~ temp + aou + phosphate + nitrate + silicate 2585.1735 2613.8914 4.2934667 10.1663977 5992.581 6051.235
obs Indian (-Inf,26] cstar_tco2_talk ~ temp + aou + phosphate + silicate 2589.1505 2613.7659 4.3222677 10.3620085 6024.357 6074.633
obs Indian (-Inf,26] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate + silicate 2582.3247 2611.0426 4.2798070 10.1291750 5985.454 6044.109
obs Indian (-Inf,26] cstar_tco2_talk ~ temp + oxygen + phosphate + silicate 2586.8925 2611.5078 4.3113642 10.3368778 6019.590 6069.865
mod Indian (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate 1847.7982 1871.2792 2.8917730 7.9696388 5749.812 5800.053
obs Indian (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate 1844.9166 1868.3976 2.8805343 7.9430962 5743.073 5793.314
obs Indian (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + phosphate + silicate 1492.6443 1516.9568 1.3812597 4.0469439 4916.590 4968.303
mod Indian (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + oxygen + phosphate + silicate 1058.4437 1082.1942 0.9352475 3.2734898 4427.584 4478.974
obs Indian (26.75,27] cstar_tco2_talk ~ sal + oxygen + phosphate + nitrate 3957.7079 3985.2825 3.5830597 7.7286048 11788.065 11847.001
obs Indian (26.75,27] cstar_tco2_talk ~ 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 ~ sal + temp + aou + phosphate 3958.9819 3986.5566 3.5861792 7.7344928 11791.176 11850.113
mod Indian (26.75,27] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate 3957.8464 3985.4211 3.5833988 7.7199918 11782.254 11841.191
mod Indian (26.75,27] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + phosphate + nitrate 1962.9262 1988.4376 1.5849715 4.1784456 6419.936 6474.503
mod Indian (26.75,27] cstar_tco2_talk ~ 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 ~ temp + oxygen + phosphate + nitrate 1960.3353 1985.8467 1.5810204 4.1737286 6416.792 6471.359
mod Indian (26.75,27] cstar_tco2_talk ~ 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 ~ aou + phosphate + nitrate + silicate 2807.1461 2833.5377 2.4755787 5.2351149 7322.048 7377.419
mod Indian (27,27.25] cstar_tco2_talk ~ oxygen + phosphate + nitrate + silicate 2793.9104 2820.3019 2.4484686 5.2232359 7318.995 7374.366
mod Indian (27,27.25] cstar_tco2_talk ~ sal + aou + phosphate + nitrate 2755.6192 2782.0107 2.3716989 5.1087022 7255.353 7310.724
obs Indian (27,27.25] cstar_tco2_talk ~ 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 ~ sal + aou + phosphate + silicate 3089.7296 3115.8244 3.5657861 7.2863190 7517.943 7572.205
mod Indian (27,27.25] cstar_tco2_talk ~ sal + oxygen + phosphate + nitrate 2753.7283 2780.1199 2.3679710 5.1046726 7253.258 7308.629
obs Indian (27,27.25] cstar_tco2_talk ~ 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 ~ sal + phosphate + nitrate 2755.3059 2777.2988 2.3750293 5.1121382 7253.111 7299.253
mod Indian (27,27.25] cstar_tco2_talk ~ sal + phosphate + nitrate + silicate 2757.0919 2783.4834 2.3746065 5.0077230 7185.239 7240.610
obs Indian (27,27.25] cstar_tco2_talk ~ sal + temp + aou + phosphate 3074.6752 3100.7701 3.5191699 7.2394714 7502.788 7557.051
obs Indian (27,27.25] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 3069.8986 3100.3426 3.4983854 7.2185848 7499.967 7563.273
obs Indian (27,27.25] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + phosphate + nitrate 2744.1925 2770.5841 2.3492594 5.0837255 7242.211 7297.581
mod Indian (27,27.25] cstar_tco2_talk ~ sal + temp + phosphate + nitrate + silicate 2744.1191 2774.9093 2.3452106 4.8944232 7114.357 7178.956
mod Indian (27,27.25] cstar_tco2_talk ~ temp + aou + phosphate + nitrate 2783.3005 2809.6921 2.4269516 5.2175398 7318.904 7374.274
mod Indian (27,27.25] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate 2783.5312 2809.9227 2.4274173 5.2203677 7320.700 7376.070
obs Indian (27.25,27.5] cstar_tco2_talk ~ aou + phosphate + nitrate + silicate 4230.9404 4258.8110 3.7591606 7.5245638 10050.923 10108.579
mod Indian (27.25,27.5] cstar_tco2_talk ~ oxygen + phosphate + nitrate + silicate 3395.5914 3423.6690 2.0267488 4.0661675 8608.704 8667.421
obs Indian (27.25,27.5] cstar_tco2_talk ~ sal + aou + phosphate + nitrate + silicate 4226.7950 4259.3106 3.7441700 7.4285831 10002.768 10070.033
mod Indian (27.25,27.5] cstar_tco2_talk ~ sal + oxygen + phosphate + nitrate 3388.7607 3416.8383 2.0180714 4.0554592 8599.442 8658.159
obs Indian (27.25,27.5] cstar_tco2_talk ~ sal + oxygen + phosphate + nitrate + silicate 4218.7414 4251.2571 3.7246153 7.4177374 9999.711 10066.975
obs Indian (27.25,27.5] cstar_tco2_talk ~ 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 ~ sal + temp + aou + phosphate + silicate 4218.5439 4251.0595 3.7241368 7.4871416 10039.179 10106.443
