Last updated: 2022-01-23

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Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 120

5 Fit all models

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

  • cstar_tref

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

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

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

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

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

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

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

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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1354.5716 1378.5153 4.6970175 8.4754222 2456.875 2503.836
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1836.4448 1862.2299 5.3680108 10.9261960 3116.666 3165.609
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1333.1057 1357.0495 4.4791663 8.3145137 2441.332 2488.294
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1335.1047 1362.4689 4.4791558 7.9893126 2410.246 2463.916
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1829.5951 1859.0638 5.2878245 10.8433837 3111.625 3167.560
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1338.8035 1362.7472 4.5359867 8.2323997 2432.419 2479.380
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 1847.2784 1869.3799 5.4864601 10.9982993 3122.117 3164.068
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1831.0894 1856.8745 5.3193417 10.8299537 3107.838 3156.780
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1358.5220 1382.4657 4.7382491 8.5645408 2465.813 2512.774
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1848.9220 1874.7071 5.4831358 10.9906176 3125.441 3174.384
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1360.4849 1387.8492 4.7378605 8.2436543 2435.134 2488.804
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1824.5319 1854.0005 5.2424865 10.7499593 3103.050 3158.985
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1364.9402 1388.8839 4.8060099 8.4922289 2457.462 2504.424
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 1845.0948 1867.1963 5.4661233 10.9607627 3118.670 3160.621
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1829.9614 1855.7465 5.3091475 10.8033773 3105.507 3154.450
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1370.2406 1394.1844 4.8626998 8.6882267 2477.452 2524.414
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1846.7028 1872.4879 5.4624803 10.9534100 3122.005 3170.948
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1372.2208 1399.5851 4.8624870 8.3683738 2446.880 2500.551
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1823.5776 1853.0463 5.2339858 10.7247932 3100.871 3156.806
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1374.3116 1398.2554 4.9066943 8.5919163 2466.726 2513.688
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4137.3438 4168.7256 5.6602327 10.2123432 7484.969 7546.746
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 4138.8354 4165.7340 5.6753623 10.2496435 7489.980 7542.932
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3680.7110 3711.3361 5.4976715 10.0388200 6650.286 6710.470
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3678.0374 3708.6626 5.4851660 9.8841170 6615.545 6675.728
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4104.8585 4136.2402 5.5213870 9.9626477 7424.479 7486.255
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3658.2232 3693.2234 5.3841864 9.7705265 6594.836 6663.617
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4106.7665 4142.6314 5.5209990 9.9529691 7426.008 7496.610
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3739.3685 3769.9936 5.7793340 10.4882170 6745.505 6805.688
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4135.8534 4167.2351 5.6537867 10.2051780 7483.299 7545.076
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3684.3141 3714.9393 5.5145704 10.2248826 6690.756 6750.940
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3688.5975 3719.2227 5.5347274 10.1176013 6667.392 6727.576
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4115.4998 4146.8816 5.5664900 10.0727458 7451.624 7513.401
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3663.3922 3698.3924 5.4079448 9.9634869 6638.158 6706.938
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4117.1974 4153.0623 5.5652031 10.0579914 7451.921 7522.523
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3695.1669 3725.7921 5.5657851 10.4021401 6728.228 6788.411
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3700.2210 3730.8462 5.5897976 10.3035843 6707.407 6767.590
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4126.4510 4157.8327 5.6132907 10.1733310 7476.054 7537.830
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3675.0594 3710.0596 5.4619571 10.1485731 6678.418 6747.199
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4127.9209 4163.7858 5.6110165 10.1567650 7475.958 7546.559
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4139.7917 4171.1735 5.6708356 10.2415086 7492.040 7553.817
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2478.8889 2508.3490 2.8887647 5.8139831 4855.597 4914.185
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 3863.6571 3890.4633 4.8137598 8.8954384 7096.666 7149.547
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2484.3452 2513.8054 2.9046655 5.8194198 4857.656 4916.244
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3864.9802 3896.2541 4.8112307 8.8512442 7088.293 7149.986
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2415.4872 2449.1560 2.7048123 5.5772388 4776.930 4843.888
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3848.8111 3884.5527 4.7438379 8.7089993 7052.804 7123.311
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2425.9889 2455.4490 2.7390459 5.8230552 4852.809 4911.398
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3847.4093 3878.6832 4.7460415 8.7603365 7063.442 7125.135
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3852.3026 3879.1088 4.7715102 8.8189948 7075.722 7128.602
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2476.9460 2506.4061 2.8831237 5.8750033 4875.015 4933.603
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3854.1976 3885.4715 4.7711214 8.7213244 7051.882 7113.575
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2404.9997 2438.6684 2.6764243 5.6151152 4788.063 4855.022
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3838.9989 3874.7405 4.7078359 8.6013054 7022.192 7092.698
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2414.6202 2444.0803 2.7078970 5.8359418 4854.881 4913.469
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3837.0657 3868.3396 4.7080799 8.7092175 7049.355 7111.049
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 2488.3832 2513.6348 2.9223634 5.8915659 4877.239 4927.458
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2438.2225 2467.6827 2.7729650 5.6744577 4807.210 4865.798
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3853.5141 3884.7880 4.7685900 8.8933785 7100.501 7162.194
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 3856.8148 3883.6210 4.7882555 8.9269697 7105.644 7158.524
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2432.1358 2461.5959 2.7560366 5.7210568 4821.655 4880.244
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3535.3345 3567.9496 2.3124954 4.5846548 6577.367 6641.596
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3663.1092 3695.7242 2.5098777 5.0103706 6834.606 6898.834
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4422.0530 4454.1947 4.9749606 8.7169327 7618.250 7680.945
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3553.6292 3590.9035 2.3367766 4.3512363 6434.909 6508.313
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4419.9741 4456.7075 4.9610621 8.6858801 7612.832 7684.483
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3644.0417 3676.6567 2.4793867 4.6903676 6649.172 6713.401
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4435.4514 4463.0014 5.0277810 8.7716124 7630.225 7683.964
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4407.9284 4440.0701 4.9269974 8.6538671 7599.426 7662.121
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3613.5315 3650.8058 2.4282514 4.4849205 6522.847 6596.251
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4403.3933 4440.1267 4.9049631 8.6094782 7589.900 7661.551
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3695.1590 3727.7741 2.5619759 4.8542597 6749.114 6813.342
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4421.7341 4453.8758 4.9738724 8.6913247 7610.291 7672.986
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 4421.8684 4449.4185 4.9811590 8.7852471 7635.196 7688.934
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3569.6471 3602.2621 2.3639227 4.3825761 6451.738 6515.967
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4420.7400 4452.8817 4.9704824 8.7691248 7634.403 7697.098
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 3747.8895 3775.8452 2.6534546 4.9414473 6797.311 6852.364
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4412.4677 4440.0177 4.9491453 8.7614112 7628.290 7682.029
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3628.0098 3660.6248 2.4540369 4.5481495 6559.718 6623.947
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4410.2345 4442.3762 4.9347967 8.7405315 7626.065 7688.760
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 3791.2402 3819.1959 2.7282253 5.0535343 6862.534 6917.587
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4322.7417 4361.9314 2.1254609 3.6301049 7434.518 7511.641
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4668.9841 4703.2751 2.5337267 4.0569414 7799.540 7867.023
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4502.5029 4536.7939 2.3295954 4.1502799 7935.251 8002.734
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4223.3935 4257.6845 2.0235887 3.8323623 7645.023 7712.506
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6459.1578 6494.0183 4.8491783 9.0404257 12205.551 12274.801
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6449.6507 6489.4913 4.8232943 8.9930723 12187.721 12266.864
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4647.7744 4682.0654 2.5067574 4.0429660 7792.720 7860.203
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4239.1653 4273.4563 2.0397557 3.8059229 7620.414 7687.897
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 6509.6979 6539.5783 4.9691387 9.2100345 12277.761 12337.118
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6419.2669 6454.1275 4.7600367 8.8476965 12115.358 12184.608
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6406.4750 6446.3156 4.7274002 8.7841548 12089.312 12168.454
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6505.9924 6540.8530 4.9559696 9.1469809 12252.272 12321.522
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 4228.8131 4258.2054 2.0311782 3.8615159 7668.519 7726.361
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 6473.4913 6503.3718 4.8861577 9.1009044 12229.123 12288.480
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4210.5290 4244.8200 2.0104968 3.5712334 7382.308 7449.791
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6454.6994 6489.5600 4.8391333 9.0453453 12208.257 12277.506
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 4237.3077 4266.7000 2.0399023 3.8519884 7660.037 7717.879
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 6436.8290 6466.7095 4.8035442 8.9159004 12143.028 12202.385
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4205.0961 4239.3871 2.0049934 3.6252749 7440.302 7507.785
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6412.5998 6447.4603 4.7452987 8.8434354 12113.836 12183.086
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 8157.9532 8189.9944 3.4012234 5.2419506 13806.791 13870.250
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 7922.0512 7959.4325 3.1485575 5.3522216 14072.820 14146.856
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 8245.3640 8276.9859 4.2454028 8.1580032 16244.978 16308.213
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8214.1249 8251.0171 4.1965857 8.0612092 16180.329 16254.104
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8207.3955 8249.5580 4.1838583 8.0469809 16174.485 16258.799
