Last updated: 2022-07-04

Checks: 7 0

Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

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

This results in a total number of MLR models of:

  • 120

5 Fit all models

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

  • cstar_tref

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

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

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

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

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

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

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

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

6 Tidy models

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

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

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

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

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

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

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

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


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

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

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

7 Prepare coeffcients

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

7.1 VIF threshold

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

  • 500

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

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

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

7.2 Predictor selection

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

  • 10

The criterion used to select the best models was:

  • rmse

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

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

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

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

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

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


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate 3615.1920 3642.0446 3.8845933 8.2054102 6665.2237 6717.6795
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3608.1360 3639.4640 3.8575852 8.1490574 6652.9850 6714.1835
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3352.2282 3383.5563 3.1673206 6.1907155 6027.9143 6089.1128
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1954.5726 1980.8628 5.2152536 10.7841429 3229.2985 3278.7118
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3349.8206 3385.6241 3.1565835 6.1620873 6021.2510 6091.1921
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1947.3904 1977.4364 5.1400305 10.7078186 3224.0369 3280.5093
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 1992.6674 2015.2019 5.5568364 11.2536836 3274.5257 3316.8800
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1992.5416 2018.8318 5.5381761 11.1904578 3273.2427 3322.6560
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3545.9903 3577.3184 3.6772435 6.8219460 6263.1397 6324.3381
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1939.0437 1965.3338 5.0886706 10.6086438 3210.2229 3259.6362
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3514.5054 3550.3088 3.5835935 6.6878174 6219.9996 6289.9406
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1931.3607 1961.4067 5.0113008 10.5312458 3204.5379 3261.0103
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 1988.6069 2011.1414 5.5212490 11.1978039 3269.0307 3311.3850
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1988.3795 2014.6697 5.5018239 11.1397820 3268.0606 3317.4739
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3600.4661 3631.7941 3.8348580 7.0448937 6339.2886 6400.4870
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1933.7283 1960.0185 5.0460526 10.5494966 3203.7020 3253.1153
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3564.4514 3600.2549 3.7241748 6.8791957 6287.0535 6356.9946
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1925.5831 1955.6290 4.9656972 10.4690624 3197.5510 3254.0234
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate 3642.8481 3669.7007 3.9682493 7.4399837 6462.2749 6514.7307
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3627.9535 3659.2816 3.9169339 7.2780535 6415.2517 6476.4501
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4632.4089 4665.3398 4.0999257 8.1280275 8004.2160 8067.8903
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4262.8747 4294.6922 5.1213292 9.6755008 7599.2746 7661.4622
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 4498.1341 4526.3606 3.7807339 7.3403802 7720.3222 7774.9002
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4362.2908 4395.2217 3.4745166 6.9296156 7550.8857 7614.5600
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 4291.7827 4319.0548 5.2363148 9.8123778 7631.6108 7684.9145
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4277.2306 4309.0481 5.1744195 9.7327810 7614.6714 7676.8591
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 4530.3001 4558.5266 3.8559897 7.5252760 7788.7093 7843.2873
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4436.3066 4469.2375 3.6357235 7.2009736 7662.3728 7726.0471
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4133.2738 4165.0912 4.6660358 9.1658651 7456.0848 7518.2724
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4109.9637 4146.3265 4.5819621 9.0728386 7432.5203 7503.5918
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 4285.0180 4316.8354 5.2034481 9.7928553 7630.1424 7692.3300
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 4566.0804 4594.3069 3.9414628 7.6716359 7844.1399 7898.7179
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4491.3032 4524.2341 3.7603312 7.3853441 7737.2180 7800.8924
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4151.9925 4183.8099 4.7292054 9.2824894 7488.1716 7550.3592
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4127.9988 4164.3616 4.6417136 9.1853374 7463.7738 7534.8454
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 4639.6493 4667.8758 4.1232055 8.1547374 8010.4728 8065.0507
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4633.5727 4666.5036 4.1028506 8.1110286 7999.4594 8063.1338
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4266.5305 4298.3479 5.1347967 9.7070397 7607.4133 7669.6009
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4646.1448 4679.0757 4.1345790 8.1174522 8004.4696 8068.1439
obs Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4274.4314 4306.2488 5.1640243 9.7756380 7625.0199 7687.2075
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 2601.4722 2626.5149 3.5909914 6.7716526 4478.5162 4526.9088
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2554.5055 2583.7220 3.4124189 6.3021797 4364.1068 4420.5648
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4387.5067 4420.1128 4.0075910 8.0476029 7610.8190 7673.8445
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4335.8796 4373.1437 3.8719947 7.8371773 7539.8787 7611.9079
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2696.7548 2725.9713 3.9574414 7.0476139 4554.9026 4611.3606
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4398.9599 4431.5660 4.0371601 8.0513856 7614.9725 7677.9980
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 2613.1467 2638.1894 3.6349278 6.8449531 4496.8440 4545.2366
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2565.7049 2594.9214 3.4524612 6.3598374 4379.7061 4436.1641
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 4440.6605 4468.6085 4.1520021 8.2000913 7664.2497 7718.2715
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4388.2621 4420.8682 4.0095345 7.9604678 7586.1571 7649.1827
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4326.7434 4364.0075 3.8493555 7.7436624 7510.1812 7582.2104
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2703.2406 2732.4571 3.9842685 7.0907494 4565.1992 4621.6572
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4383.1968 4415.8029 3.9965201 7.9983501 7595.6838 7658.7093
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate 2600.5975 2621.4664 3.5952032 6.8597847 4494.4962 4534.8234
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 2571.3260 2596.3687 3.4799783 6.5998945 4434.4092 4482.8017
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4379.6234 4412.2295 3.9873643 8.1127299 7626.7697 7689.7952
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 4401.4503 4429.3984 4.0488127 8.1880079 7650.4118 7704.4337
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 2612.2706 2633.1395 3.6391859 6.9259549 4511.0733 4551.4005
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 2582.6387 2607.6814 3.5212291 6.6513759 4448.0920 4496.4846
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4372.7304 4405.3365 3.9697620 8.2090350 7650.9270 7713.9525
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 4296.2425 4323.8172 4.5152323 7.2606616 6970.2906 7023.7029
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 4293.4786 4325.6491 4.5005635 7.2448278 6969.0615 7031.3759
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 4303.4143 4330.9890 4.5374055 7.2400391 6960.2434 7013.6557
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5240.2634 5273.9805 4.2342200 7.9778580 8431.4992 8495.7575
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5169.9277 5208.4616 4.0697634 7.8011286 8359.3545 8432.7926
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 4304.4732 4336.6437 4.5344897 7.2091347 6951.8929 7014.2073
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 5168.3273 5202.0445 4.0706542 7.8270928 8363.5228 8427.7812
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 4290.4810 4318.0557 4.4974978 7.2129485 6952.4956 7005.9079
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4285.1200 4317.2904 4.4749408 7.1858668 6947.3067 7009.6211
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 4296.1687 4323.7434 4.5150047 7.1864065 6940.2586 6993.6710
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5253.3307 5287.0478 4.2646298 7.9892599 8438.6617 8502.9201
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5166.4079 5204.9418 4.0619261 7.7697427 8348.4907 8421.9289
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4297.9976 4330.1681 4.5144770 7.1682915 6936.8481 6999.1625
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5165.5390 5199.2562 4.0644430 7.7852379 8349.6750 8413.9334
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5174.0150 5207.7321 4.0833532 7.8810542 8381.8829 8446.1413
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 5173.2896 5202.1900 4.0862045 7.9742203 8406.4211 8461.4996
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate 4304.3725 4327.3514 4.5465833 7.2878024 6974.7385 7019.2488
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5179.3801 5213.0973 4.0953686 7.8957636 8388.0707 8452.3290
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 4306.2038 4333.7785 4.5460594 7.2533825 6964.9330 7018.3453
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 5180.3679 5209.2683 4.1020750 7.9774491 8409.7215 8464.8001
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8444.4368 8486.3620 4.9629810 9.3672339 14222.8341 14303.9651
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 6271.5311 6301.5331 4.1957992 8.2609613 10938.8281 10997.1225
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 6241.4339 6276.4363 4.1348636 8.1533317 10891.6688 10959.6788
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 6366.0484 6396.0504 4.3805038 8.3966194 11013.3170 11071.6113
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8511.7706 8548.4552 5.0878604 9.2899739 14194.8595 14265.8492
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8439.9514 8481.8766 4.9550086 9.1372022 14115.6035 14196.7345
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 6326.1374 6361.1397 4.2976191 8.2322091 10941.5670 11009.5770
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 6254.8875 6284.8895 4.1640905 8.1463447 10888.1853 10946.4796
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6232.4186 6267.4210 4.1179079 8.0632892 10852.3674 10920.3774
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 6343.3334 6373.3355 4.3353855 8.2644357 10954.4383 11012.7326
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8523.2596 8559.9442 5.1088550 9.2055115 14155.8715 14226.8611
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8449.4637 8491.3889 4.9719312 9.0393482 14069.8499 14150.9809
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6311.9557 6346.9580 4.2699296 8.1307124 10896.1397 10964.1498
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8549.1466 8585.8311 5.1564780 9.3581496 14232.0266 14303.0163