obs Indian (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + phosphate + silicate 3441.6579 3469.7355 2.0862521 4.0888000 8610.254 8668.971
mod Indian (27.25,27.5] cstar_tco2_talk ~ temp + aou + phosphate 3115.9383 3139.3363 1.7023808 3.6210877 8178.178 8227.109
obs Indian (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ temp + oxygen + phosphate 3111.5677 3134.9657 1.6977135 3.6009634 8154.071 8203.002
obs Indian (27.25,27.5] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate + silicate 4212.4635 4244.9791 3.7094428 7.5084384 10053.240 10120.505
mod Indian (27.25,27.5] cstar_tco2_talk ~ temp + phosphate + nitrate 3312.0614 3335.4594 1.9255673 3.8756613 8413.893 8462.824
mod Indian (27.25,27.5] cstar_tco2_talk ~ temp + phosphate + nitrate + silicate 3309.5904 3337.6680 1.9201671 3.8610602 8401.882 8460.599
mod Indian (27.5,27.75] cstar_tco2_talk ~ aou + phosphate + nitrate 4815.4812 4840.6045 2.0518279 3.9060735 11183.173 11235.062
mod Indian (27.5,27.75] cstar_tco2_talk ~ 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 + nitrate 4937.4475 4957.5460 2.1681541 4.0531193 11354.438 11395.949
mod Indian (27.5,27.75] cstar_tco2_talk ~ phosphate + nitrate + silicate 4907.5254 4932.6486 2.1375834 4.0039938 11295.633 11347.521
obs Indian (27.5,27.75] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + phosphate + nitrate 4818.3127 4843.4359 2.0544139 3.9315752 11224.352 11276.240
obs Indian (27.5,27.75] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + oxygen + phosphate 4915.5725 4940.6957 2.1452490 4.0618978 11386.604 11438.493
obs Indian (27.5,27.75] cstar_tco2_talk ~ 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 ~ 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 ~ temp + phosphate + nitrate 4876.0705 4901.1937 2.1078818 3.9774922 11269.526 11321.414
mod Indian (27.75,27.85] cstar_tco2_talk ~ aou + phosphate + silicate 2546.5556 2568.4900 2.0466603 4.4001603 5955.170 6000.185
mod Indian (27.75,27.85] cstar_tco2_talk ~ sal + aou + phosphate 2719.8729 2741.8073 2.3681267 4.4789447 5965.898 6010.913
mod Indian (27.75,27.85] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + aou + phosphate + silicate 3030.4836 3058.0171 1.9290881 4.1573819 6745.735 6801.626
mod Indian (27.85,27.95] cstar_tco2_talk ~ 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 ~ sal + temp + aou + phosphate 3106.3186 3133.8522 2.0323720 4.0760570 6677.319 6733.210
obs Indian (27.85,27.95] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate 3099.9302 3127.4638 2.0234620 4.0666924 6670.559 6726.450
obs Indian (27.85,27.95] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + phosphate + silicate 3245.8760 3273.4096 2.2371109 4.0485463 6615.657 6671.548
obs Indian (27.85,27.95] cstar_tco2_talk ~ 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 ~ temp + aou + phosphate + nitrate + silicate 3891.0700 3923.8360 2.7548178 5.5295024 8642.532 8709.446
mod Indian (27.85,27.95] cstar_tco2_talk ~ temp + aou + phosphate + silicate 3080.8758 3108.4094 1.9971179 4.1441682 6734.176 6790.067
obs Indian (27.85,27.95] cstar_tco2_talk ~ temp + aou + phosphate + silicate 3889.5845 3917.6696 2.7557071 5.5323542 8640.419 8697.774
mod Indian (27.85,27.95] cstar_tco2_talk ~ temp + oxygen + phosphate 3117.1444 3140.0891 2.0503789 4.2043947 6773.847 6820.423
obs Indian (27.85,27.95] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate + silicate 3917.1962 3949.9622 2.8003422 5.5970863 8684.036 8750.950
mod Indian (27.85,27.95] cstar_tco2_talk ~ temp + oxygen + phosphate + silicate 3079.6970 3107.2306 1.9954994 4.1426664 6733.087 6788.978
obs Indian (27.95,28.05] cstar_tco2_talk ~ aou + oxygen 6352.6399 6373.3265 2.7664340 5.4976350 13059.691 13101.303
obs Indian (27.95,28.05] cstar_tco2_talk ~ aou + oxygen + silicate 6285.9816 6311.8399 2.6944461 5.4249155 12994.293 13046.307
obs Indian (27.95,28.05] cstar_tco2_talk ~ sal + aou + oxygen 6286.8070 6312.6653 2.6953003 5.4159957 12985.206 13037.221
mod Indian (27.95,28.05] cstar_tco2_talk ~ sal + temp + aou + phosphate 3468.1760 3497.8463 1.2787540 2.4314078 7201.613 7261.784
obs Indian (27.95,28.05] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + nitrate + silicate 6284.5428 6325.9161 2.6867599 5.4186561 13000.298 13083.521
mod Indian (27.95,28.05] cstar_tco2_talk ~ sal + temp + aou + phosphate + silicate 3467.3167 3501.9321 1.2769939 2.4288713 7201.147 7271.346
obs Indian (27.95,28.05] cstar_tco2_talk ~ 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 ~ sal + temp + oxygen + phosphate 3466.2352 3495.9055 1.2775590 2.4307743 7200.833 7261.004
mod Indian (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + silicate 3465.4543 3500.0697 1.2758489 2.4283604 7200.597 7270.796