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 8079.3035 8116.6848 3.3133747 4.9397851 13386.266 13460.301
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 8239.0887 8275.9809 4.2331962 8.1451544 16240.231 16314.006
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7684.5115 7721.8928 2.9150039 4.7182852 13278.254 13352.289
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 8246.3858 8278.4269 3.5002292 5.4704027 14084.019 14147.478
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 8225.2529 8256.8748 4.2157989 8.0805351 16189.541 16252.776
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8189.2025 8226.0947 4.1603516 7.9775224 16119.949 16193.723
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8177.9302 8220.0927 4.1411830 7.9541181 16107.490 16191.804
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8063.7441 8101.1254 3.2966893 4.7676422 13091.614 13165.650
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8214.6452 8251.5374 4.1973455 8.0593564 16178.908 16252.683
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 8003.0453 8035.0864 3.2344958 5.4926341 14219.651 14283.110
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8004.9364 8042.3177 3.2343815 5.3357691 14023.685 14097.720
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8273.1984 8310.0906 4.2837367 8.1914633 16271.235 16345.010
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 7767.4890 7799.5301 2.9964953 4.9075155 13520.436 13583.896
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7760.1804 7797.5617 2.9874586 4.8494506 13442.927 13516.962
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8241.9995 8278.8916 4.2374858 8.0891240 16198.544 16272.319
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9031.3617 9068.7339 4.5298039 8.0988357 16521.607 16595.633
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 12550.8514 12591.8834 2.7066434 4.6240794 22272.811 22354.163
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 12426.8087 12461.9791 2.6437632 4.1538558 21026.712 21096.443
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9027.1189 9069.8300 4.5206259 8.0868417 16517.171 16601.773
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12093.7547 12134.7868 2.4785423 3.8930430 20388.959 20470.311
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9025.9418 9063.3140 4.5218346 8.2157385 16611.721 16685.747
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 12614.2781 12649.4484 2.7409668 4.6788121 22383.894 22453.625
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 12816.0158 12857.0479 2.8484671 4.7434839 22482.815 22564.168
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 12668.6907 12703.8611 2.7698435 4.2893632 21297.782 21367.512
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9014.2553 9056.9664 4.5017726 8.0618588 16499.529 16584.130
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12327.5709 12368.6030 2.5927123 3.9993595 20596.663 20678.015
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 9013.7598 9051.1320 4.5039736 8.1902292 16593.781 16667.808
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13163.2940 13204.3261 3.0455094 4.9566243 22869.767 22951.119
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 13033.8225 13068.9928 2.9716479 4.5566145 21860.686 21930.417
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9010.5952 9053.3063 4.4964228 8.0642232 16501.882 16586.483
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12677.9848 12719.0169 2.7737375 4.2214494 21082.033 21163.385
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9010.7567 9048.1289 4.4995813 8.1914330 16594.992 16669.018
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9025.5685 9062.9407 4.5212862 8.0854451 16512.018 16586.045
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 9025.9310 9057.9643 4.5247578 8.2163481 16607.969 16671.421
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9026.2101 9063.5823 4.5222288 8.0944451 16518.933 16592.959
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 4357.4836 4382.1943 1.9764357 3.3432767 7435.597 7484.241
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 6284.1247 6318.9591 4.5189992 8.0249529 10281.492 10348.621
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 4180.9494 4210.6024 1.8131156 3.1574260 7231.610 7289.983
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4196.1053 4230.7004 1.8246755 3.0358935 7064.026 7132.128
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 4300.8668 4330.5197 1.9212534 3.0575918 7053.707 7112.081
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3910.9630 3945.5581 1.5898700 2.5407989 6350.162 6418.264
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6277.9009 6312.7353 4.5058878 7.9968287 10268.875 10336.003
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 4314.4284 4344.0813 1.9338818 3.1748478 7223.345 7281.718
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6276.3386 6306.1967 4.5068087 8.0537873 10289.040 10346.579
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 6282.6486 6317.4830 4.5158861 8.0620341 10297.001 10364.129
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 4300.6036 4335.1987 1.9191540 3.1964059 7262.590 7330.692
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 4470.3982 4500.0512 2.0852256 3.3360125 7393.283 7451.656
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6279.8996 6319.7104 4.5058851 7.9911688 10270.457 10347.175
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 4046.6189 4081.2140 1.6975508 2.7288462 6629.583 6697.685
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6278.3335 6313.1679 4.5067979 8.0496777 10291.312 10358.440
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6278.2902 6318.1010 4.5025010 7.9951365 10271.987 10348.705
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4139.5603 4174.1554 1.7755065 2.8942653 6866.773 6934.875
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6276.7816 6311.6161 4.5035340 8.0560000 10293.787 10360.915
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6281.2968 6316.1313 4.5130372 8.0203146 10279.227 10346.355
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6278.2263 6313.0608 4.5065724 8.0169667 10277.480 10344.608
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 5219.7118 5244.7089 2.6058393 5.0277836 10232.934 10282.882
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 5202.9481 5232.9446 2.5836283 5.0037046 10216.494 10276.432
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 5073.3621 5103.3586 2.4353172 4.6918770 9934.960 9994.898
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 5002.2133 5037.2093 2.3553898 4.5620771 9817.269 9887.197
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate 5181.4358 5206.4329 2.5607319 4.9480142 10163.348 10213.297
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 10570.2241 10608.7971 4.3492859 7.9699139 19620.881 19697.398
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 5124.6792 5154.6758 2.4930033 4.8327190 10064.878 10124.816
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 10570.6103 10603.6729 4.3521272 8.0460810 19686.234 19751.820
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 10427.2186 10465.7917 4.1823571 7.6595962 19342.910 19419.427
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 10432.8616 10465.9242 4.1911144 7.7410144 19415.627 19481.213
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 5113.0987 5143.0953 2.4798673 4.7728020 10009.429 10069.368
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10155.8534 10199.9369 3.8808818 7.2668378 18984.693 19072.141
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 5031.5784 5066.5744 2.3871560 4.6185632 9870.830 9940.758
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 10159.7742 10198.3473 3.8871754 7.3797177 19090.133 19166.650
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 5149.1392 5179.1357 2.5209779 4.8547697 10083.831 10143.769
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10154.7339 10198.8174 3.8796930 7.2583297 18976.346 19063.794
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5057.2912 5092.2871 2.4153229 4.6729352 9921.902 9991.830
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10158.7149 10197.2879 3.8860486 7.3700437 19080.890 19157.407
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 10228.6032 10267.1762 3.9610906 7.4019524 19109.169 19185.686
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 10226.6540 10259.7166 3.9611456 7.5856586 19278.893 19344.479
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 7205.4734 7236.7824 3.3803025 6.4112836 13830.263 13892.630
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12447.2737 12492.6780 4.3290482 7.6118118 22977.214 23067.490
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7207.0283 7243.5556 3.3797511 6.3401244 13772.157 13844.918
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12457.6513 12497.3802 4.3414984 7.6410202 23006.123 23085.113
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 12548.7471 12588.4759 4.4342366 7.8300840 23213.242 23292.233
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 12557.8142 12591.8674 4.4456373 7.8635047 23246.370 23314.077
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 7141.2973 7172.6064 3.3017091 6.2909851 13729.842 13792.209
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12485.3061 12530.7105 4.3674177 7.6887389 23062.328 23152.604
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 7140.9946 7177.5218 3.2989233 6.1753785 13630.895 13703.656
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 12498.6193 12538.3481 4.3829625 7.7224296 23095.610 23174.601
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 7110.4698 7141.7789 3.2646085 6.2333858 13681.014 13743.381
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12474.5352 12519.9396 4.3565170 7.6637504 23034.419 23124.694
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7106.6253 7143.1526 3.2576219 6.0968880 13562.484 13635.245
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12487.3667 12527.0955 4.3715344 7.6959861 23066.188 23145.179
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 12578.5236 12618.2524 4.4649774 7.9741939 23375.427 23454.418
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 12583.9282 12617.9814 4.4726548 8.0356334 23440.135 23507.841
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate 7195.3092 7221.4001 3.3702012 6.4185721 13833.065 13885.037
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 7188.8288 7220.1379 3.3597408 6.2818607 13717.933 13780.300
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 7178.1310 7204.2219 3.3490458 6.3934490 13812.480 13864.452
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 7164.9291 7196.2382 3.3304350 6.2305297 13674.241 13736.608
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 2468.9498 2493.6895 0.7882920 1.5575729 4498.442 4547.042
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 2339.3960 2369.0836 0.7400237 1.4612795 4258.337 4316.656
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 2453.9253 2483.6129 0.7818724 1.5454960 4472.530 4530.850
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8803.2914 8840.3187 4.8589367 8.2266572 15853.134 15926.543
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 8809.5358 8841.2734 4.8726279 8.2554782 15869.356 15932.278
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 2507.4910 2537.1786 0.8022494 1.5719330 4539.897 4598.217
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 8811.4113 8843.1490 4.8757480 8.2744839 15883.749 15946.672
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8811.7578 8848.7851 4.8729972 8.2576596 15875.009 15948.418
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8777.5221 8819.8390 4.8131032 8.1753886 15825.049 15908.945
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 2411.2906 2445.9261 0.7652887 1.4546328 4253.220 4321.259
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8782.7004 8819.7277 4.8249095 8.2056298 15842.837 15916.247
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 2537.3865 2567.0741 0.8138520 1.5872641 4578.230 4636.549
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8750.3658 8782.1035 4.7752144 8.1261049 15784.822 15847.744
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8750.1805 8787.2078 4.7716542 8.1046309 15772.314 15845.723