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 8521.3084 8552.7523 5.1089443 9.3335186 14212.9845 14273.8327
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8439.4146 8476.0992 4.9576079 9.1743857 14129.4221 14200.4118
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 6238.1258 6268.1278 4.1323990 8.4534490 11006.1468 11064.4411
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 8529.8346 8561.2785 5.1245810 9.2450594 14171.9615 14232.8098
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8450.3688 8487.0534 4.9771109 9.0842452 14088.0537 14159.0433
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 6310.6223 6340.6243 4.2712271 8.3934287 11000.9101 11059.2044
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate 8075.9566 8107.1412 4.9481278 8.6689341 13816.0708 13876.9832
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 9315.8072 9348.0775 4.4224117 8.4654388 17144.8350 17208.5190
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9311.4116 9349.0603 4.4135873 8.4200454 17117.2163 17191.5144
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 8003.6281 8034.8128 4.8159834 8.6521576 13807.7441 13868.6565
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8004.9466 8041.3287 4.8147552 8.5277733 13742.6690 13813.7335
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 9279.0317 9316.6804 4.3691804 8.3667434 17078.6665 17152.9645
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9242.9040 9285.9311 4.3174630 8.3091824 17040.4778 17125.3898
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8265.6597 8302.0418 5.3082248 9.4464373 14230.6281 14301.6926
mod Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 8037.8499 8069.0345 4.8780610 9.1372561 14061.2172 14122.1296
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 8005.5437 8041.9257 4.8158312 8.5256378 13741.4524 13812.5169
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9328.9532 9366.6019 4.4378329 8.3302102 17054.5664 17128.8645
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9298.2791 9341.3061 4.3927782 8.2830913 17024.4197 17109.3317
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 8266.3233 8302.7053 5.3095432 9.4947927 14254.9814 14326.0459
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7993.2474 8029.6295 4.7937201 8.5250575 13741.2856 13812.3501
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 9367.4122 9405.0609 4.4914567 8.3376337 17059.8787 17134.1767
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9336.1672 9379.1943 4.4450651 8.2862049 17026.9958 17111.9078
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 8052.1129 8083.2976 4.9041695 8.6170941 13787.7825 13848.6950
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9369.9217 9407.5704 4.4949782 8.4236873 17121.3262 17195.6242
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 8033.9374 8065.1220 4.8709235 8.6038592 13780.8733 13841.7857
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9423.4423 9461.0910 4.5707420 8.4454230 17136.4059 17210.7039
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9337.8432 9375.6261 4.2107091 7.7573814 16708.6015 16782.9424
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 10056.9192 10090.1053 3.5753723 6.9350826 17382.5245 17447.1330
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9937.9231 9976.6403 3.4612530 6.8157734 17261.2307 17336.6073
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9333.2132 9376.3937 4.2021649 7.7471444 16704.6635 16789.6246
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 10202.6543 10241.3714 3.7158378 7.1627814 17601.5199 17676.8964
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9395.5733 9433.3562 4.2858461 7.9468517 16853.2666 16927.6075
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 10279.1709 10312.3570 3.7948853 7.2746751 17702.4018 17767.0103
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 9938.8878 9972.0739 3.4640052 7.0652681 17457.5081 17522.1165
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 10204.6845 10237.8706 3.7198549 7.5112644 17866.3449 17930.9533
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 9967.4583 10006.1755 3.4887690 6.8331510 17282.3512 17357.7277
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9331.4024 9374.5829 4.1998342 7.7337546 16694.2915 16779.2526
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 10207.2105 10245.9276 3.7203795 7.1722230 17610.0251 17685.4016
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 9394.8015 9432.5844 4.2848328 7.9340015 16843.6214 16917.9623
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9931.8962 9970.6133 3.4556649 6.7656290 17218.0311 17293.4077
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9331.4980 9374.6785 4.1999572 7.7377604 16697.3959 16782.3569
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10202.3057 10241.0228 3.7154905 7.1902000 17623.4750 17698.8515
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9395.4183 9433.2013 4.2856426 7.9365853 16845.5699 16919.9108
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9337.5434 9375.3263 4.2103224 7.7473347 16700.8287 16775.1696
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 9402.3829 9434.7683 4.2974293 7.9507796 16852.3408 16916.0616
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9338.6561 9376.4390 4.2117579 7.7528672 16705.1133 16779.4542
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 6834.6086 6865.4513 3.6116155 6.2284067 11441.7212 11501.7967
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5869.3462 5903.4656 4.9960361 8.4725655 9854.1560 9920.5691
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6613.5188 6644.3615 3.3087159 5.8373548 11154.4948 11214.5702
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 5871.2252 5900.4704 5.0060667 8.5344875 9876.1108 9933.0362
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 6673.5385 6704.3812 3.3883388 5.9393647 11231.5263 11291.6018
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5848.9685 5883.0878 4.9436713 8.4738872 9856.6118 9923.0249
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 6459.5108 6490.3535 3.1128626 5.5800486 10953.0031 11013.0786
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 5850.6056 5879.8507 4.9529772 8.5456453 9882.3777 9939.3032
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6622.9010 6658.8842 3.3184075 5.8903649 11198.6602 11268.7482
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5852.8037 5891.7972 4.9483647 8.4208263 9837.8691 9913.7697
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6421.7584 6457.7416 3.0642199 5.5429666 10926.2732 10996.3613
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 5854.4682 5888.5876 4.9577498 8.4833488 9860.1617 9926.5747
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6595.2972 6631.2803 3.2823133 5.8326436 11154.7587 11224.8467
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5849.3533 5888.3469 4.9395445 8.4187535 9837.3112 9913.2118
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6399.3423 6435.3255 3.0371265 5.5038696 10894.4882 10964.5763
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5851.1443 5885.2637 4.9492364 8.4836433 9860.5555 9926.9686
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5896.1961 5930.3155 5.0658803 8.5658226 9891.0068 9957.4199
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 7061.8168 7092.6596 3.9518124 6.8275908 11851.0723 11911.1478
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5886.2129 5920.3323 5.0397977 8.5416726 9881.8460 9948.2591
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 7049.1126 7079.9553 3.9319714 6.8162140 11844.0402 11904.1157
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 14918.8671 14954.0812 4.1842307 7.0765845 27380.5711 27450.7510
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 10279.6042 10317.5020 5.3386603 8.9617026 19002.3252 19077.9066
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 14804.4701 14839.6843 4.0937018 6.9668622 27232.7642 27302.9442
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 10279.2976 10311.7814 5.3413855 9.0339319 19061.1676 19125.9516
mod Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 14674.2204 14709.4345 3.9930098 6.8807713 27127.9508 27198.1308
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 10105.5371 10143.4349 5.0658060 8.5400643 18693.3173 18768.8987
mod Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 14564.5308 14599.7449 3.9101359 6.7743703 26977.2113 27047.3912
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 10108.8066 10141.2904 5.0738577 8.6160849 18756.9345 18821.7186
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 13723.0953 13764.1784 3.3277733 6.1098216 25991.6835 26073.5601
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9791.3161 9834.6278 4.6053035 7.9707233 18278.6729 18365.0516
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 13681.1070 13722.1902 3.3011637 6.0649561 25916.6585 25998.5351
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 9792.2895 9830.1872 4.6094323 8.0762169 18373.1399 18448.7213
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 13774.2607 13809.4749 3.3617742 6.1439712 26041.1170 26111.2970
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13722.7296 13763.8127 3.3275406 6.1097327 25991.5772 26073.4538
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9789.2749 9832.5867 4.6024713 7.9618533 18270.8532 18357.2319
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13681.0533 13722.1365 3.3011298 6.0645431 25915.9162 25997.7929
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9790.3983 9828.2960 4.6068057 8.0668427 18364.9791 18440.5605
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 9804.1754 9842.0732 4.6259741 8.0386090 18334.3653 18409.9467
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 13733.7019 13768.9160 3.3358043 6.0998163 25967.6518 26037.8318
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 9803.1945 9835.6783 4.6273952 8.2070005 18485.1015 18549.8855
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 6453.2954 6486.1065 1.5209433 3.7195907 13187.1501 13251.9318
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 11952.9937 11997.9711 4.4929028 7.7552085 22083.1310 22172.6884
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11961.0518 12000.4070 4.5039761 7.7805215 22106.1229 22184.4857
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 6606.7105 6639.5216 1.5890138 3.7597259 13301.6156 13366.3973
mod Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 6392.5928 6425.4038 1.4948216 3.6594117 13078.8952 13143.6769
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 12101.1994 12140.5546 4.6611400 8.0189821 22341.5612 22419.9239
mod Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 6588.4867 6621.2978 1.5807710 3.7188988 13237.3220 13302.1037
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 12127.5596 12161.2927 4.6936047 8.0669301 22383.8081 22450.9761
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 6385.8370 6424.1165 1.4910910 3.6249481 13030.5821 13106.1607
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12002.4619 12047.4393 4.5476278 7.8431404 22171.9748 22261.5323
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6578.4073 6616.6869 1.5753309 3.7043410 13216.2256 13291.8043
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 12012.9449 12052.3001 4.5615424 7.8719968 22198.0463 22276.4090
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 6968.4360 7001.2470 1.7618171 3.9172538 13641.8305 13706.6122
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 6818.1234 6850.9345 1.6878378 3.9378317 13622.2954 13687.0771
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6394.2235 6432.5031 1.4946641 3.6231671 13031.3163 13106.8950
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11991.1940 12036.1714 4.5351041 7.8172876 22144.9496 22234.5070
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6582.7745 6621.0541 1.5772956 3.6990344 13210.1720 13285.7506
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12002.5111 12041.8663 4.5499091 7.8462833 22171.0404 22249.4032
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 12088.8207 12128.1759 4.6470402 8.1526818 22496.6581 22575.0208
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 12087.5682 12121.3012 4.6478904 8.2091821 22554.6407 22621.8087
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 2089.5468 2117.7068 0.8765734 1.6654644 3148.6317 3201.3531
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate 2077.4013 2105.5612 0.8700019 1.6670136 3145.5599 3198.2813
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2030.6434 2063.4967 0.8441127 1.5890930 3040.9867 3102.4950
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2003.0346 2035.8879 0.8297962 1.6539440 3102.8569 3164.3651
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8604.3220 8641.4489 4.3556740 7.6914371 15565.7208 15639.1665