mod Indian (27.95,28.05] cstar_tco2_talk ~ 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 ~ temp + aou + phosphate 3471.8588 3496.5841 1.2822592 2.4531751 7240.771 7290.913
obs Indian (27.95,28.05] cstar_tco2_talk ~ 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 ~ temp + aou + phosphate + nitrate + silicate 6339.5198 6375.7214 2.7461956 5.4781367 13053.320 13126.141
mod Indian (27.95,28.05] cstar_tco2_talk ~ temp + aou + phosphate + silicate 3465.3724 3495.0427 1.2770282 2.4320186 7203.637 7263.808
obs Indian (27.95,28.05] cstar_tco2_talk ~ 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 ~ temp + oxygen + phosphate 3468.9117 3493.6369 1.2804402 2.4514419 7237.998 7288.141
mod Indian (27.95,28.05] cstar_tco2_talk ~ temp + oxygen + phosphate + silicate 3463.4692 3493.1396 1.2758580 2.4315035 7203.086 7263.256
mod Indian (27.95,28.05] cstar_tco2_talk ~ temp + phosphate + nitrate 3299.5545 3324.2797 1.1801308 2.3871163 7140.796 7190.938
obs Indian (28.05,28.1] cstar_tco2_talk ~ aou + oxygen 4615.5201 4634.8909 2.8284160 5.5002146 9037.827 9076.491
obs Indian (28.05,28.1] cstar_tco2_talk ~ aou + oxygen + silicate 4594.6427 4618.8562 2.7940972 5.4654094 9018.615 9066.945
obs Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + nitrate 4572.0292 4601.0853 2.7576388 5.6143801 9121.353 9179.349
obs Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 4552.5296 4586.4283 2.7261823 5.4994900 9049.373 9117.035
mod Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + phosphate 1657.3372 1684.6007 0.7903790 1.3767495 3218.324 3274.232
obs Indian (28.05,28.1] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + nitrate + silicate 4551.2904 4590.0319 2.7214743 5.4947402 9050.107 9127.434
mod Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + phosphate + silicate 1550.8797 1582.6871 0.7310527 1.2990392 3058.121 3123.348
obs Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + phosphate + silicate 4588.7029 4622.6017 2.7793162 5.5619414 9091.712 9159.373
obs Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + silicate 4591.4980 4620.5541 2.7864369 5.5708768 9093.705 9151.701
mod Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + oxygen + phosphate 1657.4260 1684.6894 0.7904295 1.3768954 3218.697 3274.606
obs Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + nitrate + silicate 4594.3860 4633.1275 2.7847841 5.6298652 9140.192 9217.520
mod Indian (28.05,28.1] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + silicate 1551.0314 1582.8387 0.7311325 1.2994238 3059.212 3124.439
mod Indian (28.05,28.1] cstar_tco2_talk ~ 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 ~ sal + temp + phosphate + silicate 1556.2855 1583.5489 0.7349581 1.3611934 3232.377 3288.286
mod Indian (28.05,28.1] cstar_tco2_talk ~ temp + aou + phosphate + nitrate 1429.4279 1456.6914 0.6708523 1.2334411 2917.959 2973.868
mod Indian (28.05,28.1] cstar_tco2_talk ~ temp + aou + phosphate + silicate 1667.9214 1695.1849 0.7964203 1.3672991 3182.052 3237.960
mod Indian (28.05,28.1] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate 1428.9332 1456.1967 0.6706136 1.2331495 2917.300 2973.209
mod Indian (28.05,28.1] cstar_tco2_talk ~ temp + oxygen + phosphate + silicate 1667.3369 1694.6004 0.7960855 1.3672790 3182.431 3238.340
obs Indian (28.1, Inf] cstar_tco2_talk ~ aou + oxygen 12263.9297 12287.2466 2.7719947 5.7134334 24925.974 24972.639
obs Indian (28.1, Inf] cstar_tco2_talk ~ aou + oxygen + phosphate 12264.4582 12293.6044 2.7711833 5.7011491 24908.704 24967.036
mod Indian (28.1, Inf] cstar_tco2_talk ~ aou + oxygen + phosphate + nitrate + silicate 7027.4983 7069.1073 0.8394828 1.6806371 13610.191 13692.939
obs Indian (28.1, Inf] cstar_tco2_talk ~ aou + oxygen + phosphate + silicate 12052.2295 12087.2049 2.6555461 5.4854730 24522.483 24592.481
obs Indian (28.1, Inf] cstar_tco2_talk ~ aou + oxygen + silicate 12051.3992 12080.5453 2.6561641 5.5039954 24551.603 24609.935
mod Indian (28.1, Inf] cstar_tco2_talk ~ aou + phosphate + nitrate + silicate 7025.8994 7061.5642 0.8395425 1.7115680 13796.614 13867.540
mod Indian (28.1, Inf] cstar_tco2_talk ~ oxygen + phosphate + nitrate + silicate 7203.4048 7239.0696 0.8663949 1.7080845 13787.451 13858.378
obs Indian (28.1, Inf] cstar_tco2_talk ~ sal + aou + oxygen 12060.6777 12089.8239 2.6610722 5.5608607 24652.475 24710.807
obs Indian (28.1, Inf] cstar_tco2_talk ~ sal + aou + oxygen + phosphate 12062.1795 12097.1549 2.6608085 5.5579356 24651.326 24721.324
mod Indian (28.1, Inf] cstar_tco2_talk ~ sal + aou + oxygen + phosphate + nitrate + silicate 7020.3637 7067.9168 0.8381237 1.6474136 13401.462 13496.032
mod Indian (28.1, Inf] cstar_tco2_talk ~ sal + aou + phosphate + nitrate + silicate 7024.2484 7065.8573 0.8389990 1.6483035 13403.442 13486.190