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8722.6371 8764.9540 4.7237830 8.0360283 15730.098 15813.995
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2451.5151 2486.1506 0.7802179 1.4757835 4309.131 4377.170
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8728.3736 8765.4008 4.7362723 8.0712924 15752.144 15825.554
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 2508.4164 2533.1561 0.8033774 1.5871347 4570.460 4619.059
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 2416.2475 2445.9351 0.7678502 1.5128840 4391.822 4450.141
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 2461.0405 2490.7281 0.7845490 1.5427584 4467.222 4525.541
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 4025.7250 4058.8334 0.7197547 1.2152805 6289.919 6355.184
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 4082.9208 4116.0292 0.7310226 1.2404610 6434.116 6499.381
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 4158.6539 4191.7623 0.7462143 1.2394981 6408.600 6473.865
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4012.3446 4050.9710 0.7167544 1.2039218 6225.088 6301.231
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 4237.7397 4270.8481 0.7624156 1.2607398 6519.628 6584.893
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 4098.6282 4137.2546 0.7337491 1.2271172 6351.111 6427.254
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8763.7551 8806.4662 4.1499121 7.2399204 15157.724 15241.495
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 8763.3953 8800.7675 4.1521241 7.2421328 15155.365 15228.665
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4151.0405 4189.6669 0.7442685 1.2478084 6467.643 6543.786
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 8697.2780 8729.3113 4.0665266 7.0911668 15033.708 15096.536
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8698.8069 8736.1791 4.0659042 7.0903793 15037.100 15110.399
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8697.6533 8740.3645 4.0617406 7.0855406 15037.387 15121.158
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8696.8265 8734.1987 4.0632891 7.0874700 15034.876 15108.176
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 4102.7082 4135.8165 0.7349617 1.2405468 6430.046 6495.312
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 4176.4064 4209.5148 0.7498208 1.2724458 6607.896 6673.161
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 4154.9506 4188.0590 0.7454641 1.2619876 6549.542 6614.807
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 8705.4657 8732.1601 4.0800084 7.2092551 15125.032 15177.389
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 8707.2529 8739.2862 4.0797264 7.2087165 15128.614 15191.442
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8703.8842 8741.2564 4.0726166 7.1885567 15116.780 15190.079
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 8702.9034 8734.9368 4.0739654 7.1919791 15115.465 15178.293
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 1218.5705 1245.0708 0.6484448 1.1124083 2075.554 2128.907
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 858.0051 884.5055 0.4829907 1.0399960 1952.223 2005.576
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 857.8100 888.7272 0.4821253 0.9458607 1716.156 1778.401
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 970.6537 1001.5708 0.5286870 1.1224136 2149.741 2211.986
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 862.7539 889.2543 0.4848682 1.0374518 1946.627 1999.980
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 863.7271 894.6442 0.4844616 0.9480138 1721.560 1783.805
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 3728.8124 3755.6000 4.3744255 8.2795253 6015.852 6066.722
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3730.3390 3761.5911 4.3728130 8.2751321 6018.796 6078.144
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3732.2946 3768.0113 4.3726618 8.1399850 5993.953 6061.779
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 980.1897 1011.1068 0.5328220 1.1266792 2159.563 2221.808
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 3730.7917 3762.0438 4.3743550 8.1486509 5991.962 6051.311
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 866.8305 893.3309 0.4864858 1.0350265 1941.172 1994.525
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 868.3833 899.3005 0.4863081 0.9482878 1721.805 1784.051
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 3707.6362 3734.4238 4.3028725 8.2230346 5997.825 6048.695
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3709.3800 3740.6321 4.3020139 8.2178026 6000.655 6060.004
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3711.1534 3746.8701 4.3012547 8.0503510 5968.844 6036.671
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 986.4289 1017.3461 0.5355449 1.1295832 2166.198 2228.443
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3709.4589 3740.7110 4.3022783 8.0597489 5966.975 6026.323
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3792.0695 3823.3217 4.5881791 8.3373135 6047.769 6107.117
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 3790.0695 3816.8571 4.5881791 8.3458676 6045.633 6096.503
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 2535.2103 2567.9698 0.5002607 0.7546236 2661.884 2724.918
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2494.2257 2532.4451 0.4941090 0.7471994 2611.385 2684.924
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 7223.6219 7254.8869 3.4699561 6.7252952 11134.474 11193.460
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2515.5272 2553.7466 0.4971481 0.7491290 2622.599 2696.139
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 7225.6212 7262.0969 3.4699551 6.7242995 11138.015 11206.831
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 7226.2990 7267.9856 3.4682614 6.6919448 11126.494 11205.141
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7224.3758 7260.8515 3.4683597 6.6931903 11123.104 11191.920
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 2820.8849 2853.6444 0.5431370 0.8046901 3011.561 3074.595
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 2535.6241 2568.3836 0.5003203 0.7543063 2658.894 2721.928
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 2493.1823 2531.4017 0.4939607 0.7468247 2608.287 2681.827
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 7221.8608 7253.1257 3.4677002 6.7327658 11137.188 11196.174
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2515.0986 2553.3180 0.4970867 0.7489369 2620.979 2694.519
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7223.8537 7260.3294 3.4676910 6.7316552 11140.675 11209.491
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7224.4851 7266.1716 3.4659389 6.6743879 11117.574 11196.221
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 7222.5966 7259.0723 3.4660817 6.6752630 11114.028 11182.844
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 2534.3404 2567.0999 0.5001355 0.7546898 2662.741 2725.776
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2495.8688 2534.0882 0.4943428 0.7475349 2613.951 2687.490
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2516.4792 2554.6986 0.4972843 0.7493260 2624.105 2697.645
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7196.5474 7238.2340 3.4303657 6.6505789 11095.127 11173.774
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7194.6185 7231.0942 3.4304557 6.6513233 11091.502 11160.319
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 3313.3782 3344.0864 3.8896371 7.4946199 10820.661 10888.014
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 3020.2571 3046.5784 3.0442800 6.8135242 10649.142 10706.873
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 3374.2726 3399.9774 5.5706393 12.0331975 11250.476 11306.706
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2954.3725 2985.0807 2.8752008 6.6443803 10585.210 10652.563
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3338.9910 3368.9799 5.3802356 11.7929996 11198.677 11264.279
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2778.3937 2813.4888 2.4751691 5.4818609 9784.261 9861.235
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3268.8089 3303.0819 5.0298899 11.4107985 11118.573 11193.547
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2806.6240 2837.3321 2.5389613 5.6225735 9880.566 9947.918
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 3295.6502 3325.6392 5.1670522 11.5941779 11160.692 11226.294
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3312.1477 3342.8559 3.8856104 7.4863436 10816.159 10883.511
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3002.6253 3028.9466 2.9994318 6.7534019 10620.247 10677.977
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 3368.6882 3394.3930 5.5416951 11.9918263 11240.284 11296.514
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2935.4675 2966.1756 2.8298089 6.5837784 10555.088 10622.441
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3334.3877 3364.3767 5.3571820 11.7546043 11188.340 11253.942
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2757.8114 2792.9065 2.4326557 5.4346300 9759.322 9836.297
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3266.2296 3300.5026 5.0178021 11.3877077 11111.862 11186.836
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2787.3818 2818.0900 2.4981688 5.5799153 9859.645 9926.997
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3292.6381 3322.6271 5.1525542 11.5716002 11154.668 11220.270
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3294.4663 3324.4553 5.1613489 12.5073997 11479.431 11545.033
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3284.9712 3314.9602 5.1158349 12.4328163 11460.444 11526.046
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 3559.9231 3586.7199 3.8188301 8.1816626 8309.117 8364.163
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3547.3196 3579.3157 2.8730520 5.2138329 8549.512 8616.523
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3527.1480 3558.4110 3.7169477 8.0723317 8275.543 8339.763
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2892.4108 2928.9778 1.8136742 3.4827346 7153.187 7229.771
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3477.9945 3513.7237 3.5719998 7.8496126 8198.877 8272.271
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2893.1585 2925.1547 1.8171674 3.9415496 7682.137 7749.148
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3537.1259 3568.3889 3.7458992 8.0367514 8261.070 8325.290
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 3552.3682 3579.1651 3.7964614 8.1314718 8291.083 8346.129
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3538.6232 3570.6193 2.8556085 5.1472404 8494.173 8561.184
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3518.7297 3549.9927 3.6926957 8.0179479 8255.754 8319.973
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2889.3663 2925.9333 1.8098116 3.4683670 7136.265 7212.849
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3473.3186 3509.0477 3.5590355 7.8207371 8188.097 8261.491
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2890.0726 2922.0688 1.8132447 3.9181360 7658.791 7725.803
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3531.2369 3562.4999 3.7287847 8.0047323 8249.482 8313.701
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2939.8448 2971.8410 1.8775587 3.7914525 7499.481 7566.492
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3480.1025 3511.3655 3.5834284 8.3111961 8362.880 8427.100
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2984.6755 3012.1008 1.9401533 4.2555565 7960.908 8018.346
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2929.0007 2960.9969 1.8633548 3.7366310 7441.488 7508.499
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3474.5899 3505.8529 3.5681005 8.2680047 8347.685 8411.905
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2969.5259 2996.9512 1.9196791 4.2001268 7912.322 7969.760
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2698.8575 2731.0566 1.5030482 3.2268471 6270.663 6336.526
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 2752.8334 2780.4326 1.5613861 3.3255267 6364.556 6421.010
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 4723.4543 4752.3547 3.1939757 7.0302109 9654.360 9712.007
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4723.4716 4757.1888 3.1905096 7.0220947 9654.218 9721.474
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2233.7408 2270.5398 1.0938774 2.3175343 5186.598 5261.870