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 8622.2780 8654.1010 4.3850193 7.7341919 15592.3001 15655.2537
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 8547.9622 8585.0891 4.2738530 7.6564416 15546.2735 15619.7193
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 8560.8971 8592.7202 4.2953841 7.6808474 15559.4579 15622.4114
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 2076.3540 2104.5139 0.8694375 1.6674098 3145.5798 3198.3012
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 2025.1952 2058.0484 0.8412681 1.5889076 3038.6954 3100.2037
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8595.2974 8637.7281 4.3395466 7.6694348 15554.0284 15637.9664
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1999.5765 2032.4297 0.8280202 1.6518726 3099.0811 3160.5894
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8609.1290 8646.2560 4.3627248 7.7093406 15579.1289 15652.5747
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 2073.6715 2101.8315 0.8679937 1.6604860 3136.7918 3189.5131
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2019.3182 2052.1715 0.8382104 1.5840033 3030.6275 3092.1357
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8633.3002 8665.1232 4.4013121 7.7173067 15576.9595 15639.9131
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8626.9059 8664.0328 4.3888984 7.6884166 15559.3752 15632.8210
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8546.4549 8588.8856 4.2688124 7.5499949 15466.1680 15550.1061
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1998.9009 2031.7542 0.8276738 1.6498492 3096.6004 3158.1086
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8561.3636 8598.4906 4.2931684 7.5951150 15495.7811 15569.2269
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate 853.1817 880.1894 0.4550169 0.9216230 1544.1772 1596.6732
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 804.7743 836.2833 0.4381193 0.9028952 1493.7061 1554.9514
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 749.9605 781.4695 0.4204559 0.8856153 1439.7451 1500.9904
mod Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 779.9312 811.4402 0.4300236 0.9344945 1553.6042 1614.8495
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 806.8871 838.3961 0.4388147 0.9034549 1495.5168 1556.7621
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 10167.8503 10200.7396 4.2285720 7.3232157 16561.5730 16625.2573
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 782.0152 813.5242 0.4306970 0.9432791 1572.1813 1633.4266
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10168.7578 10207.1287 4.2272710 7.3217073 16564.3127 16638.6111
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 748.2054 784.2157 0.4192723 0.8740794 1416.7180 1486.7126
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10162.6051 10206.4575 4.2175740 7.3118316 16560.0154 16644.9278
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 10162.0624 10200.4333 4.2193058 7.3136860 16557.5720 16631.8703
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 813.3580 844.8670 0.4409517 0.9051073 1500.9087 1562.1540
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 10091.1717 10124.0611 4.1382160 7.1716555 16434.8754 16498.5597
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 780.4127 811.9217 0.4301791 0.9384844 1561.9152 1623.1605
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10092.7963 10131.1672 4.1377784 7.1709339 16438.2656 16512.5640
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 748.8796 784.8899 0.4194845 0.8749105 1418.7982 1488.7928
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10085.4174 10129.2699 4.1268611 7.1571725 16430.5377 16515.4501
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10084.1202 10122.4910 4.1276780 7.1589447 16428.0296 16502.3279
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10108.2731 10146.6440 4.1558570 7.2766818 16525.0908 16599.3892
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 10107.1506 10140.0400 4.1568845 7.2809095 16524.5348 16588.2191
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 1720.4503 1749.4291 0.6092955 1.2028993 2766.2497 2821.3652
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1641.5095 1675.3181 0.5832125 1.1758447 2687.4218 2751.7231
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1710.6623 1744.4709 0.6054255 1.1912836 2743.3309 2807.6322
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1642.9469 1681.5853 0.5830352 1.1598677 2659.7300 2733.2172
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1643.0206 1676.8291 0.5836891 1.1758166 2687.9515 2752.2528
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1711.6959 1745.5045 0.6057638 1.1932475 2747.5565 2811.8578
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4000.2817 4032.5377 3.5639169 7.4604405 6287.5228 6347.8748
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1644.7711 1683.4095 0.5836104 1.1617479 2664.1574 2737.6446
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3918.8692 3955.7332 3.3688669 7.0905807 6170.5637 6239.5374
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 3918.3986 3950.6546 3.3723452 7.1049254 6170.4779 6230.8299
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1646.1530 1679.9615 0.5846782 1.1765936 2690.6711 2754.9724
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1715.9463 1749.7548 0.6071572 1.1960835 2754.6322 2818.9335
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3989.6144 4021.8704 3.5383561 7.4546714 6280.9998 6341.3518
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1648.1256 1686.7640 0.5846695 1.1639009 2669.6894 2743.1767
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3895.8969 3932.7609 3.3170490 7.0243362 6144.4143 6213.3880
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3895.2613 3927.5173 3.3201043 7.0398189 6144.5162 6204.8682
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3930.4161 3962.6721 3.3998028 7.1223348 6180.2904 6240.6424
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + silicate 3929.8711 3957.5191 3.4031423 7.1371148 6180.2555 6231.9858
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3911.2864 3943.5424 3.3562000 7.0635215 6157.8114 6218.1634
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 3910.5825 3938.2305 3.3591365 7.0788719 6157.8420 6209.5723
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1483.9758 1517.0646 0.3613692 0.7487660 2567.1363 2630.4473
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1468.1527 1506.7563 0.3596185 0.6998691 2257.9629 2331.8257
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 6632.0050 6663.0763 3.0218028 6.2680592 10512.7021 10571.4536
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 6633.5349 6669.7848 3.0212611 6.2633332 10514.3102 10582.8537
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6628.5799 6670.0083 3.0132577 6.2108447 10490.7691 10569.1045
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6626.5854 6662.8352 3.0132640 6.2154382 10488.9106 10557.4541
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1470.9551 1509.5587 0.3598932 0.7360826 2489.2997 2563.1624
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6642.6833 6678.9332 3.0318210 6.2884339 10530.1264 10598.6699
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + silicate 6640.7653 6671.8366 3.0319158 6.3008671 10531.8429 10590.5945
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1595.4939 1634.0975 0.3723155 0.7258125 2472.2306 2546.0934
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1467.9007 1506.5043 0.3595938 0.6993884 2254.6585 2328.5213
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1329.0389 1373.1573 0.3460534 0.6834844 2101.9102 2186.3248
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6624.7526 6666.1809 3.0088624 6.2212786 10493.8358 10572.1712
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 6622.7719 6659.0217 3.0088846 6.2263658 10492.2026 10560.7461
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1472.1319 1510.7355 0.3600086 0.7008901 2266.1588 2340.0216
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1332.3589 1376.4773 0.3463666 0.6841600 2107.6728 2192.0874
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6640.3980 6681.8264 3.0268699 6.2794810 10528.0090 10606.3444
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6638.8767 6675.1265 3.0274226 6.2841360 10526.3658 10594.9093
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2108.0114 2146.6150 0.4281151 0.8878987 3583.0650 3656.9278
mod Atlantic (28.2, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2118.9223 2157.5259 0.4293898 0.8881678 3588.9926 3662.8554
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2494.5321 2527.9722 3.1481963 7.6961527 10765.7290 10841.1629
obs Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2514.5177 2547.0280 4.4207734 10.8977873 10268.5821 10341.6582
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2759.5095 2788.7696 4.1503962 8.8061357 11094.6181 11160.6227
obs Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2519.5414 2547.9879 4.4570258 10.9707636 10284.9150 10348.8566
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 2548.5964 2572.9791 4.6209122 11.1155849 10305.0699 10359.8770
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2544.2998 2572.7463 4.5872031 11.0328721 10284.9445 10348.8861
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2503.8830 2537.3232 3.1788189 7.6980415 10757.2448 10832.6786
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2505.6301 2538.1404 4.3753223 10.7829809 10234.3521 10307.4282
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2758.1733 2787.4334 4.1446592 8.7734224 11076.9296 11142.9342
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2514.1870 2542.6335 4.4293626 10.8826854 10257.6253 10321.5669
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 2547.7788 2572.1615 4.6165214 11.0996061 10300.0485 10354.8556
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2840.0601 2869.3202 4.5113185 9.6535485 11454.8410 11520.8456
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2541.9394 2570.3859 4.5746301 11.0059045 10277.3212 10341.2628
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2513.4863 2546.9264 3.2105780 7.7516855 10780.4423 10855.8762
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2507.2099 2539.7202 4.3833671 10.7812058 10232.3216 10305.3977
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2762.0412 2791.3013 4.1612878 8.8099864 11092.8909 11158.8955
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2517.3019 2545.7484 4.4454346 10.8917154 10258.1701 10322.1117
mod Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2577.6180 2606.8781 3.4380703 9.1280882 11477.2505 11543.2552
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2568.1231 2597.3832 3.4044427 8.8967055 11368.2158 11434.2205
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 2776.3247 2801.4048 4.2320279 9.7766589 11601.1216 11657.6970
mod Indian (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 2019.9136 2043.9072 2.9220032 6.6567444 8025.1050 8079.0896
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1617.6975 1640.1556 3.1717856 7.2151148 6073.3565 6123.8391
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1864.0920 1892.0846 2.4023825 5.5440891 7492.6053 7555.5874
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1604.7410 1630.9420 3.0966655 7.0658987 6033.2141 6092.1105
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1835.7089 1867.7004 2.3135077 5.1477087 7240.6388 7312.6184
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2220.6011 2248.5937 3.7388572 7.0431311 7959.6012 8022.5833
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1619.5350 1645.7360 3.1709594 7.1254149 6042.1221 6101.0185
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1616.7315 1639.1895 3.1668788 7.1770184 6059.3840 6109.8666
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1861.4746 1889.4672 2.3945937 5.4770399 7448.2845 7511.2666
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1602.0196 1628.2206 3.0831898 7.0121997 6014.4201 6073.3164
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1838.7947 1870.7862 2.3223819 5.1601091 7246.4476 7318.4272
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1594.7495 1624.6936 3.0377247 6.8837402 5975.4600 6042.7702
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1618.7286 1644.9296 3.1668643 7.1062174 6035.2777 6094.1741
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 2005.4218 2029.4154 2.8699353 6.4791765 7935.7568 7989.7415
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1973.5757 2001.5682 2.7519143 6.1236314 7756.8256 7819.8077
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1601.3869 1627.5879 3.0800649 7.3016224 6127.1140 6186.0104
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 1997.2381 2021.2317 2.8409428 6.3825394 7886.1385 7940.1232
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 1661.1729 1683.6310 3.4006508 7.9517999 6303.5272 6354.0098