mod Indian (28.1, Inf] cstar_tco2_talk ~ sal + oxygen + phosphate + nitrate + silicate 7174.3512 7215.9601 0.8616360 1.6734231 13569.693 13652.441
obs Indian (28.1, Inf] cstar_tco2_talk ~ sal + temp + aou + oxygen 12058.2198 12093.1952 2.6587130 5.5584349 24651.901 24721.900
mod Indian (28.1, Inf] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7027.9491 7075.5022 0.8392521 1.6487393 13410.333 13504.902
obs Indian (28.1, Inf] cstar_tco2_talk ~ temp + aou + oxygen 12243.4206 12272.5668 2.7596080 5.6913762 24890.782 24949.114
mod Indian (28.1, Inf] cstar_tco2_talk ~ temp + aou + phosphate + nitrate + silicate 7027.1108 7068.7198 0.8394251 1.6804763 13609.157 13691.905
mod Indian (28.1, Inf] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate + silicate 7036.2245 7077.8335 0.8407831 1.6819195 13618.805 13701.553
mod Pacific (-Inf,26] cstar_tco2_talk ~ sal + aou + oxygen + phosphate + nitrate 21373.2789 21415.6982 7.0664280 14.9846556 43432.108 43516.936
obs Pacific (-Inf,26] cstar_tco2_talk ~ sal + aou + oxygen + phosphate + nitrate 22586.0052 22628.7592 7.2460742 15.2472476 45228.476 45313.800
mod Pacific (-Inf,26] cstar_tco2_talk ~ 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 ~ 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 ~ sal + aou + oxygen + phosphate + silicate 21215.1627 21257.5820 6.8921030 14.9294931 43368.394 43453.222
obs Pacific (-Inf,26] cstar_tco2_talk ~ sal + aou + oxygen + phosphate + silicate 23008.1214 23050.8754 7.7216769 15.9174102 45805.989 45891.314
mod Pacific (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + phosphate + nitrate 21625.3997 21667.8191 7.3535607 14.9447061 43417.621 43502.448
obs Pacific (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + phosphate + nitrate 22517.9788 22560.7329 7.1722176 14.7470183 44806.255 44891.579
mod Pacific (-Inf,26] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 21318.1441 21360.5635 7.0051462 14.5542939 43075.303 43160.130
obs Pacific (-Inf,26] cstar_tco2_talk ~ sal + temp + aou + phosphate + silicate 22988.5488 23031.3028 7.6989494 15.6322455 45575.915 45661.239
mod Pacific (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + nitrate 21780.3929 21822.8122 7.5358387 15.2753868 43694.974 43779.802
obs Pacific (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + nitrate 22563.4837 22606.2377 7.2215387 14.7414872 44804.752 44890.076
mod Pacific (-Inf,26] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + silicate 21428.4305 21470.8499 7.1282650 14.7345532 43233.246 43318.074
obs Pacific (-Inf,26] cstar_tco2_talk ~ sal + temp + oxygen + phosphate + silicate 23021.2991 23064.0532 7.7370165 15.6521113 45593.809 45679.133
mod Pacific (-Inf,26] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate + silicate 21838.2523 21880.6717 7.6050359 15.8349483 44141.084 44225.912
obs Pacific (-Inf,26] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate + silicate 23426.7369 23469.4910 8.2241592 16.8478928 46553.855 46639.179
mod Pacific (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ aou + oxygen + phosphate + silicate 15677.9114 15713.4754 4.0828818 7.7896872 29122.586 29193.000
obs Pacific (26,26.5] cstar_tco2_talk ~ sal + temp + aou + phosphate 16102.7575 16137.6633 6.1714993 11.5542189 28920.360 28989.060
obs Pacific (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate 16103.4136 16138.3193 6.1723143 11.5661514 28929.533 28998.233
obs Pacific (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + phosphate + silicate 15665.1596 15700.7235 4.0735015 7.7337405 29047.610 29118.024
mod Pacific (26,26.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + aou + nitrate + silicate 11622.0545 11661.9661 3.3365709 7.0119695 21517.274 21595.717
obs Pacific (26.5,26.75] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 12454.0346 12492.9552 6.1758950 11.4624736 23274.755 23351.956
mod Pacific (26.5,26.75] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 11698.7208 11738.6324 3.3948963 7.2085905 21728.095 21806.537
obs Pacific (26.5,26.75] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + oxygen + phosphate + silicate 12058.7284 12092.9383 3.6843766 7.1955730 21785.948 21853.185
obs Pacific (26.75,27] cstar_tco2_talk ~ aou + oxygen + phosphate 17545.7920 17575.4914 5.4994272 10.1849775 30802.288 30860.547
obs Pacific (26.75,27] cstar_tco2_talk ~ aou + oxygen + phosphate + nitrate 17387.4876 17423.1268 5.3446151 9.9188624 30538.519 30608.430
mod Pacific (26.75,27] cstar_tco2_talk ~ sal + temp + aou + nitrate 14672.1614 14708.1150 2.8838161 5.8927859 26893.639 26964.347
mod Pacific (26.75,27] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 14540.0492 14581.9951 2.8191771 5.8232887 26755.700 26838.192