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4724.9523 4763.4862 3.1896024 7.0016886 9648.617 9725.481
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2233.1629 2265.3620 1.0949362 2.5741197 5527.660 5593.522
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4724.7650 4758.4821 3.1927702 7.0160206 9651.635 9718.891
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 4699.7007 4728.6011 3.1526959 6.9704762 9622.022 9679.670
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4698.9190 4732.6362 3.1478967 6.9592983 9620.264 9687.520
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2226.5834 2263.3823 1.0885643 2.3085144 5173.944 5249.215
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4700.7531 4739.2870 3.1476107 6.9427327 9616.479 9693.343
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2226.3505 2258.5496 1.0898737 2.5605300 5510.371 5576.234
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4701.4039 4735.1211 3.1521835 6.9599035 9621.029 9688.285
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2334.6442 2366.8433 1.1731952 2.4095075 5304.146 5370.008
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4749.7738 4783.4909 3.2367991 7.3019769 9785.859 9853.114
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 2384.1878 2411.7871 1.2150615 2.7287917 5718.518 5774.971
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2319.8104 2352.0095 1.1614160 2.3889045 5276.333 5342.195
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4718.4802 4752.1974 3.1818002 7.2230858 9744.073 9811.328
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2369.7574 2397.3566 1.2031921 2.7023097 5686.511 5742.964
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 7637.1569 7673.8515 3.7041880 7.6909894 17149.692 17224.435
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 7628.9240 7660.3765 3.6959338 7.6604856 17120.487 17184.552
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3981.3194 4015.3146 1.9525267 3.7392079 8657.683 8727.108
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7630.7194 7667.4140 3.6956633 7.6528226 17117.956 17192.698
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3522.6659 3561.5176 1.5321548 3.0684611 7848.947 7928.290
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7609.9098 7651.8465 3.6656155 7.6082549 17086.684 17172.104
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3959.5049 3993.5001 1.9302373 3.7234879 8644.427 8713.852
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 7609.8137 7646.5083 3.6681142 7.6219044 17094.162 17168.905
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 7609.8025 7641.2550 3.6707261 7.6264028 17093.768 17157.833
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3976.9540 4010.9492 1.9480458 3.7091222 8619.656 8689.081
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7611.8023 7648.4969 3.6707259 7.6193336 17091.705 17166.447
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3521.5724 3560.4241 1.5312732 3.0648547 7843.714 7923.056
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7593.7265 7635.6631 3.6444450 7.5797918 17064.225 17149.645
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3959.5962 3993.5915 1.9303302 3.7187835 8638.272 8707.696
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7592.5271 7629.2216 3.6454894 7.5914432 17070.150 17144.893
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 3980.9322 4010.0710 1.9541849 3.7527318 8670.732 8730.239
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3609.9963 3643.9915 1.6059108 3.1473703 7942.087 8011.511
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 3977.2116 4006.3503 1.9503619 3.7178973 8626.451 8685.958
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3603.3654 3637.3606 1.6003160 3.1362112 7927.022 7996.447
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7593.4563 7630.1509 3.6467021 7.6908436 17154.401 17229.144
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate 4076.9367 4101.0964 2.1698601 4.0332657 9227.042 9276.892
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4071.6965 4100.6883 2.1614030 4.0124131 9206.996 9266.816
obs Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4269.1584 4297.3258 3.3717830 7.1901624 11018.062 11076.874
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 4081.0397 4110.0314 2.1723228 4.0451136 9245.795 9305.615
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 4022.6831 4051.6749 2.1050116 3.9471431 9145.875 9205.695
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 4263.8056 4291.9730 3.3606329 7.1909876 11020.356 11079.167
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4256.0526 4288.9145 3.3404115 7.1587902 11006.955 11075.569
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 4270.0361 4298.2035 3.3736148 7.2191261 11036.230 11095.042
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 4022.3595 4051.3512 2.1046441 3.9548384 9156.549 9216.369
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 3968.2313 3997.2230 2.0440866 4.0310107 9281.946 9341.767
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 3954.6479 3988.4716 2.0269775 4.0107365 9266.349 9336.139
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 4274.9604 4303.1278 3.3839107 7.2223683 11036.671 11095.483
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4265.7369 4298.5988 3.3604899 7.1841991 11020.046 11088.660
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4254.2182 4291.7747 3.3324949 7.1494303 11006.198 11084.614
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 4271.6971 4304.5591 3.3729072 7.2076600 11033.049 11101.663
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3956.8899 3990.7135 2.0294301 4.0135714 9269.076 9338.866
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4276.3275 4313.8840 3.3784018 7.2165493 11041.841 11120.257
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 4020.5551 4049.5468 2.1025968 3.9996696 9217.748 9277.568
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3936.5450 3970.3687 2.0072819 3.9042868 9135.648 9205.438
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4270.2021 4303.0641 3.3697882 7.1875106 11020.685 11089.299
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 5978.8879 6008.7010 4.0055783 8.1801177 14631.546 14693.306
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5942.3226 5977.1045 3.9335727 8.0602064 14561.962 14634.015
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5947.7548 5982.5368 3.9436364 8.1477420 14623.825 14695.878
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 4618.0605 4648.7345 1.5809434 2.9269894 10121.612 10184.553
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4509.4876 4545.2739 1.5112899 2.8393997 9972.113 10045.543
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 6052.6441 6082.4572 4.1469803 8.2265288 14635.466 14697.226
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6035.4428 6070.2248 4.1096949 8.1668887 14603.594 14675.647
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5943.5570 5983.3078 3.9321564 7.9481367 14482.730 14565.077
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 6003.9415 6038.7234 4.0492496 8.0996632 14567.018 14639.071
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 4520.4158 4551.0898 1.5192727 2.9306069 10175.533 10238.473
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 4620.9593 4651.6333 1.5828120 2.9302158 10127.737 10190.678
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4511.6182 4547.4044 1.5126025 2.8417228 9976.677 10050.107
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5949.7348 5989.4857 3.9435994 8.0046130 14522.741 14605.088
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6028.3482 6063.1302 4.0960034 8.2048501 14634.882 14706.935
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 4654.7403 4685.4142 1.6047511 2.9342003 10118.591 10181.531
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 4526.0790 4556.7529 1.5227828 2.8613166 10011.722 10074.662
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4479.2621 4515.0484 1.4927897 2.8080173 9910.696 9984.127
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5980.7701 6015.5521 4.0053563 8.1702089 14628.379 14700.433
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 4583.8981 4609.4597 1.5603585 2.9116930 10097.998 10150.448
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 4585.8748 4616.5488 1.5603437 2.9110342 10100.449 10163.390
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate 5963.7002 5990.5450 1.5809345 3.1261242 12718.862 12773.237
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 5965.9924 5992.8372 1.5820773 3.0884957 12628.706 12683.081
mod Indian (27.5,27.75] cstar_tref ~ phosphate + nitrate + silicate 5885.8595 5912.7044 1.5426106 2.8844121 12127.578 12181.953
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 7103.2653 7134.4589 3.4246906 7.3418041 17083.036 17147.170
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 7053.9363 7090.3288 3.3596267 7.2109780 16975.094 17049.917
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate 5791.4938 5823.7076 1.4964507 3.0412731 12547.791 12613.041
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 7014.1737 7050.5662 3.3100752 7.3666205 17121.161 17195.983
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate 5838.8594 5871.0733 1.5189640 3.0055897 12455.457 12520.708
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 7150.7124 7181.9060 3.4859540 7.4720915 17193.018 17257.151
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7102.7703 7139.1629 3.4214991 7.3465944 17091.829 17166.651
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6983.0123 7024.6038 3.2693094 7.0764132 16864.802 16950.314
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 7097.9739 7134.3664 3.4153719 7.3153980 17064.094 17138.916
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7124.5682 7160.9607 3.4494834 7.4343296 17167.714 17242.536
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6992.6700 7034.2615 3.2811297 7.1235916 16907.556 16993.067
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7115.9823 7152.3748 3.4384335 7.3794035 17119.491 17194.313
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 6343.2282 6370.0730 1.7818739 2.9943168 12216.141 12270.516
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 5921.0891 5953.3029 1.5588558 2.6687604 11474.536 11539.786
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 6263.1138 6289.9586 1.7374331 2.9179070 12038.814 12093.189
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 5970.8820 5997.7268 1.5845180 2.9947416 12393.537 12447.912
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate + silicate 5841.2779 5873.4917 1.5201225 2.7483328 11763.196 11828.446
mod Indian (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 3363.3409 3386.4612 2.2427784 3.9777930 6580.427 6627.057
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3586.4784 3618.3659 3.0708126 6.6966133 7980.426 8045.185
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate 3214.3755 3237.4958 2.0315536 3.8232390 6483.787 6530.417
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 2675.6851 2703.4295 1.4187507 2.6344076 5315.640 5371.597
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 3041.1055 3068.8499 1.8083588 3.7890657 6475.800 6531.756
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 3229.6959 3252.8162 2.0523259 3.8062316 6464.412 6511.042
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 2329.8103 2357.5547 1.1276233 2.0762534 4565.988 4621.944
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 3352.2106 3379.9550 2.2233094 3.9665491 6578.996 6634.952
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3211.2817 3239.0261 2.0246939 3.7945913 6462.774 6518.730
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3664.3052 3691.6373 3.2502049 6.9893573 8106.061 8161.568
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3591.0162 3622.9037 3.0807396 6.7494141 8003.984 8068.742
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3576.5193 3612.9622 3.0448039 6.7007175 7985.850 8059.859
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 3656.2080 3688.0955 3.2269472 6.9655757 8099.738 8164.496
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3594.3085 3626.1959 3.0879619 6.7902420 8022.030 8086.788
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3578.7555 3615.1984 3.0496505 6.7332312 8000.284 8074.294