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1966.0447 1994.0373 2.7263213 6.0664897 7728.7066 7791.6887
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1601.2890 1627.4900 3.0795820 7.2711898 6115.7812 6174.6776
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate 2082.9168 2108.0587 2.0196061 4.5850550 7567.8818 7623.3555
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2063.8558 2093.1880 1.9764920 4.5400742 7549.1334 7613.8528
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1964.0410 1987.2737 3.7826126 7.4218349 6622.1954 6673.9487
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1905.2596 1934.5918 1.6800565 3.9360354 7094.2467 7158.9661
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1951.6907 1978.7955 3.7069273 7.3423907 6610.0739 6670.4528
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1907.1623 1940.6848 1.6798891 3.8540732 7012.5446 7086.5096
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1907.9372 1938.9142 3.4755814 7.0920903 6559.3606 6628.3650
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1954.2102 1981.3150 3.7201049 7.3480392 6609.0399 6669.4188
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1964.5928 1987.8255 3.7855538 7.4104107 6615.9681 6667.7214
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1898.7929 1928.1251 1.6689618 3.9092794 7071.6322 7136.3516
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1951.9498 1979.0547 3.7082805 7.3276541 6602.7303 6663.1092
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1900.5027 1934.0252 1.6684656 3.8293762 6991.6901 7065.6552
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1903.7880 1934.7650 3.4553296 7.0586688 6548.9584 6617.9628
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1953.9899 1981.0947 3.7189510 7.3352509 6603.3142 6663.6931
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 1964.6276 1989.7695 1.7890853 4.0815261 7188.7796 7244.2533
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1966.2679 1995.6001 1.7884261 4.0044816 7113.8668 7178.5862
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1906.7560 1933.8608 3.4795916 7.3701663 6681.3831 6741.7620
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 1950.0846 1975.2265 1.7626245 4.0339012 7152.7372 7208.2109
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1951.1343 1980.4665 1.7609091 3.9561584 7076.8671 7141.5865
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1901.8085 1928.9133 3.4554290 7.3214217 6665.5716 6725.9505
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate 3648.5844 3675.5013 3.8684285 7.7759540 12785.0290 12844.3606
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3646.6404 3678.0435 3.8568171 7.7498391 12772.8879 12842.1082
mod Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 1730.7663 1755.6827 1.5061192 3.2598154 5557.5256 5611.6623
mod Indian (26.75,27] cstar_tref ~ sal + oxygen + phosphate + silicate 1722.5426 1747.4590 1.4930001 3.2860363 5592.0296 5646.1663
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 1740.8592 1765.7756 1.5223777 3.2888530 5581.6023 5635.7390
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 3650.6487 3677.5657 3.8745199 7.7350812 12747.4324 12806.7640
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3650.3417 3681.7448 3.8677129 7.7195112 12741.6717 12810.8920
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3648.6403 3684.5296 3.8568167 7.6970789 12732.1319 12811.2408
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 1730.1263 1759.1955 1.5018952 3.2138502 5512.4889 5575.6484
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3650.0487 3681.4518 3.8668493 7.7199860 12742.5182 12811.7385
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 1705.1090 1730.0254 1.4655656 3.1481457 5452.1371 5506.2738
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3649.5797 3676.4967 3.8713643 7.7235541 12739.2431 12798.5748
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3648.4297 3679.8329 3.8620807 7.7059605 12733.0098 12802.2301
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3645.6236 3681.5129 3.8479589 7.6814589 12723.3345 12802.4434
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1699.7391 1728.8082 1.4541200 3.0938688 5399.1046 5462.2641
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3648.4131 3679.8162 3.8620318 7.7076646 12734.4887 12803.7090
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate 1740.8352 1761.5989 1.5255813 3.2921299 5579.6582 5624.7721
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 1738.5558 1763.4722 1.5186518 3.2425276 5532.2832 5586.4199
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate 1707.9445 1728.7082 1.4731242 3.1570937 5454.5624 5499.6763
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 1708.9441 1733.8605 1.4715571 3.1259535 5423.4378 5477.5745
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + silicate 1248.0399 1267.8962 1.1737385 2.3889991 4760.1964 4804.9994
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + silicate 1244.0619 1263.9182 1.1677981 2.4430701 4860.8146 4905.6176
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2597.7258 2627.0867 3.3787858 7.1911655 9162.8143 9227.7353
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 1240.1584 1263.9860 1.1590377 2.3542301 4718.1817 4771.9453
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2594.0719 2623.4328 3.3662115 7.2133959 9180.7534 9245.6744
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 1204.4988 1228.3264 1.1075008 2.2931450 4665.1167 4718.8803
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2601.8387 2627.0051 3.3999271 7.2405852 9182.4861 9238.1327
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2601.8389 2631.1997 3.3929964 7.2184972 9175.0908 9240.0119
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2587.0271 2620.5824 3.3352864 7.1476020 9154.0757 9228.2711
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 1234.2710 1262.0698 1.1474356 2.3414735 4712.1969 4774.9211
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 2593.4851 2622.8459 3.3641962 7.1974048 9171.5194 9236.4405
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1194.7893 1222.5881 1.0910824 2.3274898 4748.3814 4811.1055
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 2608.3416 2633.5080 3.4225629 7.2861670 9203.1422 9258.7888
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2608.9263 2638.2871 3.4176236 7.2627055 9194.3089 9259.2300
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2595.5812 2629.1365 3.3645264 7.1957886 9174.4089 9248.6043
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1203.9925 1231.7913 1.1039658 2.2295115 4553.7305 4616.4547
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2600.8313 2630.1922 3.3895096 7.2457668 9193.1095 9258.0305
mod Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 1249.9790 1273.8066 1.1736474 2.3730386 4735.6123 4789.3759
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 1195.7722 1219.5998 1.0952416 2.3324203 4748.7177 4802.4813
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 1225.5383 1249.3658 1.1376240 2.2700456 4586.4924 4640.2560
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 1707.8258 1733.6305 1.1466733 2.2184106 5505.8562 5562.5510
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3505.7426 3537.1989 3.3950521 7.5370548 11960.5731 12029.1563
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 1763.5828 1789.3875 1.2068554 2.2825553 5571.0019 5627.6967
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 1724.3333 1750.1381 1.1641713 2.2720399 5606.7152 5663.4100
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 3518.8430 3550.2993 3.4288627 7.6445343 12026.0684 12094.6516
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 1763.3360 1789.1407 1.2065822 2.3049778 5623.8715 5680.5663
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1707.1306 1737.2361 1.1438414 2.1964475 5461.3387 5527.4827
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 3506.8463 3533.8088 3.4030321 7.5087966 11933.5605 11992.3461
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3507.4500 3538.9063 3.3994397 7.4792840 11917.3421 11985.9253
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3506.8770 3542.8270 3.3928299 7.4280873 11886.1107 11964.4914
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1764.9163 1795.0218 1.2061177 2.2782687 5565.9284 5632.0724
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3504.8860 3536.3422 3.3928528 7.4692941 11912.2981 11980.8813
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1698.2495 1728.3550 1.1345596 2.1736547 5419.5922 5485.7361
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 3517.7573 3544.7199 3.4312351 7.6105753 11997.2586 12056.0441
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3518.4254 3549.8817 3.4277798 7.5709742 11974.1109 12042.6941
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1757.1895 1787.2950 1.1975980 2.2615522 5538.6777 5604.8216
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3514.5137 3545.9700 3.4176523 7.5533722 11964.8328 12033.4160
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1743.8219 1769.6266 1.1851731 2.4342339 5931.3666 5988.0613
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3545.0666 3576.5229 3.4975579 7.6822180 12030.3485 12098.9317
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1729.5320 1755.3367 1.1697369 2.3950532 5868.2498 5924.9446
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 2147.4620 2175.4713 0.9396684 1.9780185 7406.0328 7467.0187
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 4354.0582 4382.4084 3.2783457 7.1049727 14023.7643 14084.9153
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4348.8634 4381.9387 3.2642183 7.0331933 13967.4676 14038.8105
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4465.5881 4498.6634 3.5011208 7.2090180 14027.0414 14098.3843
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 2173.5089 2201.5182 0.9553476 1.9829342 7394.5465 7455.5325
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 2172.5480 2200.5573 0.9547645 2.0367959 7579.5468 7640.5327
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 2189.8871 2217.8965 0.9653403 2.0343327 7553.2166 7614.2025
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + silicate 2196.8553 2220.1964 0.9708563 2.1004858 7756.9189 7807.7405
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1879.8456 1912.5232 0.7917402 1.6083238 6275.0037 6346.1540
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 4387.8291 4416.1793 3.3454778 7.2257130 14106.1995 14167.3505
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4387.8117 4420.8870 3.3414293 7.1698637 14061.1696 14132.5125
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4387.6656 4425.4659 3.3371277 6.9342553 13845.0271 13926.5618
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1924.6248 1957.3024 0.8145881 1.6171284 6257.2981 6328.4484
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4389.5002 4422.5754 3.3448174 7.0410731 13939.9536 14011.2965
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1870.5334 1903.2110 0.7870698 1.5974831 6238.3700 6309.5202
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4418.3018 4456.1021 3.3990621 7.0141076 13893.0442 13974.5788
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1915.6361 1948.3137 0.8099494 1.6094575 6234.6741 6305.8244
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4420.2818 4453.3571 3.4071920 7.1250207 13991.0919 14062.4347
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 2189.1336 2217.1430 0.9648783 2.0929743 7746.3037 7807.2897
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4410.7420 4443.8172 3.3877375 7.1930839 14062.9408 14134.2836
mod Indian (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 1001.0380 1022.5693 0.5976758 1.3176889 3294.4459 3340.7457
mod Indian (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 1022.8671 1044.3985 0.6096991 1.3312713 3320.8042 3367.1040
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 900.2130 926.0507 0.5441528 1.3320259 3384.2225 3439.7822
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 801.5731 827.4107 0.4973182 1.1291841 2823.5207 2879.0805
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 873.0904 898.9281 0.5308520 1.1909698 2986.6324 3042.1921
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 882.0003 912.1442 0.5342093 1.3180859 3357.3609 3422.1806
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 2211.1922 2235.7807 2.8635553 6.5742494 6635.1267 6687.8825
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2210.3530 2239.0395 2.8544347 6.5322997 6621.9269 6683.4753
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2208.0737 2240.8583 2.8407429 6.4646546 6597.7656 6668.1067
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 734.6192 764.7631 0.4669938 1.0933001 2740.0608 2804.8805
