Last updated: 2022-06-29

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 3676.2775 3703.2491 3.8521932 8.4975522 7151.31152 7204.5230
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3668.8444 3700.3112 3.8248450 8.4693272 7145.65716 7207.7373
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3411.2527 3442.7196 3.1486139 6.0736957 6346.18260 6408.2627
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1955.3101 1981.6003 5.2213428 10.7873033 3813.04763 3865.1229
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3408.8250 3444.7872 3.1381019 5.9965691 6318.75563 6389.7043
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1947.6313 1977.6772 5.1419893 10.4388620 3778.23167 3837.7462
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 1994.4772 2017.0117 5.5727716 11.1683572 3853.33615 3897.9721
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1994.1778 2020.4680 5.5525329 11.0691738 3846.68192 3898.7572
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3607.3610 3638.8279 3.6512894 7.4810633 6858.12533 6920.2054
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1939.9190 1966.2092 5.0957235 10.5869312 3789.70600 3841.7813
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3575.5509 3611.5130 3.5592293 7.1786606 6762.11030 6833.0590
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1931.7168 1961.7628 5.0141254 10.2666578 3757.37437 3816.8889
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 1990.4018 2012.9362 5.5369512 11.1144212 3847.35398 3891.9899
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1989.9959 2016.2861 5.5159133 11.0215549 3841.32646 3893.4017
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3662.6366 3694.1035 3.8069537 7.8919335 6989.00787 7051.0880
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1934.5617 1960.8519 5.0527106 10.5236692 3782.17638 3834.2516
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3626.3833 3662.3455 3.6985361 7.6157496 6905.60529 6976.5540
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1925.8781 1955.9240 4.9680153 10.2124577 3750.62925 3810.1438
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate 3706.5788 3733.5504 3.9413718 8.1095643 7054.58423 7107.7957
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3691.9661 3723.4330 3.8922270 7.9956623 7023.62038 7085.7005
mod Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4671.0617 4704.0694 4.0695121 8.4243991 9124.46606 9189.9803
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4266.6709 4298.4883 5.1353147 10.7845115 8401.46200 8464.6612
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 4543.9781 4572.2704 3.7724129 7.6814221 8829.47175 8885.6268
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 4167.8836 4195.1557 4.7903815 10.7052581 8360.78682 8414.9576
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4407.7370 4440.7447 3.4692291 7.1457050 8601.02900 8666.5432
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4125.7084 4157.5258 4.6407451 10.5533089 8320.10000 8383.2992
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate 4576.5924 4604.8847 3.8477214 7.9656018 8942.04207 8998.1971
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4481.4001 4514.4078 3.6276196 7.5032695 8755.72943 8821.2436
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4147.9261 4179.7435 4.7154103 10.6732694 8352.29992 8415.4991
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4133.1687 4164.9862 4.6656838 10.2210011 8246.04057 8309.2398
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4111.1886 4147.5514 4.5859959 10.1394575 8225.62343 8297.8511
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 4612.6430 4640.9353 3.9327148 8.1548029 9016.47921 9072.6342
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4536.5094 4569.5171 3.7508267 7.7199250 8847.43483 8912.9490
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4163.7033 4195.5207 4.7691599 10.7700980 8377.50078 8440.7000
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4151.5206 4183.3380 4.7276026 10.3297610 8275.37496 8338.5742
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4128.8464 4165.2092 4.6445409 10.2436905 8253.99810 8326.2258
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 4678.7116 4707.0039 4.0933820 8.4648637 9135.95786 9192.1129
mod Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4672.3785 4705.3862 4.0727612 8.4231972 9124.21220 9189.7264
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4270.1103 4301.9278 5.1480190 10.8076658 8407.31874 8470.5179
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4685.3697 4718.3774 4.1049544 8.4542648 9136.80589 9202.3201
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 2626.7621 2651.8297 3.6454151 7.1195423 4972.67293 5022.2339
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2580.7378 2609.9834 3.4682582 6.6592767 4854.18589 4912.0070
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4391.5092 4424.1153 4.0178996 8.8887426 8278.35436 8342.2452
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4340.9644 4378.2285 3.8846522 8.7025622 8215.71397 8288.7321
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2720.1572 2749.4028 4.0079444 7.5042278 5073.63703 5131.4582
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4402.0308 4434.6369 4.0451255 8.8638820 8275.00705 8338.8979
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 2638.1530 2663.2207 3.6887460 7.1897425 4990.81288 5040.3739
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2591.4251 2620.6707 3.5069227 6.7194500 4870.75798 4928.5791
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4392.1107 4424.7168 4.0194511 8.8517120 8268.69704 8332.5879
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4331.8481 4369.1121 3.8619884 8.6441883 8197.00063 8270.0187