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3651.0311 3682.9186 3.2150875 6.9819977 8106.754 8171.512
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 3291.1000 3318.8444 2.1348976 3.4361849 6041.872 6097.828
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3634.3610 3666.2485 3.1771933 6.9243069 8081.559 8146.317
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3638.2734 3670.1609 3.1860464 6.9844137 8107.452 8172.210
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 3365.1581 3392.9025 2.2425062 3.9754733 6582.321 6638.278
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 3448.2908 3476.5976 1.9321347 3.4618959 7288.539 7346.516
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 3303.2428 3336.2674 1.7677737 3.2253457 7045.138 7112.778
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 4784.9207 4814.2153 2.7974634 7.0785939 10991.444 11050.636
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4786.7599 4820.9370 2.7972328 7.0503048 10981.107 11050.164
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4780.6191 4819.6786 2.7855794 6.9697323 10941.743 11020.665
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3208.9604 3241.9851 1.6698241 2.9073597 6611.118 6678.758
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 4779.0246 4813.2017 2.7861587 6.9980755 10952.407 11021.464
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 3324.1362 3352.4430 1.7924120 3.2503975 7064.620 7122.597
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 3302.8283 3331.1352 1.7694691 3.2810384 7118.241 7176.218
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3302.2748 3335.2994 1.7667394 3.2302128 7052.558 7120.198
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4798.5089 4837.5684 2.8112526 6.9795875 10951.466 11030.389
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3207.1668 3240.1915 1.6680144 2.9038413 6606.456 6674.096
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4796.5105 4830.6876 2.8112549 7.0018319 10958.942 11027.999
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 3325.9036 3354.2104 1.7943283 3.2578717 7074.286 7132.263
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 3224.2269 3252.5338 1.6873471 2.9576732 6678.675 6736.653
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + silicate 3334.0223 3357.6113 1.8053391 3.3741125 7224.549 7272.863
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4790.1828 4824.3599 2.8021472 7.0221584 10967.705 11036.762
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 4790.5019 4819.7965 2.8054817 7.0291182 10967.875 11027.067
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4807.1775 4841.3545 2.8266752 7.0322360 10977.304 11046.361
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 4810.4328 4839.7274 2.8343035 7.0411654 10979.226 11038.418
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 6805.4671 6831.6953 2.7306833 6.3908234 17366.120 17420.206
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate 6807.1074 6838.5813 2.7303330 6.3894547 17368.679 17433.582
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 6807.4510 6838.9249 2.7306676 6.3903135 17369.579 17434.482
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 6801.3753 6832.8493 2.7247573 6.3845487 17363.658 17428.561
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6802.7744 6839.4940 2.7241734 6.3810101 17363.920 17439.640
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 3472.1271 3502.6576 1.0255079 1.9690225 7479.422 7541.702
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 3473.5239 3509.1428 1.0252497 1.9519263 7429.949 7502.610
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6903.2922 6940.0118 2.8236010 6.4716422 17455.085 17530.805
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6891.7839 6933.7492 2.8100310 6.4534279 17440.629 17527.166
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6892.8957 6929.6153 2.8131512 6.4626379 17446.227 17521.947
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 3475.1486 3505.6791 1.0268019 1.9759573 7499.944 7562.224
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3476.6634 3512.2822 1.0265940 1.9579394 7447.844 7520.504
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate 3518.8489 3544.2910 1.0465747 2.0093932 7583.606 7635.507
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 3485.4748 3516.0053 1.0312367 1.9923307 7546.969 7609.249
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 3307.7985 3338.3290 0.9575316 1.7924256 6956.000 7018.280
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6889.7854 6926.5050 2.8100325 6.4538094 17437.035 17512.755
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 6891.4413 6922.9152 2.8136987 6.4644184 17444.085 17508.987
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 3519.7999 3545.2419 1.0469901 2.0138639 7596.897 7648.798
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 3488.4081 3518.9385 1.0325000 1.9982267 7564.020 7626.301
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 3313.0842 3343.6147 0.9596463 1.7989813 6976.861 7039.142
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4455.7709 4479.8873 2.7179296 5.8099346 11472.106 11522.354
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate 4457.6805 4486.6203 2.7177961 5.8082419 11474.629 11534.926
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4459.0726 4492.8356 2.7168973 5.7611488 11436.605 11506.951
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 4457.1346 4486.0743 2.7169889 5.7612831 11432.706 11493.003
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1209.1844 1237.7747 0.4826224 0.9420962 2593.492 2651.935
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1195.3445 1228.6998 0.4782338 0.9331771 2560.447 2628.630
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4576.1595 4609.9225 2.8956046 6.0019845 11609.250 11679.596
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4527.2423 4565.8285 2.8164900 5.9214630 11561.087 11641.483
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4530.3588 4564.1218 2.8243413 5.9326921 11565.194 11635.540
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1210.2452 1238.8355 0.4829177 0.9444653 2604.190 2662.632
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1196.6502 1230.0054 0.4785940 0.9354870 2570.904 2639.087
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 1254.1087 1277.9339 0.4958611 0.9553549 2636.509 2685.212
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 1193.9451 1222.5353 0.4783994 0.9357875 2568.516 2626.959
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1200.5325 1229.1227 0.4802203 0.9202657 2492.383 2550.826
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 4577.6455 4606.5852 2.9011017 6.0080470 11609.237 11669.534
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4542.3998 4576.1628 2.8429047 5.9481012 11574.442 11644.789
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4541.4420 4570.3817 2.8445171 5.9530283 11574.419 11634.716
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 1253.1199 1276.9451 0.4955784 0.9571335 2645.099 2693.802
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 1195.1414 1223.7316 0.4787296 0.9386059 2581.323 2639.765
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 1200.3341 1228.9243 0.4801654 0.9217263 2499.542 2557.985
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 13259.6939 13289.0619 3.0128645 6.3629485 31975.257 32035.511
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate 13257.4835 13292.7251 3.0104511 6.3433036 31938.340 32010.645
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 6648.5749 6690.0384 0.8045613 1.3039497 12596.782 12682.468
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 13046.8270 13087.9422 2.8910355 6.1589767 31589.684 31674.039
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 13055.8281 13091.0697 2.8970953 6.1886963 31648.033 31720.338
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 6582.2289 6617.7690 0.7952404 1.2951384 12536.788 12610.233
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6533.5625 6575.0260 0.7879772 1.2873618 12481.708 12567.394
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 13228.4649 13263.7065 2.9938697 6.2905159 31831.572 31903.877
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 13228.9851 13270.1003 2.9930266 6.2813627 31816.126 31900.482
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6383.0753 6424.5388 0.7667930 1.2666425 12338.841 12424.527
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 6531.2432 6572.7066 0.7876463 1.2869242 12477.638 12563.324
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 13381.4835 13416.7251 3.0823460 6.3889902 32006.145 32078.450
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13367.4523 13408.5675 3.0729554 6.3636217 31959.636 32043.992
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6382.4203 6429.8070 0.7664244 1.2656731 12330.336 12428.263
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13368.2985 13415.2872 3.0722806 6.3625071 31961.531 32057.937
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 13383.4028 13424.5180 3.0822986 6.3887670 32009.686 32094.042
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6533.0393 6574.5027 0.7879025 1.2884130 12499.628 12585.314
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6383.9172 6431.3040 0.7666322 1.2671306 12352.308 12450.235
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6648.4372 6689.9006 0.8045412 1.3037991 12594.503 12680.189
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6648.5786 6690.0421 0.8045619 1.3050631 12615.017 12700.703
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 22583.8475 22632.6099 7.5559195 17.8798143 33304.543 33395.407
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 21450.3745 21492.8555 6.9437219 12.3310060 29867.244 29946.201
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 22504.4743 22547.1414 7.4672964 18.0640096 33297.558 33377.064
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 21407.9993 21456.5490 6.8956385 12.1740360 29771.575 29861.811
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 21710.1922 21758.7419 7.2297919 12.9426461 30287.960 30378.196
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21750.0936 21792.5746 7.2773858 13.0621476 30359.734 30438.691
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 22357.6535 22400.3206 7.3019757 17.5161447 33045.875 33125.380
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21286.8152 21335.3649 6.7660170 12.1523736 29705.219 29795.455
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 22279.9736 22328.7360 7.2137933 17.3451377 32946.975 33037.838
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 21669.4242 21711.9052 7.1860345 13.3532541 30452.434 30531.390
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 22648.2379 22690.9049 7.6328008 17.9324659 33360.232 33439.738
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 22435.1674 22471.7392 7.3910490 17.8627749 33192.412 33260.560
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 21406.0031 21448.4841 6.8956425 12.1742308 29767.676 29846.633
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 22401.6061 22444.2732 7.3510789 17.8169516 33159.256 33238.762
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21861.3013 21903.7823 7.4052263 13.1187276 30437.376 30516.333
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 22312.1849 22354.8520 7.2515240 17.4279851 32989.858 33069.364
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21332.7150 21381.2647 6.8148234 12.0445270 29671.193 29761.429
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 22251.2461 22300.0084 7.1822621 17.2966320 32913.465 33004.328
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21708.3153 21750.7964 7.2299314 13.3653694 30477.334 30556.290
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22634.8602 22677.5273 7.6172465 17.9080423 33344.398 33423.903
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12833.8897 12874.5763 3.2385659 6.1319941 17517.848 17592.463
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12311.1962 12350.6568 4.6911136 12.9886424 17422.517 17494.042
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 12861.6907 12896.5650 3.2581539 6.1672745 17553.828 17617.784
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 12514.1815 12548.0049 4.9287621 13.0863246 17598.970 17660.277