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 2211.4668 2240.1533 2.8580092 6.5462907 6627.6111 6689.1595
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2224.8301 2253.5166 2.9012458 6.6243117 6656.1435 6717.6920
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2219.7551 2252.5397 2.8782740 6.5286388 6621.2004 6691.5415
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 744.5946 774.7385 0.4712636 1.0998362 2757.5996 2822.4193
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2221.1045 2249.7910 2.8891264 6.6047763 6649.1958 6710.7442
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate 2211.3956 2235.9840 2.8642097 6.6256229 6657.2685 6710.0244
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2208.6475 2237.3340 2.8489699 6.5732774 6640.4997 6702.0482
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 1002.9867 1028.8244 0.5976479 1.3132737 3285.5962 3341.1560
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 2223.2563 2247.8447 2.9026354 6.6324817 6655.5101 6708.2659
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 1003.4078 1029.2454 0.5978775 1.3128206 3284.0185 3339.5783
mod Indian (27.85,27.95] cstar_tref ~ aou + phosphate + silicate 1272.8576 1296.5186 0.5135840 1.0143267 3733.7763 3784.5849
mod Indian (27.85,27.95] cstar_tref ~ oxygen + phosphate + silicate 1472.2182 1495.8792 0.5783748 1.1581548 4427.0321 4477.8408
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 1444.8753 1473.2686 0.5683488 1.2401186 4897.9789 4958.9492
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 1218.5663 1246.9596 0.4966408 0.9847232 3595.1856 3656.1560
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 1411.1479 1439.5411 0.5570391 1.1243832 4294.8908 4355.8612
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1442.4136 1475.5391 0.5668396 1.2373360 4891.1232 4962.2553
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3256.9359 3283.9526 2.7553573 7.0415194 9454.4946 9511.3974
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3258.8587 3290.3782 2.7551980 7.0163786 9445.8380 9512.2246
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3253.3085 3289.3308 2.7396480 6.9273324 9404.8466 9480.7169
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1180.7704 1213.8959 0.4850009 0.9588000 3459.2978 3530.4300
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3251.4745 3282.9940 2.7399889 6.9533119 9414.1477 9480.5343
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3268.9552 3304.9775 2.7719709 6.9444222 9412.6508 9488.5212
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1269.3104 1302.4358 0.5112792 1.0038292 3678.6358 3749.7680
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3266.9695 3298.4890 2.7720006 6.9647521 9419.1099 9485.4965
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3251.4714 3282.9909 2.7399826 6.9603001 9417.7142 9484.1008
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 1264.7556 1293.1489 0.5105014 1.0068292 3697.8306 3758.8010
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 3249.5055 3276.5222 2.7400526 6.9639690 9415.5827 9472.4854
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3267.6830 3299.2025 2.7734837 6.9796081 9426.6764 9493.0629
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 1366.8581 1395.2513 0.5425288 1.0600904 3941.1092 4002.0796
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 3266.0473 3293.0640 2.7742412 6.9816831 9423.7146 9480.6174
mod Indian (27.95,28.05] cstar_tref ~ aou + phosphate + nitrate + silicate 2572.4229 2602.2866 0.7987467 1.3930065 5986.1437 6049.2829
mod Indian (27.95,28.05] cstar_tref ~ aou + phosphate + silicate 2578.1099 2602.9964 0.8016156 1.4171900 6123.2461 6175.8621
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2566.5030 2601.3440 0.7958016 1.3890899 5976.0290 6049.6914
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 2572.7969 2602.6606 0.7988860 1.4144578 6119.9167 6183.0559
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 5037.6515 5067.3907 2.6491235 6.3055077 15525.7159 15588.8437
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4999.1482 5033.8440 2.5985187 6.2521323 15486.2881 15559.9372
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2559.0404 2598.8586 0.7922970 1.3855270 5970.1941 6054.3797
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4997.7156 5037.3680 2.5942748 6.2413049 15479.8975 15564.0679
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 2561.4462 2596.2872 0.7939268 1.4076869 6099.4070 6173.0693
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 5038.9223 5073.6181 2.6482038 6.3001423 15524.2929 15597.9421
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5062.6339 5097.3297 2.6782747 6.3512245 15570.1378 15643.7869
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2664.2848 2704.1031 0.8321596 1.4595967 6287.6870 6371.8726
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5035.5960 5075.2484 2.6414956 6.2971019 15526.8394 15611.0099
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 5067.1922 5091.9749 2.6892120 6.3490184 15556.8657 15609.4722
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 5065.2442 5094.9835 2.6841611 6.3380966 15550.7240 15613.8518
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2573.7096 2608.5505 0.7984810 1.3925968 5988.5129 6062.1753
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5062.1941 5096.8900 2.6777140 6.3253130 15542.9778 15616.6269
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 2578.1356 2607.9993 0.8008778 1.4152049 6117.5927 6180.7318
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 5065.5838 5095.3230 2.6845951 6.3370429 15549.4924 15612.6202
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2671.9577 2706.7987 0.8359224 1.4654880 6306.1812 6379.8436
mod Indian (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 1232.8924 1259.1221 0.6869864 1.2327095 3026.0083 3082.2290
mod Indian (28.05,28.1] cstar_tref ~ oxygen + phosphate + nitrate + silicate 1260.7328 1286.9625 0.7035295 1.2696261 3134.1191 3190.3398
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1161.5192 1192.1204 0.6452271 1.1874117 2942.3886 3007.9795
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 1293.1031 1319.3328 0.7232657 1.3317764 3324.7159 3380.9367
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1088.0810 1118.6823 0.6059726 1.1591011 2912.7155 2978.3064
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 1185.0417 1211.2714 0.6594568 1.2591500 3184.6888 3240.9095
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3707.3641 3735.3352 2.5697952 5.7052087 10717.9273 10777.2163
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3677.1164 3709.7494 2.5173519 5.6490156 10686.4105 10755.5809
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1045.5457 1080.5186 0.5833401 1.1125570 2775.3994 2850.3604
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3670.3600 3707.6548 2.5032972 5.6335014 10680.3804 10759.4324
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1132.2063 1162.8075 0.6292626 1.2106941 3066.1277 3131.7185
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 3709.3226 3741.9556 2.5697271 5.7020340 10719.1777 10788.3481
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 3724.2344 3752.2055 2.5976647 5.7984212 10791.1482 10850.4372
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3712.0316 3744.6646 2.5741820 5.7726975 10779.0321 10848.2025
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3671.5792 3708.8740 2.5052495 5.7018777 10738.9671 10818.0190
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3711.3579 3743.9909 2.5730734 5.7732325 10779.7618 10848.9323
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 3798.4903 3826.4614 2.7239719 5.8558552 10805.9759 10865.2649
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1229.1444 1259.7457 0.6836197 1.2241376 3003.2718 3068.8626
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3797.6219 3830.2549 2.7189806 5.8492223 10805.6750 10874.8455
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1257.0567 1287.6580 0.7001247 1.2593775 3105.8057 3171.3965
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 8877.5774 8905.1487 2.7145130 6.1301648 26370.3921 26428.4748
mod Indian (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate + silicate 5342.9682 5375.9481 1.0620940 1.9001819 12441.0830 12509.7976
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5254.5662 5293.0427 1.0357840 1.8679352 12314.1325 12394.2995
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 5183.2930 5221.7696 1.0155014 1.9153715 12689.1184 12769.2854
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 8901.2148 8934.3003 2.7305731 6.0964944 26299.1710 26368.8702
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5275.7504 5314.2270 1.0418903 1.9208696 12647.5950 12727.7620
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8900.0098 8938.6096 2.7281883 6.0635208 26239.6760 26320.9917
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5176.2310 5220.2043 1.0129512 1.8366083 12179.2747 12270.8941
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8901.6106 8945.7246 2.7278913 6.0604689 26237.8195 26330.7518
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 5182.8830 5221.3596 1.0153859 1.9380287 12831.2614 12911.4284
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 8903.1611 8941.7609 2.7305332 6.0962219 26302.6609 26383.9767
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5200.4405 5238.9170 1.0203446 1.9228797 12723.1342 12803.3012
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9111.0511 9155.1651 2.8881850 6.2745610 26553.0184 26645.9507
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 5194.7148 5227.6947 1.0192903 1.9403437 12831.2586 12899.9732
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate 9041.9648 9069.5361 2.8389356 6.2336699 26494.2121 26552.2947
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 9033.8236 9066.9091 2.8310974 6.1840665 26406.3183 26476.0175
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5196.5183 5234.9949 1.0192348 1.8480115 12232.9072 12313.0742
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9022.0452 9060.6449 2.8204826 6.1697291 26389.2038 26470.5196
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 9039.6646 9072.7502 2.8356093 6.2299677 26493.1806 26562.8798
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5211.9881 5250.4647 1.0236191 1.8616252 12311.5459 12391.7129
mod Pacific (-Inf,26] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 20573.2028 20615.4611 6.7164961 13.3741708 30862.8001 30942.4805
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 20110.5849 20152.6435 6.8469739 17.3197689 31457.8851 31537.1548
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 20404.2153 20452.5105 6.5333875 13.1856457 30693.2895 30784.3528
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 19715.2440 19763.3109 6.4090784 16.7409568 31023.7952 31114.3892
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 20418.8048 20460.8633 7.2071547 17.7181108 31777.0457 31856.3154
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20635.6845 20677.9428 6.7846799 13.3520763 30882.9582 30962.6385
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20024.3592 20066.4177 6.7494737 16.9417065 31289.9771 31369.2469
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20509.2208 20557.5160 6.6452364 13.0537421 30682.5712 30773.6345
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19762.3842 19810.4511 6.4595296 16.5691079 31005.5091 31096.1031
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 20395.3193 20437.3779 7.1790553 17.4897977 31695.7108 31774.9806
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20688.1264 20730.3847 6.8424416 13.4058419 30933.5132 31013.1935
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20065.5279 20107.5865 6.7958511 16.9454937 31318.5501 31397.8198
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20606.0168 20654.3119 6.7500361 13.2375684 30817.3611 30908.4244
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19843.5374 19891.6043 6.5473150 16.6326990 31079.4549 31170.0489
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20429.5598 20471.6184 7.2200593 17.5124019 31724.5787 31803.8484
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 20638.6504 20680.9087 6.7879336 13.3926949 30903.5114 30983.1917
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate 20472.7155 20521.0107 6.6061365 13.0459829 30661.1895 30752.2527
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate 20637.8312 20674.0526 6.7892295 13.3942511 30900.8144 30969.1118
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20507.2526 20549.5108 6.6452705 13.1256699 30713.1866 30792.8670
obs Pacific (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 20762.6547 20804.7132 7.6313760 18.1367088 32119.2859 32198.5557
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 13020.5269 13054.6933 4.6782779 8.5526713 18251.9295 18315.1776