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2726.3855 2755.6311 4.0339232 7.5493409 5084.64639 5142.4675
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4386.4428 4419.0488 4.0048551 8.7909112 8250.63514 8314.5260
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate 2626.5882 2647.4779 3.6523273 7.1575087 4978.29459 5019.5954
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 2599.3140 2624.3816 3.5430826 6.8801876 4909.97494 4959.5359
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4385.2890 4417.8951 4.0018904 8.8649375 8270.06782 8333.9587
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 4405.2216 4433.1697 4.0586252 8.9292705 8290.01446 8344.7780
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 2638.0916 2658.9813 3.6961715 7.2243523 4995.52711 5036.8279
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 2610.5412 2635.6088 3.5845881 6.9367232 4925.13871 4974.6997
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4378.4188 4411.0249 3.9842824 8.8579974 8266.02435 8329.9152
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 4392.2795 4420.2276 4.0250503 8.9102931 8280.93272 8335.6963
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 4408.5062 4436.2187 4.5538764 8.3775225 8163.26009 8218.0874
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate 4410.0917 4437.8041 4.5586989 8.3767291 8162.85254 8217.6799
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 4401.0605 4428.7730 4.5312980 8.3373878 8149.57402 8204.4013
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 4396.7395 4429.0706 4.5122176 8.3145365 8145.90879 8209.8740
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5242.1591 5275.8763 4.2386183 9.3344426 9717.49415 9783.3818
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5175.7721 5214.3060 4.0828102 9.1727016 9651.40166 9726.7018
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 5173.9501 5207.6673 4.0832082 9.2073370 9657.39433 9723.2819
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 4395.0019 4422.7143 4.5130081 8.3237848 8145.18412 8200.0114
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4387.7057 4420.0368 4.4850882 8.2910397 8138.16983 8202.1350
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5254.6831 5288.4002 4.2677895 9.3171336 9716.60332 9782.4909
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5172.2621 5210.7960 4.0749696 9.1127640 9632.82982 9708.1300
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5170.9823 5204.6994 4.0765770 9.1416122 9637.44492 9703.3325
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate 4399.0623 4422.1560 4.5313032 8.3397311 8146.40846 8192.0979
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 4395.0335 4422.7460 4.5131035 8.3177748 8143.04152 8197.8688
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5179.3335 5213.0506 4.0952640 9.2071035 9659.26236 9725.1500
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 5179.0494 5207.9498 4.0991141 9.3009098 9682.51711 9738.9922
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate 4393.0202 4416.1139 4.5130635 8.3259778 8141.96289 8187.6523
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 4386.2627 4413.9752 4.4867565 8.2948613 8135.49388 8190.3212
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5184.2814 5217.9986 4.1063760 9.1944173 9657.37870 9723.2663
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 5185.8979 5214.7983 4.1145170 9.3071433 9686.78271 9743.2578
mod Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate 6435.1768 6465.3407 4.1817952 8.2517833 11160.88311 11219.4116
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8500.0664 8536.8060 4.9474190 9.8823816 15008.98734 15080.6004
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6436.9841 6472.1753 4.1814376 8.2446807 11161.92044 11230.2037
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 8502.0594 8544.0474 4.9474066 9.8782048 15011.16188 15093.0054
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 6454.6803 6484.8442 4.2181365 8.2872764 11180.03848 11238.5670
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 6417.9397 6453.1309 4.1462568 8.0520994 11076.89783 11145.1811
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8566.2139 8602.9534 5.0651782 9.8996295 15030.81100 15102.4241
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8496.9731 8538.9611 4.9384659 9.7342478 14946.27167 15028.1152
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 6437.6003 6467.7642 4.1862938 8.1468066 11117.77139 11176.2999
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6408.9791 6444.1703 4.1298065 7.9563875 11033.69924 11101.9825
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8576.9427 8613.6822 5.0845405 9.8285461 15000.85974 15072.4728
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8505.7249 8547.7129 4.9538599 9.6502223 14909.90039 14991.7439
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate 6457.0978 6482.2344 4.2264116 8.3566960 11205.36342 11254.1372
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 6418.3247 6448.4886 4.1506464 8.1116178 11098.68916 11157.2176
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 8576.3214 8607.8124 5.0870340 9.9498856 15051.53524 15112.9179
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8496.0847 8532.8242 4.9404186 9.7426537 14946.27979 15017.8929
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate 6445.4309 6470.5675 4.2045918 8.2436086 11156.38040 11205.1541
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 6413.5851 6443.7490 4.1419279 8.0391943 11066.87237 11125.4009
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 8584.0912 8615.5822 5.1011094 9.8790690 15021.37004 15082.7527
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8506.0874 8542.8270 4.9580237 9.6617562 14911.64060 14983.2537