mod Pacific (26.75,27] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + nitrate 14836.1833 14872.1370 2.9648890 5.9951386 27091.798 27162.506
mod Pacific (26.75,27] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 14638.2581 14680.2040 2.8663676 5.8652105 26845.406 26927.898
mod Pacific (26.75,27] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate + nitrate + silicate 17432.1079 17479.6269 5.3834266 10.0661702 30691.925 30785.140
obs Pacific (26.75,27] cstar_tco2_talk ~ temp + aou + phosphate + nitrate 17476.0091 17511.6483 5.4295569 10.0625694 30684.101 30754.012
mod Pacific (26.75,27] cstar_tco2_talk ~ 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 ~ temp + aou + phosphate + nitrate + silicate 17309.1350 17350.7141 5.2686630 9.8835905 30501.744 30583.307
obs Pacific (26.75,27] cstar_tco2_talk ~ temp + oxygen + phosphate + nitrate 17548.5716 17584.2108 5.5001909 10.2127970 30832.804 30902.716
mod Pacific (26.75,27] cstar_tco2_talk ~ 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 ~ 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 ~ aou + oxygen + nitrate 16346.5762 16377.2793 2.6163821 5.3453846 31572.229 31633.192
obs Pacific (27,27.25] cstar_tco2_talk ~ 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 ~ sal + aou + phosphate + silicate 22271.0052 22308.4427 4.5683685 8.7457296 42616.442 42690.960
obs Pacific (27,27.25] cstar_tco2_talk ~ sal + oxygen + phosphate + nitrate + silicate 22410.8486 22454.5257 4.6522496 8.8974019 42873.193 42960.130
mod Pacific (27,27.25] cstar_tco2_talk ~ sal + temp + aou + nitrate 16519.4274 16556.2710 2.6823429 5.4047639 31731.917 31805.072
mod Pacific (27,27.25] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 16458.6262 16501.6104 2.6579060 5.3264222 31547.522 31632.870
obs Pacific (27,27.25] cstar_tco2_talk ~ sal + temp + aou + phosphate 22318.6430 22356.0805 4.5971848 8.8671483 42820.585 42895.103
mod Pacific (27,27.25] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + nitrate + silicate 16603.3736 16646.3579 2.7145676 5.4233536 31786.331 31871.679
obs Pacific (27,27.25] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + nitrate + silicate 16621.7874 16658.6310 2.7226552 5.4009026 31731.543 31804.698
mod Pacific (27,27.25] cstar_tco2_talk ~ temp + aou + phosphate + nitrate 16624.8432 16661.6869 2.7238679 5.4253254 31788.787 31861.943
mod Pacific (27,27.25] cstar_tco2_talk ~ temp + aou + phosphate + nitrate + silicate 16589.9228 16632.9071 2.7092517 5.3731224 31667.876 31753.225
mod Pacific (27.25,27.5] cstar_tco2_talk ~ sal + aou + phosphate + nitrate 21550.4091 21588.5484 3.0350599 5.6115407 40939.462 41015.508
mod Pacific (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + oxygen + phosphate + nitrate 21575.8837 21614.0230 3.0441525 5.6450273 41042.134 41118.180
mod Pacific (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + aou + phosphate 21596.7084 21634.8477 3.0516057 5.6471040 41046.007 41122.053
obs Pacific (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + phosphate 21604.4223 21642.5616 3.0543711 5.6564673 41074.519 41150.565
obs Pacific (27.25,27.5] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + phosphate + silicate 20624.8437 20662.9831 2.7224867 4.7982277 38243.555 38319.601
obs Pacific (27.5,27.75] cstar_tco2_talk ~ sal + aou + nitrate + silicate 24252.3904 24290.8947 3.5238624 6.6427657 44777.104 44853.391
mod Pacific (27.5,27.75] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + oxygen + phosphate + nitrate 21564.9713 21603.4022 2.6963753 5.0178235 39620.787 39696.967
mod Pacific (27.5,27.75] cstar_tco2_talk ~ 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 ~ 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 ~ sal + oxygen + phosphate + silicate 21141.8602 21180.2911 2.5717343 4.6508541 38317.908 38394.088
mod Pacific (27.5,27.75] cstar_tco2_talk ~ sal + phosphate + nitrate + silicate 21528.2900 21566.7209 2.6853345 4.9159502 39265.595 39341.775
mod Pacific (27.5,27.75] cstar_tco2_talk ~ sal + phosphate + silicate 21552.9243 21584.9500 2.6933467 4.9424599 39354.131 39417.614
obs Pacific (27.5,27.75] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 24246.8025 24291.7241 3.5209090 6.4620126 44302.535 44391.536
obs Pacific (27.5,27.75] cstar_tco2_talk ~ 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 ~ sal + temp + aou + phosphate + silicate 24213.2325 24258.1541 3.5078728 6.4236386 44199.538 44288.539
obs Pacific (27.5,27.75] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 24236.9430 24281.8646 3.5170753 6.4501630 44270.777 44359.778
mod Pacific (27.5,27.75] cstar_tco2_talk ~ sal + temp + oxygen + phosphate 21556.8628 21595.2936 2.6939308 5.0222148 39636.142 39712.322