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12212.2512 12251.7119 4.5805375 12.7140517 17294.783 17366.308
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12557.2237 12603.7228 3.0610051 5.7883043 17131.899 17217.173
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12051.6036 12096.7015 4.4044053 12.5105272 17131.270 17213.013
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12635.9121 12676.5988 3.1113926 5.8687948 17229.246 17303.862
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12329.5048 12368.9654 4.7118652 12.8260962 17408.613 17480.139
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 12529.4986 12563.3220 4.9469960 13.0943554 17612.483 17673.790
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12263.4849 12302.9455 4.6374644 12.7686833 17345.609 17417.134
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12667.9209 12714.4199 3.1303430 6.0013608 17339.246 17424.520
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12149.4419 12194.5398 4.5095262 12.6206087 17229.991 17311.734
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12728.8637 12769.5504 3.1704670 6.0619628 17411.565 17486.180
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12386.0859 12425.5465 4.7765781 12.8926108 17465.515 17537.040
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12647.2434 12687.9300 3.1185347 5.9407561 17284.306 17358.922
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12374.4747 12413.9353 4.7632260 12.9966773 17474.616 17546.141
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12696.3747 12731.2489 3.1509674 5.9937310 17345.087 17409.043
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12722.0349 12762.7216 3.1660891 6.1204073 17445.187 17519.803
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 12764.2324 12799.1067 3.1945312 6.1621887 17493.863 17557.819
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 10554.5296 10587.3816 4.8033175 12.2768461 15060.230 15119.990
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9284.5505 9323.1158 3.0677313 5.6772663 12751.567 12822.245
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 9329.8554 9362.9114 3.1077486 5.7424575 12808.812 12869.393
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 10727.8541 10760.7061 5.0451888 12.4598463 15223.195 15282.954
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10497.6086 10535.9360 4.7237636 12.0501836 14979.266 15048.986
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9154.1194 9198.1941 2.9584215 5.3911236 12521.250 12602.025
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10499.3885 10543.1912 4.7234689 12.0404721 14981.361 15061.041
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 9235.9995 9274.5649 3.0271957 5.5264672 12640.329 12711.007
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 10727.4125 10765.7398 5.0416984 12.4563237 15224.747 15294.467
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10545.6901 10584.0174 4.7885823 12.0854055 15022.045 15091.765
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9212.8978 9256.9725 3.0064485 5.4786427 12603.411 12684.186
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10546.9095 10590.7122 4.7875230 12.0767617 15023.902 15103.582
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9280.4569 9319.0222 3.0642927 5.6140255 12713.811 12784.489
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10752.0933 10790.4207 5.0770923 12.4725633 15246.040 15315.759
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 10614.2225 10647.0746 4.8852799 12.3580747 15119.794 15179.554
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9223.1312 9261.6965 3.0165419 5.6138585 12683.333 12754.011
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10613.7310 10652.0584 4.8818311 12.3539216 15121.179 15190.899
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 9267.7437 9300.7997 3.0553118 5.6905546 12746.995 12807.576
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9293.4149 9331.9802 3.0751907 5.7552184 12799.135 12869.813
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 9323.6938 9356.7499 3.1025069 5.8206179 12847.901 12908.483
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 13142.2512 13170.8335 4.5079343 11.2466165 18861.045 18913.400
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 13021.3840 13055.6828 4.3862489 11.1237756 18741.884 18804.710
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 12620.4125 12655.1937 3.2290439 5.8915761 16982.777 17046.419
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11888.8978 11929.4760 2.7772001 5.1291031 16028.230 16102.479
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13035.2922 13075.3074 4.3978973 11.1388582 18758.666 18831.964
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11881.6220 11927.9971 2.7719111 5.1237859 16022.933 16107.789
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13022.1597 13067.8914 4.3831002 11.1180444 18746.001 18829.770
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 12673.7663 12714.3445 3.2633025 5.9374610 17046.034 17120.283
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 13196.1097 13236.1249 4.5582709 11.2966660 18918.830 18992.128
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11938.9489 11979.5271 2.8059135 5.1833883 16097.898 16172.147
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13119.9111 13159.9263 4.4815664 11.2640311 18853.818 18927.115
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11896.4015 11942.7765 2.7803430 5.1578112 16057.346 16142.202
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13119.1259 13164.8576 4.4787873 11.2550854 18853.472 18937.240
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 12074.1348 12108.9161 2.8861455 5.4421184 16362.407 16426.049
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 13071.5681 13105.8668 4.4355483 11.1839926 18794.846 18857.672
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12056.4234 12097.0016 2.8744779 5.4293136 16345.888 16420.137
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13049.0441 13089.0593 4.4113878 11.1587527 18774.048 18847.345
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 12132.0419 12166.8232 2.9206969 5.5213558 16451.754 16515.396
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12077.4390 12118.0172 2.8869192 5.4861282 16398.139 16472.388
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13146.7789 13186.7941 4.5084641 11.3017738 18883.427 18956.725
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15453.8082 15496.2364 2.7652496 5.2856292 21054.350 21132.362
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20450.6648 20494.0417 4.0422633 10.5047870 28893.868 28973.344
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 20449.0842 20486.2645 4.0424969 10.5549942 28910.054 28978.176
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 20558.6396 20595.8199 4.1039790 10.5936865 29010.614 29078.736
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14613.8042 14656.2324 2.4220066 4.7653777 20040.746 20118.757
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20467.4536 20510.8306 4.0516245 10.5410340 28921.310 29000.786
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14472.7867 14521.2761 2.3679658 4.5796836 19763.883 19853.039
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20402.1072 20451.6809 4.0142036 10.4398129 28832.611 28923.441
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 15682.8148 15725.2430 2.8669915 5.5236530 21408.900 21486.912
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 20416.0783 20459.4553 4.0230465 10.4612695 28849.615 28929.090
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 20606.7070 20643.8873 4.1312485 10.6404056 29066.360 29134.482
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14758.9196 14801.3478 2.4781008 4.8335788 20198.146 20276.158
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20522.9539 20566.3308 4.0827251 10.5918090 28984.578 29064.054
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14639.7765 14688.2659 2.4311847 4.6662169 19955.871 20045.028
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20446.0800 20495.6537 4.0385977 10.4894412 28886.642 28977.471
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20455.4428 20498.8197 4.0449252 10.5037345 28897.171 28976.647
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 14683.4196 14719.7866 2.4495289 4.7938064 20109.283 20176.150
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14584.5959 14627.0241 2.4108706 4.6307840 19882.509 19960.521
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 14853.7713 14890.1383 2.5162597 4.8719148 20291.177 20358.044
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14779.6449 14822.0731 2.4862175 4.7323710 20105.573 20183.585
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17764.1614 17808.4572 2.0664598 3.9858901 23746.688 23827.896
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 19972.7006 20016.3630 3.3909199 8.6748802 28213.784 28293.818
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 18516.6734 18554.6412 2.2637112 4.3103413 24682.127 24751.733
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17521.3991 17565.6949 2.0067241 3.9230130 23499.205 23580.413
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20131.5233 20175.1857 3.4629109 8.8528705 28425.598 28505.632
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 18143.4909 18181.4587 2.1639028 4.1744370 24257.662 24327.268
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 16656.9446 16701.2403 1.8076911 3.7880296 22729.503 22810.710
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 20435.6732 20473.0980 3.6060231 8.8872881 28673.395 28741.996
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20282.7614 20326.4238 3.5328841 8.8078033 28519.276 28599.310
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19870.2986 19920.1984 3.3444138 8.5421728 28069.498 28160.965
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 19873.2965 19916.9588 3.3466255 8.5952432 28096.474 28176.508
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 16718.4156 16756.3834 1.8216082 3.8071245 22796.500 22866.106
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16619.6411 16663.9368 1.7995614 3.7778526 22689.219 22770.426
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 20441.3690 20478.7938 3.6087410 8.8935936 28680.903 28749.503
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20289.1424 20332.8048 3.5358673 8.8149738 28527.774 28607.808
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19876.6950 19926.5948 3.3472447 8.5506145 28078.773 28170.240
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19879.8672 19923.5295 3.3495355 8.6020545 28105.028 28185.061
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 16683.1865 16721.1543 1.8138704 3.7969313 22757.704 22827.311
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 16887.6559 16931.9516 1.8587934 3.7948941 22895.105 22976.312
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 17017.3914 17055.3592 1.8886180 3.8468248 23055.560 23125.167
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 20913.4386 20951.2611 3.2172071 8.1599174 29746.715 29816.263
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 20906.4995 20950.6258 3.2136489 8.1561672 29741.662 29822.801
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16905.4968 16949.6369 1.9502885 3.4755289 22023.000 22103.779
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16680.6963 16724.8364 1.8968670 3.4179076 21790.556 21871.335
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 16912.8230 16950.6574 1.9525370 3.4748611 22023.021 22092.260
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 16106.6432 16150.7834 1.7669949 3.3381717 21306.400 21387.179
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 20800.4644 20838.2869 3.1725263 8.1404595 29648.624 29718.172
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20789.6444 20833.7707 3.1674954 8.1354007 29639.788 29720.927
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20154.1528 20204.5828 2.9271352 7.8467209 28977.717 29070.448
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 20214.9862 20259.1124 2.9499922 7.8808722 29043.256 29124.395
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 16127.6401 16165.4745 1.7720225 3.3435007 21325.928 21395.168
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 16569.6755 16607.5099 1.8714888 3.4514864 21782.951 21852.190