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate + silicate 8029.1356 8060.3022 4.9061854 9.2707077 14959.86947 15021.5565
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9339.7944 9377.4824 4.3809733 8.6925901 17556.75068 17631.2672
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 7946.4663 7977.6329 4.7562746 9.0775939 14853.40451 14915.0916
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7946.1837 7982.5448 4.7522011 9.0397237 14836.34081 14908.3090
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 9307.8660 9345.5539 4.3377477 8.6176701 17503.80946 17578.3260
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9271.7220 9314.7939 4.2866661 8.5497024 17458.40670 17543.5684
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8212.0839 8248.4449 5.2510091 10.0809986 15387.21237 15459.1806
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9361.3799 9399.0678 4.4104401 8.7116113 17571.42805 17645.9446
mod Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 7972.2957 8003.4623 4.8026144 9.3877624 15020.98775 15082.6748
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 7948.1751 7984.5362 4.7557548 8.9988304 14813.40586 14885.3741
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9357.9639 9395.6519 4.4057637 8.5758963 17479.89627 17554.4128
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9326.5680 9369.6399 4.3603059 8.5179523 17441.96009 17527.1218
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 8213.0735 8249.4346 5.2529602 10.1036544 15398.43389 15470.4021
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 9428.3070 9465.9949 4.5030696 8.7148376 17578.53335 17653.0499
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7937.6331 7973.9942 4.7369725 8.9257874 14772.07760 14844.0458
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 9396.5941 9434.2820 4.4589377 8.5913568 17492.65277 17567.1693
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9364.2988 9407.3707 4.4116988 8.5245632 17448.84863 17534.0103
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 8006.4764 8037.6431 4.8646319 9.1249410 14879.40278 14941.0898
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9398.4602 9436.1481 4.4615226 8.7112355 17574.23000 17648.7465
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 7989.3565 8020.5231 4.8334701 9.0298775 14826.13271 14887.8198
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9415.9940 9453.8325 4.2156779 8.6781889 18383.79927 18458.9963
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 10266.7426 10300.0592 3.5650669 7.0216791 19383.93756 19449.9266
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 10125.6506 10164.5199 3.4337246 6.8441903 19198.82654 19275.8138
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9412.2515 9455.4955 4.2083261 8.6636235 18377.08687 18463.0263
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 10367.9503 10406.8197 3.6590660 7.3861705 19745.11866 19822.1059
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9473.4991 9511.3376 4.2900104 8.7476240 18437.93113 18513.1282
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 10462.7204 10496.0370 3.7531428 7.4816284 19839.15726 19905.1463
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 10125.0533 10158.3699 3.4349884 6.8988018 19249.37418 19315.3633
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 10368.3365 10401.6531 3.6613572 7.5235052 19865.37128 19931.3604
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 10158.8830 10197.7524 3.4637902 6.8958160 19253.63663 19330.6239
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9410.2178 9453.4618 4.2057256 8.6409591 18361.18760 18447.1271
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 10374.6877 10413.5570 3.6655388 7.3901217 19749.53873 19826.5260
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 9472.5531 9510.3915 4.2887770 8.7275786 18423.99323 18499.1903
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10120.7465 10159.6159 3.4293100 6.8148199 19168.77558 19245.7628
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9410.0446 9453.2886 4.2055041 8.6335354 18356.02178 18441.9612
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10367.3599 10406.2292 3.6584993 7.4122699 19768.93848 19845.9257
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9472.9063 9510.7448 4.2892375 8.7220016 18420.16518 18495.3622
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9415.4939 9453.3324 4.2150372 8.6672125 18376.17587 18451.3729
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 9479.2755 9511.7084 4.3001624 8.7574056 18441.45223 18505.9068
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9416.2727 9454.1111 4.2160350 8.6666717 18375.89274 18451.0898
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7179.7463 7210.8722 3.6326423 6.7499827 13658.22069 13720.2036
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5917.5923 5951.7694 4.9955360 9.2560447 12058.33900 12127.3309
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6939.7078 6970.8337 3.3176038 6.2664971 13277.63996 13339.6229
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 5919.1504 5948.4450 5.0046594 9.2659456 12058.28681 12117.4227
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 7023.0410 7054.1669 3.4237513 6.2992722 13297.22711 13359.2100
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5897.9435 5932.1206 4.9454522 9.2123487 12041.89034 12110.8822
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 6786.9220 6818.0480 3.1314640 5.9050623 12969.80466 13031.7876
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 5899.2984 5928.5931 4.9539680 9.2236818 12042.65514 12101.7910
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6978.6666 7014.9802 3.3642687 6.1294929 13155.89909 13228.2125