obs Pacific (27.5,27.75] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + phosphate + nitrate + silicate 20914.0058 20958.8418 2.5064558 4.4494296 37551.608 37640.485
mod Pacific (27.5,27.75] cstar_tco2_talk ~ 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 ~ sal + aou + phosphate 11591.5708 11621.0943 2.0500878 3.7708733 18875.626 18932.775
mod Pacific (27.75,27.85] cstar_tco2_talk ~ 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 ~ sal + oxygen + phosphate 11587.2242 11616.7477 2.0484444 3.8227204 18984.787 19041.936
mod Pacific (27.75,27.85] cstar_tco2_talk ~ 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 ~ sal + phosphate 11589.7580 11613.3768 2.0501587 3.8408929 19019.558 19065.277
mod Pacific (27.75,27.85] cstar_tco2_talk ~ sal + phosphate + silicate 11331.1636 11360.6871 1.9539189 3.4959134 18208.436 18265.585
obs Pacific (27.75,27.85] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 15072.7441 15114.4173 3.4129923 6.2222879 25624.891 25706.274
mod Pacific (27.75,27.85] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 15257.3371 15299.0103 3.5255310 6.2579150 25690.175 25771.557
obs Pacific (27.75,27.85] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 15036.6123 15078.2856 3.3913884 6.2068992 25598.258 25679.640
obs Pacific (27.75,27.85] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + phosphate 11504.1832 11533.7067 2.0172990 3.7616877 18838.754 18895.903
mod Pacific (27.75,27.85] cstar_tco2_talk ~ sal + temp + phosphate + silicate 11310.8139 11346.2421 1.9458784 3.4792152 18169.209 18237.788
mod Pacific (27.75,27.85] cstar_tco2_talk ~ temp + aou + phosphate 12304.9813 12334.5048 2.3384965 4.2974627 20069.727 20126.876
obs Pacific (27.75,27.85] cstar_tco2_talk ~ 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 ~ temp + oxygen + nitrate + silicate 15215.6306 15251.3505 3.5010145 6.3535584 25831.440 25901.197
obs Pacific (27.75,27.85] cstar_tco2_talk ~ 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 ~ temp + oxygen + phosphate + silicate 15350.0693 15385.7892 3.5847186 6.3523374 25835.977 25905.733
mod Pacific (27.85,27.95] cstar_tco2_talk ~ sal + aou + phosphate + silicate 13917.1250 13953.9212 1.8655014 3.3199660 21928.476 21999.530
mod Pacific (27.85,27.95] cstar_tco2_talk ~ sal + oxygen + phosphate + silicate 13968.5487 14005.3449 1.8796457 3.3804349 22119.735 22190.789
mod Pacific (27.85,27.95] cstar_tco2_talk ~ sal + phosphate + silicate 13967.2796 13997.9432 1.8798475 3.3919795 22150.047 22209.259
mod Pacific (27.85,27.95] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 13846.5005 13889.4294 1.8457069 3.3327923 21958.775 22041.672
obs Pacific (27.85,27.95] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 18673.3049 18716.7107 3.1309589 5.8081273 32686.443 32771.685
mod Pacific (27.85,27.95] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ sal + temp + oxygen + nitrate + silicate 13850.8462 13893.7751 1.8468854 3.3408435 21983.685 22066.583
obs Pacific (27.85,27.95] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 18641.1666 18684.5725 3.1171825 5.7980475 32662.341 32747.583
mod Pacific (27.85,27.95] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + nitrate + silicate 18728.3802 18765.5853 3.1555750 5.8775382 32836.160 32909.225
obs Pacific (27.85,27.95] cstar_tco2_talk ~ 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 ~ 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 ~ temp + oxygen + phosphate + silicate 18749.1002 18786.3052 3.1645591 5.8776772 32837.924 32910.989
mod Pacific (27.95,28.05] cstar_tco2_talk ~ 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 ~ sal + temp + aou + nitrate + silicate 12706.7154 12750.1595 1.3677212 2.5026615 21700.179 21785.442
obs Pacific (27.95,28.05] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 26761.2511 26807.4644 2.8251036 5.4895331 50275.155 50366.844
mod Pacific (27.95,28.05] cstar_tco2_talk ~ sal + temp + aou + phosphate 12985.1558 13022.3936 1.4210779 2.6269568 22328.871 22401.954
obs Pacific (27.95,28.05] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 26819.9629 26866.1762 2.8403843 5.5155790 50373.366 50465.055
obs Pacific (27.95,28.05] cstar_tco2_talk ~ sal + temp + aou + silicate 26875.0539 26914.6653 2.8553224 5.5412839 50465.803 50544.394
mod Pacific (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 12728.7237 12772.1678 1.3718351 2.5119901 21748.821 21834.084
obs Pacific (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 26741.8535 26788.0668 2.8200731 5.4996757 50311.384 50403.073
mod Pacific (27.95,28.05] cstar_tco2_talk ~ sal + temp + oxygen + phosphate 12989.8780 13027.1159 1.4219940 2.6317512 22352.249 22425.332