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 13021.4779 13061.3386 4.6771606 8.5488068 18253.5456 18327.3349
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 15093.3883 15133.9550 5.3929559 12.8766525 21318.7027 21392.9249
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 15213.0824 15247.8538 5.5297571 13.0273193 21439.7472 21503.3662
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 13188.7556 13228.6164 4.8587351 8.8461775 18476.2863 18550.0756
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 13134.7096 13174.5703 4.7993120 8.7068108 18384.1250 18457.9143
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15045.8560 15086.4227 5.3404467 12.7282845 21247.8363 21322.0585
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13133.9108 13179.4659 4.7962546 8.6889391 18378.1774 18462.5081
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14555.8713 14602.2332 4.8260881 12.1875377 20753.3750 20838.2004
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 14735.6358 14776.2025 5.0100792 12.3924057 20936.2654 21010.4875
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13189.1029 13228.9636 4.8591193 8.8219137 18464.9640 18538.7534
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15045.2366 15085.8033 5.3397659 12.7299865 21247.8006 21322.0228
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13186.7548 13232.3100 4.8543112 8.7877312 18450.6136 18534.9443
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14622.4098 14668.7716 4.8926442 12.2635879 20822.2463 20907.0717
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14793.0265 14833.5931 5.0696174 12.4545382 20994.2919 21068.5141
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 13133.6102 13167.7765 4.8002962 8.7424195 18397.6286 18460.8766
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13134.2864 13174.1472 4.7988496 8.7399454 18399.8142 18473.6036
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15160.3881 15200.9547 5.4678489 12.8978071 21372.6585 21446.8807
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13189.8155 13229.6763 4.8599078 8.8623882 18484.4305 18558.2199
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15235.0261 15275.5928 5.5525053 12.9890819 21448.9081 21523.1303
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate 9754.2272 9782.1230 2.9172585 5.8002658 13386.7306 13437.5985
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 9752.9471 9786.4221 2.9148147 5.7908205 13383.8956 13444.9371
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 12112.6006 12145.8730 5.9233053 12.9118166 17451.9191 17513.2388
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 9782.3843 9815.8593 2.9368197 5.8331793 13423.6431 13484.6846
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 9783.2079 9822.2621 2.9359371 5.8254305 13422.9967 13494.2118
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11965.2138 12004.0315 5.6940175 12.5824992 17283.6959 17355.2356
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11822.2346 11866.5977 5.4799847 12.3580600 17140.3220 17222.0816
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11986.9723 12025.7900 5.7268531 12.7284039 17331.2435 17402.7831
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 9824.0671 9857.5421 2.9682630 5.8950477 13480.6036 13541.6450
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9824.4469 9863.5010 2.9670345 5.8902583 13481.2035 13552.4185
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11976.5681 12015.3859 5.7111288 12.6040355 17296.0675 17367.6072
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11857.6489 11902.0120 5.5315125 12.4123415 17176.3703 17258.1299
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12015.8939 12054.7116 5.7707919 12.7787046 17361.6037 17433.1434
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate 9837.2738 9865.1696 2.9798177 5.8957038 13486.3559 13537.2239
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 9830.9951 9864.4701 2.9735216 5.8887266 13481.7357 13542.7772
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12137.5772 12170.8495 5.9625318 12.9703402 17481.2634 17542.5831
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11958.3700 11997.1878 5.6837286 12.6912758 17303.9972 17375.5369
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 9885.0851 9912.9810 3.0164408 5.9645369 13550.2286 13601.0965
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 9877.1057 9910.5807 3.0087596 5.9568556 13544.2490 13605.2905
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12022.2706 12061.0883 5.7805249 12.8691360 17386.1165 17457.6561
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate 12181.9192 12211.6558 2.0815194 4.3326557 17393.1505 17448.1938
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 11874.3355 11910.0194 1.9706484 4.0432625 16894.8866 16960.9385
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 16736.1956 16765.7265 5.2726186 11.7800846 23211.4649 23265.4438
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 16568.3203 16603.7573 5.1101615 11.5569753 23027.1985 23091.9731
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 12181.8225 12217.5064 2.0807479 4.2670287 17326.8818 17392.9337
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 11779.0932 11820.7245 1.9370572 4.0570517 16854.3542 16931.4148
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16628.2643 16669.6075 5.1650048 11.6154652 23090.2531 23165.8235
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 16435.9828 16483.2322 4.9834059 11.4271862 22897.9367 22984.3028
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 12214.6389 12250.3229 2.0928556 4.3000071 17381.8544 17447.9064
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11868.4950 11910.1263 1.9679186 4.1335713 16993.4469 17070.5075
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16702.6944 16744.0377 5.2363165 11.7332029 23178.7682 23254.3386
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 16562.0901 16609.3395 5.1005394 11.5904831 23038.0639 23124.4301
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate 12183.1545 12212.8911 2.0819740 4.3226530 17383.5276 17438.5709
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 11984.6302 12020.3141 2.0094542 4.1303109 17058.8394 17124.8913
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 16650.7532 16686.1903 5.1883598 11.6419308 23111.6889 23176.4635
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16441.3257 16482.6690 4.9901519 11.4407757 22903.3643 22978.9347
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate 12221.8324 12251.5691 2.0962602 4.3529938 17438.8549 17493.8982
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 12074.4909 12110.1748 2.0416347 4.2095989 17199.9305 17265.9824
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 16719.2159 16754.6530 5.2542144 11.7564908 23194.9184 23259.6930
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16564.9769 16606.3201 5.1051335 11.6049294 23041.9300 23117.5004
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate 11439.0807 11475.2003 1.5839116 3.3025595 16920.8098 16988.3733
mod Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 11662.6109 11698.7305 1.6432077 3.6207811 17535.8682 17603.4317
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21045.9967 21089.3292 4.4696572 10.5073264 31386.4274 31467.4260
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 21048.1387 21085.2809 4.4722249 10.5105691 31386.9282 31456.3556
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 12053.1724 12089.2920 1.7521896 3.4204698 17451.9141 17519.4777
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 11326.7848 11368.9244 1.5544239 3.2131169 16711.4468 16790.2709
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 21021.7616 21058.9037 4.4558981 10.5596640 31395.1424 31464.5698
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20977.0821 21020.4146 4.4271506 10.4824273 31326.8604 31407.8590
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20971.4099 21020.9327 4.4224434 10.4279031 31296.6701 31389.2400
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 12140.8972 12183.0368 1.7770613 3.9261704 18248.2346 18327.0587
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 20986.1229 21029.4554 4.4327038 10.4506145 31316.0314 31397.0301
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 12031.4250 12067.5447 1.7459355 3.4128466 17427.8762 17495.4398
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11304.6063 11346.7459 1.5487659 3.2099938 16693.5289 16772.3530
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 21069.3425 21106.4846 4.4853929 10.6049588 31451.0218 31520.4492
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21031.4631 21074.7956 4.4606590 10.5267493 31386.9687 31467.9673
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21022.5737 21072.0965 4.4539289 10.4739715 31355.6192 31448.1890
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12121.0047 12163.1442 1.7712585 3.9461883 18261.6631 18340.4873
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21032.0089 21075.3414 4.4609966 10.4958433 31370.9385 31451.9372
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 11409.9748 11446.0945 1.5763498 3.2931350 16888.6785 16956.2421
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 11406.9249 11443.0445 1.5755595 3.2957255 16891.1173 16958.6809
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 10398.4326 10435.4197 1.0606968 2.3489367 15798.3105 15867.6052
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20104.9356 20148.5309 3.5400676 8.6572750 30317.2070 30398.7506
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 10634.8905 10671.8776 1.0969913 2.1932470 15514.8138 15584.1086
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 20201.1568 20238.5242 3.5868090 8.7504641 30441.6258 30511.5203
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 10466.5284 10503.5154 1.0710241 2.3910773 15945.0075 16014.3023
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 10760.1730 10797.1601 1.1167218 2.3031197 15894.7029 15963.9976
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 10394.2924 10437.4440 1.0597705 2.3455794 15790.0844 15870.9282
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 20542.5717 20579.9392 3.7541350 8.7649457 30682.6238 30752.5184
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20441.8989 20485.4943 3.7030110 8.6996901 30574.5126 30656.0562
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20021.3303 20071.1536 3.4998268 8.4598214 30131.3173 30224.5100
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 10632.2584 10675.4100 1.0962685 2.1283843 15319.9285 15400.7724
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 20026.1918 20069.7872 3.5030353 8.4630620 30134.2004 30215.7440
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10378.6387 10421.7903 1.0574127 2.3405743 15767.7905 15848.6343
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 20564.7077 20602.0752 3.7652494 8.7823866 30708.9767 30778.8713
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20460.2847 20503.8801 3.7121144 8.7147286 30596.8657 30678.4093
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20044.6230 20094.4462 3.5107305 8.4781026 30159.5770 30252.7697
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10589.0176 10632.1692 1.0895442 2.1128257 15248.9905 15329.8344
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20049.1020 20092.6974 3.5137695 8.4812080 30162.1007 30243.6444
mod Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 11848.6523 11885.6394 1.3037894 2.3406066 16548.9656 16618.2604
mod Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 11907.7816 11944.7687 1.3148050 2.3467316 16592.8613 16662.1560
mod Pacific (27.5,27.75] cstar_tref ~ aou + phosphate + silicate 16882.9636 16914.9613 1.6145118 3.3429122 23790.1647 23849.5106
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 16807.8386 16846.2358 1.6005657 3.3995425 23857.4358 23928.6509
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 22846.4590 22891.0464 3.4122866 8.5234707 33012.0891 33094.5953
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 16879.4109 16917.8081 1.6135037 3.2775193 23655.4391 23726.6542
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 23282.0901 23320.3078 3.5898299 8.8067696 33513.8772 33584.5968
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 22992.8622 23037.4496 3.4706816 8.7863301 33289.0295 33371.5357
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 15722.8636 15767.6604 1.4163565 3.2041052 22752.4975 22835.5818
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 17454.7172 17493.1145 1.7213724 2.9778540 23245.2841 23316.4993
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 22821.1777 22872.1347 3.4015142 8.1916706 32772.9271 32867.2199
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 23146.9147 23191.5021 3.5332070 8.3345374 33104.4182 33186.9244