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16111.5923 16155.7324 1.7680756 3.3398551 21312.411 21393.191
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 20750.9016 20788.7241 3.1531208 8.1418849 29611.296 29680.844
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20737.4304 20781.5567 3.1470876 8.1358487 29599.823 29680.962
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20119.9385 20170.3686 2.9147635 7.8493489 28952.404 29045.135
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20174.5101 20218.6364 2.9352477 7.8817311 29012.018 29093.157
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 16133.1234 16170.9578 1.7732233 3.3454067 21332.655 21401.894
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 16275.8792 16320.0193 1.8043296 3.3519211 21433.709 21514.488
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 16395.7179 16433.5522 1.8316956 3.3809247 21554.479 21623.719
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate 10530.9170 10559.2900 2.7853598 7.4851107 15073.650 15125.215
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate 10531.6640 10565.7117 2.7845495 7.4836104 15076.172 15138.051
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 6454.1690 6487.3228 1.3736826 2.6539488 8608.653 8668.604
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6523.8228 6556.9767 1.3997166 2.6642474 8662.403 8722.354
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 6559.0118 6592.1656 1.4130559 2.7576190 8776.512 8836.462
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 6618.1264 6651.2802 1.4357517 2.7741690 8829.735 8889.685
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 6365.5741 6398.7279 1.3412676 2.4940572 8385.179 8445.129
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6036.6431 6075.3226 1.2268077 2.3193927 7989.269 8059.211
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 6308.6946 6341.8484 1.3208609 2.5163912 8375.116 8435.067
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10460.3823 10505.7792 2.7362903 7.4248749 15005.480 15087.986
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 10463.4866 10503.2089 2.7395358 7.4317486 15007.766 15079.959
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 6345.3835 6378.5373 1.3339880 2.4819102 8359.547 8419.497
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6021.6282 6060.3077 1.2218526 2.3103952 7969.487 8039.430
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10468.2448 10513.6418 2.7412912 7.4312081 15013.777 15096.282
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10471.5720 10511.2943 2.7446847 7.4385493 15016.390 15088.582
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 6623.6178 6656.7717 1.4378784 2.9060853 8954.251 9014.201
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10500.7652 10540.4875 2.7633559 7.4521896 15043.944 15116.137
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 10499.8628 10533.9105 2.7640604 7.4563211 15042.158 15104.037
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10515.2461 10554.9684 2.7726646 7.4630758 15058.939 15131.131
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 10514.3269 10548.3746 2.7733606 7.4674016 15057.202 15119.081
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 14115.7445 14145.6343 2.7175804 7.5923979 20636.294 20691.126
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 14101.0293 14136.8971 2.7098027 7.5769680 20620.173 20685.972
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 6938.6124 6972.8223 1.1580661 2.1088126 9137.365 9199.675
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6779.7941 6819.7057 1.1167248 2.0352577 8925.464 8998.159
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14000.5124 14048.3362 2.6616721 7.5052009 20513.102 20600.833
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 6902.8942 6942.8058 1.1482346 2.0641992 9044.089 9116.785
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 14039.2097 14081.0555 2.6803110 7.5324642 20553.657 20630.421
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 6936.8829 6971.0928 1.1576134 2.1086022 9136.042 9198.352
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6777.2249 6817.1364 1.1160764 2.0345027 8922.709 8995.404
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14013.5342 14061.3579 2.6676218 7.5159572 20528.275 20616.006
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6908.5827 6948.4943 1.1497120 2.0678968 9053.647 9126.342
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14055.8259 14097.6716 2.6879584 7.5448491 20572.388 20649.153
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 7388.6892 7417.1975 1.2826635 2.2825793 9666.018 9717.943
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 7384.2037 7418.4136 1.2807845 2.2805166 9663.239 9725.549
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14061.6567 14103.5024 2.6906472 7.5350918 20572.657 20649.421
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 14094.6333 14130.5011 2.7068324 7.5599630 20607.517 20673.315
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 7438.5784 7467.0867 1.2972099 2.3084704 9733.936 9785.861
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 7431.8004 7466.0103 1.2946385 2.3058806 9729.129 9791.439
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14081.2034 14123.0492 2.6996804 7.5485890 20594.200 20670.965
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 14117.5437 14153.4115 2.7174869 7.5749901 20632.380 20698.178
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 23998.5987 24031.1526 2.7057332 7.3956091 35504.327 35564.731
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 23995.2350 24034.2997 2.7042730 7.3939148 35502.770 35575.254
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 23972.8586 24018.4340 2.6976466 7.3777699 35474.515 35559.079
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 9094.6340 9130.5694 1.1286396 1.9939487 11606.752 11672.019
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 8641.0732 8682.9977 1.0447453 1.8866815 11101.466 11177.611
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 23813.2808 23865.3670 2.6541326 7.3187486 35304.066 35400.711
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 8201.4843 8243.4088 0.9697095 1.6950191 10369.332 10445.477
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 23876.7629 23922.3383 2.6716822 7.3363216 35365.567 35450.132
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 9108.9879 9144.9233 1.1313897 1.9976903 11623.353 11688.620
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8650.2825 8692.2071 1.0463778 1.8889399 11112.134 11188.278
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 23872.8892 23924.9754 2.6701032 7.3686614 35391.790 35488.436
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8221.1295 8263.0541 0.9729448 1.7012411 10397.040 10473.185
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 23976.9778 24022.5532 2.6987652 7.3976778 35494.172 35578.736
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 9039.2541 9075.1894 1.1180917 1.9663267 11512.271 11577.538
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 23880.1805 23925.7559 2.6726013 7.3562345 35384.744 35469.309
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 9015.5068 9051.4421 1.1135989 1.9298097 11413.016 11478.283
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 23953.6759 23992.7405 2.6929855 7.3776252 35457.072 35529.556
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 9081.4460 9117.3814 1.1261187 1.9776601 11562.096 11627.363
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 23931.5128 23977.0882 2.6864445 7.4039282 35464.003 35548.568
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 9078.2240 9114.1593 1.1255037 1.9560167 11509.815 11575.082
obs Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 15352.1883 15388.6920 2.5777426 7.4114854 22730.805 22797.997
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15266.7223 15309.3099 2.5432036 7.3732077 22645.435 22723.826
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 15282.0023 15318.5060 2.5499904 7.3803538 22658.899 22726.091
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15310.5092 15353.0968 2.5604362 7.4035702 22695.901 22774.292
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 5331.7521 5371.4320 0.8382213 1.5007740 7048.061 7120.916
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5600.0681 5639.7480 0.8924521 1.5165077 7215.212 7288.068
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15234.5459 15283.2175 2.5298340 7.3575297 22614.083 22703.673
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4730.6786 4770.3585 0.7283957 1.2281856 5970.556 6043.411
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 15241.1640 15283.7517 2.5331987 7.3612683 22618.892 22697.283
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5334.5851 5374.2650 0.8387763 1.5020439 7052.716 7125.572
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5612.7513 5652.4312 0.8951007 1.5221739 7236.048 7308.903
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15215.7053 15264.3769 2.5224937 7.3652875 22602.924 22692.514
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4743.2343 4782.9142 0.7305356 1.2331744 5992.717 6065.572
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15238.9479 15281.5355 2.5323330 7.3767525 22624.992 22703.383
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 5331.4247 5365.4361 0.8385490 1.5148288 7080.390 7142.837
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15325.9493 15368.5370 2.5665405 7.3993037 22706.067 22784.458
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4730.5317 4764.5431 0.7287111 1.2293714 5971.349 6033.797
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 5333.7275 5367.7389 0.8390003 1.5144969 7080.735 7143.182
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15330.4287 15373.0163 2.5683142 7.4235859 22721.978 22800.369
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 4745.0248 4779.0362 0.7311829 1.2340937 5993.422 6055.869
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 18055.8652 18087.2050 2.4508011 6.8882281 28922.303 28981.300
mod Pacific (28.1, Inf] cstar_tref ~ aou + phosphate + silicate 17457.4127 17491.3997 0.9043303 1.7797651 26023.818 26088.354
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 16513.9854 16554.7698 0.8419792 1.6041753 24160.699 24238.142
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 17846.3899 17887.1743 0.9311643 1.7936567 26315.687 26393.131
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 16314.0442 16354.8285 0.8293541 1.5766778 23829.638 23907.082
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 17817.8737 17865.4555 0.9290196 1.7891078 26270.597 26360.948
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 18107.3517 18144.9595 2.4664116 6.8971397 28970.151 29040.948
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18100.6047 18144.4804 2.4636451 6.8911077 28962.652 29045.249
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18009.7845 18059.9282 2.4344791 6.7838471 28807.417 28901.813
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 16288.8946 16336.4764 0.8276544 1.5727319 23786.459 23876.809
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 18008.6393 18052.5151 2.4347461 6.7965712 28814.946 28897.542
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17826.8346 17874.4164 0.9296489 1.7907611 26287.476 26377.826
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18116.4575 18166.6012 2.4680278 6.8515442 28943.277 29037.673
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16306.0769 16353.6587 0.8287297 1.5751491 23815.614 23905.965
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18120.9087 18164.7844 2.4700715 6.8631437 28953.855 29036.451
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18233.4656 18277.3414 2.5060018 6.8622285 29034.979 29117.575
mod Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 17433.7048 17474.4892 0.9025752 1.7741243 25972.509 26049.953
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 18261.5535 18299.1612 2.5156946 6.8899235 29076.457 29147.254
obs Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18423.5554 18467.4311 2.5678727 6.9514194 29248.401 29330.997
mod Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + silicate 17465.4371 17506.2215 0.9047420 1.7793066 26027.225 26104.668