obs Pacific (27.95,28.05] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ 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 ~ temp + aou + nitrate + silicate 26891.0772 26930.6886 2.8595291 5.5625717 50543.927 50622.517
obs Pacific (27.95,28.05] cstar_tco2_talk ~ 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 ~ 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 ~ 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 ~ temp + oxygen + phosphate + silicate 13088.8833 13126.1212 1.4413363 2.6205885 22302.872 22375.955
mod Pacific (28.05,28.1] cstar_tco2_talk ~ sal + aou + nitrate + silicate 7411.2339 7446.7106 0.9372928 1.7230654 12586.932 12656.564
obs Pacific (28.05,28.1] cstar_tco2_talk ~ sal + aou + nitrate + silicate 20201.5430 20239.4613 2.8314844 5.3941369 35369.343 35443.708
obs Pacific (28.05,28.1] cstar_tco2_talk ~ 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 ~ sal + aou + phosphate + silicate 6333.5954 6369.0722 0.7695228 1.6238709 11876.108 11945.740
mod Pacific (28.05,28.1] cstar_tco2_talk ~ sal + oxygen + nitrate + silicate 7575.8416 7611.3183 0.9659592 1.7787585 12899.792 12969.424
mod Pacific (28.05,28.1] cstar_tco2_talk ~ 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 ~ sal + phosphate + silicate 6495.2220 6524.7859 0.7929156 1.6818460 12209.692 12267.719
mod Pacific (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 7210.1259 7251.5154 0.9030913 1.6750537 12310.088 12391.325
obs Pacific (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 20171.5469 20215.7849 2.8204684 5.3672796 35301.526 35388.284
obs Pacific (28.05,28.1] cstar_tco2_talk ~ 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 ~ 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 ~ sal + temp + aou + phosphate + silicate 20295.0454 20339.2835 2.8632263 5.4125707 35431.409 35518.167
obs Pacific (28.05,28.1] cstar_tco2_talk ~ sal + temp + aou + silicate 20303.2700 20341.1883 2.8667952 5.4162356 35437.875 35512.240
obs Pacific (28.05,28.1] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 20200.5497 20244.7877 2.8304520 5.3691951 35310.152 35396.910
obs Pacific (28.05,28.1] cstar_tco2_talk ~ 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 ~ sal + temp + oxygen + phosphate + silicate 20344.7146 20388.9526 2.8806051 5.4278105 35475.687 35562.446
obs Pacific (28.05,28.1] cstar_tco2_talk ~ sal + temp + oxygen + silicate 20362.9049 20400.8232 2.8876996 5.4350134 35492.151 35566.515
mod Pacific (28.05,28.1] cstar_tco2_talk ~ sal + temp + phosphate + silicate 6462.1159 6497.5927 0.7878375 1.6414591 12000.899 12070.531
mod Pacific (28.05,28.1] cstar_tco2_talk ~ temp + aou + phosphate + silicate 6766.2081 6801.6848 0.8329267 1.5709923 11667.315 11736.947
mod Pacific (28.05,28.1] cstar_tco2_talk ~ temp + phosphate + silicate 7149.2082 7178.7721 0.8937328 1.7493781 12696.372 12754.399
mod Pacific (28.1, Inf] cstar_tco2_talk ~ aou + nitrate + silicate 24277.2360 24311.8539 1.2181930 2.0250416 39572.456 39640.852
mod Pacific (28.1, Inf] cstar_tco2_talk ~ oxygen + nitrate + silicate 24268.1244 24302.7423 1.2174540 2.0084632 39311.708 39380.104
mod Pacific (28.1, Inf] cstar_tco2_talk ~ sal + aou + nitrate + silicate 23485.8870 23527.4285 1.1554941 1.9290348 38248.041 38330.116
obs Pacific (28.1, Inf] cstar_tco2_talk ~ sal + aou + nitrate + silicate 24024.6464 24063.7973 2.6202466 5.0529282 41489.233 41565.811
obs Pacific (28.1, Inf] cstar_tco2_talk ~ sal + aou + oxygen 24168.2012 24200.8270 2.6583574 5.0472888 41493.553 41557.368
obs Pacific (28.1, Inf] cstar_tco2_talk ~ 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 ~ sal + oxygen + nitrate + silicate 23153.0522 23194.5937 1.1301606 1.8498108 36998.679 37080.754
obs Pacific (28.1, Inf] cstar_tco2_talk ~ sal + temp + aou + nitrate 24005.8138 24044.9647 2.6153558 5.0266499 41403.624 41480.201
mod Pacific (28.1, Inf] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 22779.1910 22827.6561 1.1022193 1.8013241 36259.200 36354.954
obs Pacific (28.1, Inf] cstar_tco2_talk ~ sal + temp + aou + nitrate + silicate 23993.0831 24038.7593 2.6115365 5.0014258 41325.466 41414.807
obs Pacific (28.1, Inf] cstar_tco2_talk ~ 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 ~ sal + temp + aou + phosphate + nitrate + silicate 23993.2195 24045.4208 2.6110538 4.9987195 41320.564 41422.667
obs Pacific (28.1, Inf] cstar_tco2_talk ~ 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 ~ sal + temp + nitrate + silicate 23554.5198 23596.0613 1.1607882 1.9932897 39248.986 39331.061
mod Pacific (28.1, Inf] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 22790.6257 22839.0908 1.1030591 1.8031971 36289.378 36385.132
obs Pacific (28.1, Inf] cstar_tco2_talk ~ sal + temp + oxygen + nitrate + silicate 24092.1528 24137.8290 2.6373302 5.0567399 41517.371 41606.712