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15622.9948 15667.7915 1.4005344 3.1873952 22650.8860 22733.9704
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 17245.0845 17283.4817 1.6812560 2.9356193 23029.7320 23100.9472
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 22786.1317 22837.0887 3.3877256 8.1926748 32748.1426 32842.4354
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 23061.4518 23106.0392 3.4983823 8.3153945 33029.8073 33112.3135
mod Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate 18730.9757 18762.9734 1.9875605 3.3846774 24891.7250 24951.0709
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 24039.6729 24084.2603 3.9183795 8.8174972 34064.2758 34146.7820
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 24148.6826 24186.9003 3.9691199 8.8691842 34171.9285 34242.6481
mod Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 15854.6763 15893.0735 1.4378368 3.4506585 23298.2904 23369.5056
mod Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 18043.3167 18075.3143 1.8396145 3.1847364 24071.0212 24130.3671
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 24027.0582 24071.6455 3.9126547 8.8452786 34074.3446 34156.8508
obs Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 14830.5764 14866.0903 3.5834577 8.1669485 19754.7134 19818.5920
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7311.8741 7348.0252 0.7985337 1.5182116 9250.9710 9315.8288
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 7112.3363 7148.4875 0.7728933 1.4616576 8973.8101 9038.6679
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate 7438.4322 7468.5582 0.8155021 1.5364256 9378.5865 9432.6347
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 7640.6351 7676.7863 0.8426478 1.5547672 9561.0654 9625.9233
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 7600.9932 7637.1444 0.8372019 1.5328704 9480.1012 9544.9590
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + silicate 7638.8229 7668.9488 0.8426736 1.5547957 9557.2596 9611.3079
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14501.1845 14548.5365 3.3726184 7.9514272 19427.6148 19512.7862
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6436.3414 6478.5177 0.6917667 1.3804088 8299.5012 8375.1688
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 14653.0644 14694.4974 3.4683458 8.0542389 19580.0765 19654.6014
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 7285.4146 7321.5657 0.7950854 1.5062167 9203.3899 9268.2478
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 8012.9813 8049.1324 0.8955603 1.6158650 9953.6175 10018.4753
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14799.7294 14841.1624 3.5621127 8.1654864 19733.0952 19807.6201
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14467.0622 14514.4141 3.3517517 7.9344194 19394.8993 19480.0707
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14594.8346 14636.2675 3.4318061 8.0223169 19523.5275 19598.0524
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 7308.3997 7344.5508 0.7980801 1.5094683 9227.0138 9291.8716
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14619.4896 14660.9226 3.4472301 8.0260974 19543.9412 19618.4662
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 14747.9616 14783.4755 3.5300140 8.1162781 19673.1088 19736.9873
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14589.6200 14631.0529 3.4285527 8.0112212 19515.4574 19589.9823
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 14695.9237 14731.4377 3.4967605 8.0874327 19622.6753 19686.5538
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 17950.9565 17987.8904 3.1780816 7.9225894 24926.6239 24993.9463
mod Pacific (27.85,27.95] cstar_tref ~ aou + phosphate + nitrate + silicate 5712.8852 5750.4326 0.5065668 1.1329457 8216.8686 8285.4827
mod Pacific (27.85,27.95] cstar_tref ~ oxygen + phosphate + nitrate + silicate 6404.6916 6442.2391 0.5540832 1.1456378 8758.8071 8827.4212
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 5381.8835 5419.4309 0.4852956 0.9703527 7215.9622 7284.5763
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 6095.9681 6133.5155 0.5323515 1.0399754 8049.1888 8117.8029
mod Pacific (27.85,27.95] cstar_tref ~ sal + phosphate + nitrate + silicate 7175.2267 7212.7742 0.6122721 1.1102182 9078.0154 9146.6296
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17979.8836 18022.9732 3.1903902 7.9160905 24948.2566 25026.7995
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17693.3025 17742.5477 3.0609219 7.7556087 24648.2681 24738.0314
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 5148.2532 5192.0585 0.4706997 0.9540980 6975.3569 7055.4067
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 17777.1448 17820.2343 3.0988751 7.8147755 24740.6602 24819.2031
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 17672.9677 17722.2128 3.0519996 7.7515539 24630.3582 24720.1214
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5237.4597 5281.2651 0.4761731 0.9598791 7066.2304 7146.2802
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17752.8487 17795.9383 3.0880857 7.8088289 24718.7659 24797.3088
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 7155.0292 7198.8345 0.6105133 1.0789005 8899.4829 8979.5327
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17742.0502 17785.1398 3.0833023 7.7851026 24698.5588 24777.1016
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 6366.9550 6404.5025 0.5513800 1.1446909 8728.8378 8797.4519
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 17832.0039 17868.9378 3.1242728 7.8475782 24797.1908 24864.5132
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17733.7394 17776.8289 3.0796259 7.7851957 24692.1232 24770.6660
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 6403.4069 6440.9543 0.5539910 1.1440134 8750.7277 8819.3418
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 17821.5704 17858.5043 3.1195969 7.8465767 24788.5770 24855.8994
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate 24971.8325 25011.0580 2.7917406 7.3671074 37477.2405 37550.4351
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 24988.6915 25034.4546 2.7958081 7.3458561 37472.5158 37557.9096
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 25067.7217 25106.9472 2.8180937 7.3697223 37551.0222 37624.2169
mod Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate 5805.5192 5844.6055 0.4325922 0.7865861 7369.0469 7441.8545
mod Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4206.4632 4252.0639 0.3684261 0.7188301 5730.4242 5815.3664
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 5630.1837 5669.2700 0.4250525 0.7660879 7041.6297 7114.4373
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 5586.6914 5632.2921 0.4231178 0.7627069 6982.8061 7067.7483
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5488.6256 5534.2264 0.4189772 0.7538392 6827.5748 6912.5171
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 24802.3712 24854.6718 2.7446931 7.2799537 37274.3608 37371.9536
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 24934.9858 24980.7488 2.7811347 7.3188951 37407.3173 37492.7110
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 5615.9201 5655.0064 0.4244449 0.7657009 7030.0022 7102.8099
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5569.1866 5614.7873 0.4223757 0.7622021 6968.1491 7053.0913
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5483.2785 5528.8792 0.4187526 0.7537501 6823.8771 6908.8193
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 24809.1076 24861.4083 2.7465053 7.3132420 37310.4916 37408.0845
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 24947.4653 24993.2284 2.7845375 7.3565403 37451.7474 37537.1411
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 5519.9057 5558.9921 0.4203778 0.7614696 6932.0258 7004.8334
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4637.6174 4683.2181 0.3847050 0.7197797 5979.1564 6064.0986
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 24911.1245 24956.8876 2.7746401 7.3243995 37394.6793 37480.0731
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 25211.2797 25250.5052 2.8580132 7.4145882 37699.1963 37772.3910
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 24945.5615 24991.3246 2.7840181 7.3655101 37458.6553 37544.0491
mod Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 1626.6583 1661.9476 0.3282250 0.5648438 1601.6640 1665.2602
mod Pacific (28.05,28.1] cstar_tref ~ oxygen + phosphate + nitrate + silicate 906.5960 941.8854 0.2864993 0.4786586 537.3622 600.9584
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1458.0243 1499.1952 0.3178183 0.5118460 1106.7951 1180.9906
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18517.3227 18561.0257 2.7577868 7.4586842 26179.4546 26259.2889
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 18664.0450 18701.5047 2.8122557 7.5158860 26325.6752 26394.1046
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 788.0093 829.1802 0.2800495 0.4721817 420.5420 494.7375
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 18606.4515 18650.1545 2.7903018 7.5067241 26277.0832 26356.9176
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1481.5954 1522.7663 0.3192360 0.5708784 1560.4192 1634.6147
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18508.1683 18551.8713 2.7544687 7.5496769 26221.5088 26301.3432
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 622.8341 669.8866 0.2713475 0.4578299 208.0006 292.7955
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18497.0647 18547.0110 2.7497262 7.4485156 26160.0403 26251.2795
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 18645.3346 18689.0376 2.8046066 7.5062056 26307.8512 26387.6855
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1513.5547 1554.7256 0.3211683 0.5729993 1593.6182 1667.8137
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 689.8622 736.9147 0.2748036 0.4624388 285.2222 370.0172
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18520.2459 18570.1922 2.7581216 7.4740731 26192.6203 26283.8596
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18691.8171 18735.5200 2.8218034 7.5433231 26365.2336 26445.0679
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 832.8206 873.9915 0.2824292 0.4713976 437.8905 512.0860
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18650.4334 18694.1364 2.8064878 7.5108642 26314.4724 26394.3068
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 902.5689 943.7398 0.2861734 0.4759661 514.8381 589.0336
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18712.0732 18755.7762 2.8293303 7.5589335 26389.8996 26469.7339
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 22099.6687 22131.8421 2.6645265 6.7792465 33115.0189 33175.0496
mod Pacific (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate 12020.3393 12059.8327 0.7454857 1.2869224 15553.5896 15627.2219
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 13260.2012 13299.6946 0.8373272 1.2885656 15996.7405 16070.3729
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 11139.9137 11185.9893 0.6863240 1.1218228 13723.2297 13809.1341
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21601.1019 21646.1447 2.5229958 6.7129338 32690.8113 32774.8544
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 12335.7481 12381.8237 0.7677033 1.2952490 15757.3665 15843.2709
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 21745.1601 21783.7682 2.5633349 6.7047479 32787.6252 32859.6622
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13088.8732 13134.9488 0.8238377 1.2546583 15624.9709 15710.8753
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21548.7214 21593.7641 2.5086842 6.6494974 32592.6239 32676.6670
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10648.5191 10701.1770 0.6553158 1.0704222 13024.1666 13122.3431
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21547.2702 21598.7477 2.5077441 6.5966939 32544.2187 32640.2679
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 21722.5901 21767.6329 2.5565041 6.6493753 32721.2616 32805.3047
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13169.6447 13215.7203 0.8300966 1.2643025 15739.9628 15825.8672
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21634.4599 21679.5027 2.5321525 6.7611528 32760.2118 32844.2548
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10724.0712 10776.7291 0.6599716 1.0779264 13129.6165 13227.7930
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21631.4530 21682.9305 2.5307759 6.6547626 32661.5404 32757.5896
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21851.7975 21896.8403 2.5926301 6.7194338 32882.5372 32966.5803
mod Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11763.9211 11809.9967 0.7276509 1.2580224 15208.8963 15294.8007
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21992.0150 22037.0578 2.6324123 6.7214242 32987.0226 33071.0657
mod Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11818.8957 11864.9713 0.7314089 1.2661215 15299.5101 15385.4145