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

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 7 7 7 9 10 7 6
(26,26.5] 7 9 7 7 10 7 6
(26.5,26.75] 6 8 5 10 6 7 9
(26.75,27] 6 6 5 10 5 10 8
(27,27.25] 7 8 5 6 6 10 7
(27.25,27.5] 5 6 5 6 6 9 9
(27.5,27.75] 7 3 6 7 10 7 6
(27.75,27.85] 9 2 6 8 8 7 4
(27.85,27.95] 8 NA 6 10 8 5 4
(27.95,28.05] 6 NA 6 10 6 5 8
(28.05,28.1] 7 NA 6 10 5 5 7
(28.1,28.15] 8 10 6 2 5 6 6
(28.15,28.2] 7 7 6 3 10 7 6
(28.2, Inf] 6 10 7 3 10 4 6
total 96.00 — 83.00 101.00 105.00 96.00 92.00
Indian - mod
(-Inf,26] 5 6 5 8 10 6 10
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 6 5 4 10 6 10 8
(26.75,27] 5 8 5 10 6 6 10
(27,27.25] 4 10 3 8 7 6 4
(27.25,27.5] 2 9 3 4 8 6 10
(27.5,27.75] 4 7 3 10 2 3 5
(27.75,27.85] 4 2 5 8 8 6 4
(27.85,27.95] 3 3 4 4 10 10 9
(27.95,28.05] 5 10 5 2 4 4 10
(28.05,28.1] 5 10 5 2 4 4 10
(28.1, Inf] 7 10 5 6 7 10 6
total 55.00 86.00 52.00 82.00 78.00 79.00 96.00
Pacific - mod
(-Inf,26] 6 8 6 7 10 7 10
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 6 5 6 10 4 10 8
(26.75,27] 6 8 5 10 5 6 9
(27,27.25] 6 9 4 10 6 6 9
(27.25,27.5] 4 5 4 6 10 10 6
(27.5,27.75] 3 6 4 5 10 10 7
(27.75,27.85] 5 6 5 3 10 7 6
(27.85,27.95] 5 8 5 2 6 6 10
(27.95,28.05] 5 6 5 4 6 8 10
(28.05,28.1] 5 6 5 6 6 8 10
(28.1, Inf] 5 3 5 7 7 10 6
total 62.00 75.00 60.00 80.00 84.00 98.00 99.00
Atlantic - obs
(-Inf,26] 6 10 6 5 10 6 8
(26,26.5] 8 8 7 10 7 7 5
(26.5,26.75] 6 5 4 10 8 6 10
(26.75,27] 4 8 6 10 6 5 10
(27,27.25] 4 8 6 10 6 5 10
(27.25,27.5] 5 6 5 10 8 6 10
(27.5,27.75] 7 6 6 10 6 10 7
(27.75,27.85] 6 7 5 10 7 10 6
(27.85,27.95] 4 5 4 10 10 10 6
(27.95,28.05] 4 5 6 10 10 10 6
(28.05,28.1] 6 5 4 10 10 6 8
(28.1,28.15] 2 5 8 10 6 6 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 8 5 6 10 10 6 6
total 74.00 88.00 79.00 135.00 112.00 99.00 112.00
Indian - obs
(-Inf,26] 5 6 5 10 8 6 10
(26,26.5] 5 6 5 10 8 6 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 5 6 5 10 9 6 9
(27,27.25] 9 7 1 10 8 7 6
(27.25,27.5] 7 7 3 10 8 8 7
(27.5,27.75] 7 6 5 10 10 5 7
(27.75,27.85] 6 7 5 10 8 6 9
(27.85,27.95] 6 5 4 10 6 8 10
(27.95,28.05] 10 5 5 10 5 5 5
(28.05,28.1] 10 6 4 10 3 6 6
(28.1, Inf] 10 5 6 10 6 4 4
total 85.00 72.00 53.00 120.00 87.00 73.00 93.00
Pacific - obs
(-Inf,26] 5 8 6 7 10 7 9
(26,26.5] 6 6 5 10 8 6 9
(26.5,26.75] 7 7 4 10 7 5 9
(26.75,27] 7 8 5 10 5 5 8
(27,27.25] 6 5 4 10 10 6 8
(27.25,27.5] 5 6 5 10 10 6 8
(27.5,27.75] 6 5 6 10 10 4 8
(27.75,27.85] 6 5 6 10 4 8 8
(27.85,27.95] 6 5 6 10 4 8 8
(27.95,28.05] 7 5 5 10 6 8 7
(28.05,28.1] 6 7 4 10 7 10 6
(28.1, Inf] 7 5 4 10 6 7 9
total 74.00 72.00 60.00 117.00 87.00 80.00 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
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
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
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
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
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
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
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

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

i_binwidth <- 2

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

Version Author Date
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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

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
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
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
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
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29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
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
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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
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cd0ebd8 jens-daniel-mueller 2021-10-18
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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
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a03f2f0 jens-daniel-mueller 2021-08-18
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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
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29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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
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
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

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Version Author Date
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

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0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

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0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
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dfed6a1 jens-daniel-mueller 2022-01-05
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f39db85 jens-daniel-mueller 2022-01-04
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da28869 jens-daniel-mueller 2021-12-23
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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
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f39db85 jens-daniel-mueller 2022-01-04
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da28869 jens-daniel-mueller 2021-12-23
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0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

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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
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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
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da28869 jens-daniel-mueller 2021-12-23
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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
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f39db85 jens-daniel-mueller 2022-01-04
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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
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035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
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013c119 jens-daniel-mueller 2022-01-08
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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)

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

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