obs Pacific (28.1, Inf] cstar_tco2_talk ~ 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 ~ temp + aou + nitrate + silicate 24246.6769 24288.2184 1.2155541 2.0007037 39197.889 39279.964
mod Pacific (28.1, Inf] cstar_tco2_talk ~ temp + nitrate + silicate 24256.4128 24291.0307 1.2165047 2.0571258 40072.069 40140.465
mod Pacific (28.1, Inf] cstar_tco2_talk ~ temp + oxygen + nitrate + silicate 24249.2683 24290.8099 1.2157640 2.0026609 39228.696 39310.771

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
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

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

8.1.2 Best models

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

Version Author Date
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
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
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
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 8 5 6 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] 7 7 4 10 7 9 7
(27.25,27.5] 5 5 5 7 8 9 7
(27.5,27.75] 8 6 5 4 10 8 5
(27.75,27.85] 8 6 7 4 7 9 5
(27.85,27.95] 7 6 7 4 10 6 6
(27.95,28.05] 4 4 6 3 10 6 10
(28.05,28.1] 7 5 6 5 5 9 7
(28.1,28.15] 6 3 6 10 7 4 7
(28.15,28.2] 7 1 7 9 3 4 6
(28.2, Inf] 6 6 7 7 10 7 6
total 91.00 84.00 81.00 99.00 105.00 103.00 93.00
Indian - mod
(-Inf,26] 6 6 5 6 10 9 8
(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] 3 10 3 10 6 4 4
(27.25,27.5] 2 6 3 10 4 5 8
(27.5,27.75] 2 7 4 10 2 3 4
(27.75,27.85] 6 NA 4 10 7 7 6
(27.85,27.95] 4 NA 5 10 7 7 8
(27.95,28.05] 4 2 4 10 5 4 10
(28.05,28.1] 4 3 4 10 6 5 10
(28.1, Inf] 6 10 6 10 5 10 4
total 53.00 — 52.00 116.00 70.00 80.00 88.00
Pacific - mod
(-Inf,26] 6 7 7 10 9 7 7
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 5 6 5 8 6 10 10
(26.75,27] 5 10 5 6 8 6 10
(27,27.25] 8 10 3 5 6 6 9
(27.25,27.5] 4 5 4 10 10 6 4
(27.5,27.75] 2 5 4 10 10 8 3
(27.75,27.85] 4 NA 2 10 9 4 4
(27.85,27.95] 4 2 4 8 10 8 7
(27.95,28.05] 5 2 4 8 8 8 9
(28.05,28.1] 5 3 2 7 8 10 5
(28.1, Inf] 4 10 4 NA 5 10 6
total 58.00 — 50.00 — 93.00 93.00 82.00
Atlantic - obs
(-Inf,26] 6 7 7 10 9 7 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] 4 10 6 5 8 6 10
(27,27.25] 5 10 6 8 7 7 9
(27.25,27.5] 6 10 6 6 10 5 8
(27.5,27.75] 6 10 6 6 5 10 8
(27.75,27.85] 4 7 6 7 10 10 6
(27.85,27.95] 7 6 7 6 10 10 6
(27.95,28.05] 7 6 7 6 10 10 6
(28.05,28.1] 2 6 8 8 10 8 7
(28.1,28.15] NA 7 10 7 6 6 10
(28.15,28.2] 3 6 7 6 10 7 10
(28.2, Inf] 7 6 5 9 10 9 6
total — 106.00 92.00 104.00 116.00 109.00 110.00
Indian - obs
(-Inf,26] 5 6 5 8 6 10 10
(26,26.5] 5 6 5 10 8 6 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 4 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] 10 4 3 7 5 5 7
(28.05,28.1] 9 5 3 5 8 6 8
(28.1, Inf] 10 1 8 5 5 4 4
total 75.00 68.00 55.00 105.00 87.00 84.00 98.00
Pacific - obs
(-Inf,26] 6 7 7 10 9 7 7
(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] 6 7 4 7 10 10 6
(27.75,27.85] 4 7 6 7 6 10 10
(27.85,27.95] 5 7 5 7 6 10 10
(27.95,28.05] 6 7 4 6 7 10 10
(28.05,28.1] 6 6 4 5 10 10 8
(28.1, Inf] 8 8 3 5 10 7 7
total 70.00 84.00 58.00 97.00 96.00 95.00 97.00

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
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
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
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
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
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
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
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

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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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[[11]]

Version Author Date
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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[[13]]

Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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[[14]]

Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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Version Author Date
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Version Author Date
5855ede jens-daniel-mueller 2022-03-14
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Version Author Date
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Version Author Date
6c38fc4 jens-daniel-mueller 2022-03-14
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Version Author Date
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6c38fc4 jens-daniel-mueller 2022-03-14
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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
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
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