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

[[2]]

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

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

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

8.2.2 Best models

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

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

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

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26] 6 10 6 8 10 5 6
(26,26.5] 7 10 6 4 6 6 7
(26.5,26.75] 5 8 5 2 6 6 10
(26.75,27] 4 4 6 6 8 5 10
(27,27.25] 4 5 6 5 8 6 10
(27.25,27.5] 7 8 6 2 7 10 5
(27.5,27.75] 6 5 6 5 10 10 4
(27.75,27.85] 5 4 5 6 8 10 6
(27.85,27.95] 4 5 4 5 10 10 6
(27.95,28.05] 4 6 5 4 10 9 6
(28.05,28.1] 7 7 6 3 10 7 6
(28.1,28.15] 6 10 5 6 10 8 6
(28.15,28.2] 7 10 7 6 10 6 6
(28.2, Inf] 6 10 5 6 8 10 6
total 78.00 102.00 78.00 68.00 121.00 108.00 94.00
Indian - mod
(-Inf,26] 5 6 7 10 7 9 8
(26,26.5] 6 9 5 10 5 5 9
(26.5,26.75] 6 10 4 10 6 5 8
(26.75,27] 5 NA 5 10 6 6 8
(27,27.25] 4 2 6 8 5 10 6
(27.25,27.5] 5 6 5 4 8 10 6
(27.5,27.75] 4 4 4 6 10 10 5
(27.75,27.85] 6 2 4 8 6 10 5
(27.85,27.95] 6 2 4 8 6 10 5
(27.95,28.05] 8 6 2 10 5 10 6
(28.05,28.1] 6 7 4 10 6 10 4
(28.1, Inf] 6 9 4 7 6 9 8
total 67.00 — 54.00 101.00 76.00 104.00 78.00
Pacific - mod
(-Inf,26] 8 10 6 10 5 6 8
(26,26.5] 7 10 6 6 5 9 7
(26.5,26.75] 6 10 6 NA 4 5 8
(26.75,27] 6 10 6 NA 4 5 8
(27,27.25] 6 8 5 2 7 8 8
(27.25,27.5] 5 4 5 6 8 10 6
(27.5,27.75] 6 4 4 6 6 6 7
(27.75,27.85] 5 3 4 3 10 10 4
(27.85,27.95] 4 4 4 10 6 10 5
(27.95,28.05] 3 10 5 6 10 4 8
(28.05,28.1] 5 10 5 10 6 8 6
(28.1, Inf] 6 10 4 10 7 7 6
total 67.00 93.00 60.00 — 78.00 88.00 81.00
Atlantic - obs
(-Inf,26] 6 10 6 6 10 5 8
(26,26.5] 7 7 6 10 7 7 7
(26.5,26.75] 5 6 5 10 7 7 10
(26.75,27] 5 6 5 10 6 8 10
(27,27.25] 5 9 6 10 6 6 9
(27.25,27.5] 7 10 7 10 6 6 6
(27.5,27.75] 7 6 6 10 6 10 7
(27.75,27.85] 5 6 5 10 8 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] 4 5 6 10 10 8 6
(28.1,28.15] 4 5 6 10 8 6 10
(28.15,28.2] 5 6 5 10 6 8 10
(28.2, Inf] 8 5 6 10 10 8 4
total 76.00 91.00 79.00 136.00 110.00 109.00 105.00
Indian - obs
(-Inf,26] 6 5 6 10 10 6 8
(26,26.5] 4 6 6 10 7 5 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 6 6 4 10 10 5 8
(27,27.25] 5 6 5 10 10 6 8
(27.25,27.5] 6 6 4 10 9 6 8
(27.5,27.75] 8 6 4 10 9 6 7
(27.75,27.85] 7 6 3 10 7 6 10
(27.85,27.95] 6 5 4 10 6 8 10
(27.95,28.05] 8 6 2 10 6 5 10
(28.05,28.1] 6 6 4 10 8 5 10
(28.1, Inf] 9 5 2 10 5 5 9
total 76.00 69.00 49.00 120.00 95.00 69.00 108.00
Pacific - obs
(-Inf,26] 6 7 7 10 9 7 7
(26,26.5] 6 7 6 10 6 8 8
(26.5,26.75] 6 8 5 10 6 6 9
(26.75,27] 6 9 6 10 4 4 8
(27,27.25] 6 5 4 10 10 6 8
(27.25,27.5] 6 5 4 10 10 6 8
(27.5,27.75] 6 6 4 10 7 10 7
(27.75,27.85] 5 5 6 10 5 9 9
(27.85,27.95] 6 6 5 10 5 8 9
(27.95,28.05] 7 6 4 10 6 9 7
(28.05,28.1] 6 7 4 10 8 9 7
(28.1, Inf] 7 6 4 10 8 6 8
total 73.00 77.00 59.00 120.00 84.00 88.00 95.00

8.4 RMSE alternatives

8.4.1 AIC

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

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

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

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

8.4.2 AIC vs BIC

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

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

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

8.5 RMSE vs VIF

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

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

[[2]]

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

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

[[2]]

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

8.6 Residual patterns

8.6.1 Fitted vs true

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

i_binwidth <- 2

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

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

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

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

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

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

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

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

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

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

8.6.3 By model domain

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

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

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

[[3]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
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
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
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
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 Latitudinal mean

GLODAP_augmented_best <- GLODAP_augmented_best %>%
  mutate(lat_grid = as.numeric(as.character(cut(
    lat,
    seq(-90, 90, 10),
    seq(-85, 85, 10)
  ))))

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

lat_residual %>%
  group_split(basin) %>% 
  map(
  ~ggplot(data = .x,
          aes(lat_grid, .resid_mean, col=era)) +
  geom_line() +
  geom_point() +
  geom_hline(yintercept = 0, col = "black") +
  facet_grid(gamma_slab ~ data_source) +
    labs(title = paste("Basin:", unique(.x$basin)))
  )
[[1]]

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

[[2]]

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

[[3]]

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

8.6.5 Latitudinal offset

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

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

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

8.6.6 Spatial mean

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

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

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

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

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

[[2]]

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

[[3]]

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

[[4]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

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

[[6]]

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

8.6.7 Spatial offset

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

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

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

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

[[2]]

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

[[3]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
63b7df0 jens-daniel-mueller 2022-04-11
6c4f087 jens-daniel-mueller 2022-04-11
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

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

[[6]]

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

8.6.8 Predictor

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


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

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[2]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[3]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[4]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
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Version Author Date
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[[10]]

Version Author Date
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[[11]]

Version Author Date
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da28869 jens-daniel-mueller 2021-12-23
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Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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Version Author Date
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40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[72]]

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
72f20e4 jens-daniel-mueller 2022-03-22
164f90c jens-daniel-mueller 2022-03-22
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23

9 VIF

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

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

Version Author Date
f1f428f jens-daniel-mueller 2022-06-30
e743d50 jens-daniel-mueller 2022-06-30
98ba5c6 jens-daniel-mueller 2022-06-30
21dbfca jens-daniel-mueller 2022-06-29
7e8d2ef jens-daniel-mueller 2022-06-29
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
f48f95e jens-daniel-mueller 2022-04-11
acc478b jens-daniel-mueller 2022-04-07
40a3efa jens-daniel-mueller 2022-04-07
4af5c45 jens-daniel-mueller 2022-04-07
36d3277 jens-daniel-mueller 2022-04-07
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
cb147cc jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
af4b27f jens-daniel-mueller 2022-01-12
013c119 jens-daniel-mueller 2022-01-08
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

lm_best_predictor_counts %>%
  write_csv(paste(path_version_data,
                  "lm_best_predictor_counts.csv",
                  sep = ""))

lat_residual %>%
  write_csv(paste(path_version_data,
                  "lm_lat_residual.csv",
                  sep = ""))

lat_residual_offset %>%
  write_csv(paste(path_version_data,
                  "lm_lat_residual_offset.csv",
                  sep = ""))

spatial_residual %>%
  write_csv(paste(path_version_data,
                  "lm_spatial_residual.csv",
                  sep = ""))

spatial_residual_offset %>%
  write_csv(paste(path_version_data,
                  "lm_spatial_residual_offset.csv",
                  sep = ""))

sessionInfo()
R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

Matrix products: default
BLAS:   /usr/local/R-4.1.2/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.1.2/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] gt_0.3.1         corrr_0.4.3      broom_0.7.11     kableExtra_1.3.4
 [5] knitr_1.37       olsrr_0.5.3      GGally_2.1.2     lubridate_1.8.0 
 [9] colorspace_2.0-2 marelac_2.1.10   shape_1.4.6      ggforce_0.3.3   
[13] metR_0.11.0      scico_1.3.0      patchwork_1.1.1  collapse_1.7.0  
[17] forcats_0.5.1    stringr_1.4.0    dplyr_1.0.7      purrr_0.3.4     
[21] readr_2.1.1      tidyr_1.1.4      tibble_3.1.6     ggplot2_3.3.5   
[25] tidyverse_1.3.1  workflowr_1.7.0 

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