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5902.5587 5941.6182 4.9520892 9.2108598 12044.43387 12123.2817
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6754.2370 6790.5506 3.0906831 5.7961707 12876.21531 12948.5287
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 5903.9167 5938.0938 4.9606242 9.2203860 12044.28889 12113.2808
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6950.6007 6986.9143 3.3287728 6.0676804 13103.63991 13175.9533
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5898.7945 5937.8540 4.9425391 9.1999966 12040.01099 12118.8588
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6730.8870 6767.2006 3.0635290 5.7618881 12846.19041 12918.5038
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5900.2739 5934.4510 4.9513658 9.2101735 12040.16757 12109.1594
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 7385.0503 7416.1762 3.9257233 7.3039282 14066.84631 14128.8292
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5935.2370 5969.4141 5.0409434 9.3149987 12082.76445 12151.7563
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 7372.4982 7403.6242 3.9071446 7.2800512 14050.32311 14112.3060
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 5935.4682 5964.7628 5.0467147 9.3214911 12081.35604 12140.4919
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 15833.2982 15868.8578 4.2075960 7.6732603 31023.12622 31094.4184
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 9917.9821 9961.4467 4.5217971 8.4413321 19948.52399 20035.9440
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9919.0252 9957.0568 4.5258677 8.4541588 19955.59152 20032.0841
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 15715.5240 15751.0836 4.1190913 7.5253165 30806.70951 30878.0017
mod Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 15615.4670 15651.0266 4.0453649 7.4597751 30720.33767 30791.6298
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 10269.1098 10307.1414 5.0194652 9.2118016 20539.60927 20616.1018
mod Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 15498.8159 15534.3755 3.9610756 7.3108574 30494.72392 30566.0161
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 10273.5427 10306.1412 5.0290218 9.2349781 20553.70573 20619.2708
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 14632.5144 14674.0006 3.3864510 6.4743639 29166.28082 29249.4550
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9935.5473 9979.0119 4.5453433 8.4509923 19953.32693 20040.7470
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 14578.2031 14619.6893 3.3534142 6.3963175 29028.24508 29111.4193
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 9936.7561 9974.7877 4.5496579 8.4646314 19961.11066 20037.6032
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 14653.6648 14689.2244 3.4006318 6.4947958 29196.96251 29268.2547
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14632.0315 14673.5177 3.3861559 6.4726229 29163.12748 29246.3017
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9933.2874 9976.7520 4.5423070 8.4469201 19950.11308 20037.5331
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14577.9345 14619.4207 3.3532516 6.3944603 29024.80026 29107.9745
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9934.6686 9972.7001 4.5468505 8.4607995 19958.08202 20034.5746
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 9950.1728 9988.2043 4.5677426 8.5606381 20045.39765 20121.8902
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 14601.7553 14637.3149 3.3689169 6.4223433 29069.48224 29140.7744
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 9949.2325 9981.8309 4.5691740 8.5624717 20042.81955 20108.3846
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 6291.0679 6323.8239 1.4763145 3.6663632 13576.91922 13642.1301
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12165.1397 12210.2338 4.5330247 8.8525388 24470.33504 24560.7476
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12182.9290 12222.3863 4.5547130 8.8827598 24494.53901 24573.6500
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 6449.8231 6482.5791 1.5453852 3.6815804 13653.46302 13718.6739
mod Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 6218.0727 6250.8288 1.4456005 3.6042131 13456.18346 13521.3943
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 12309.6502 12349.1074 4.6960757 9.1320906 24726.32543 24805.4364
mod Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 6424.5503 6457.3064 1.5341771 3.6456305 13589.72265 13654.9335
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 12349.3619 12383.1824 4.7435601 9.1873883 24771.54092 24839.3503
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 6210.0650 6248.2804 1.4414397 3.6077894 13461.98992 13538.0692
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12215.1123 12260.2064 4.5879928 8.9483562 24560.44247 24650.8550
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 6415.8252 6454.0406 1.5294453 3.6521997 13600.62354 13676.7029
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 12236.2251 12275.6824 4.6136410 8.9851843 24590.47404 24669.5850
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 6631.7504 6664.5065 1.6285200 3.8489149 13963.04160 14028.2525
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6220.0199 6258.2353 1.4455785 3.6020842 13456.90624 13532.9856
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12203.1182 12248.2123 4.5747393 8.9243053 24537.87657 24628.2891
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6421.3498 6459.5652 1.5318809 3.6433319 13588.51846 13664.5978
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12225.2725 12264.7297 4.6014691 8.9618521 24568.62181 24647.7328
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 12312.9706 12352.4279 4.6998382 9.1484836 24741.76938 24820.8804
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 12315.5552 12349.3757 4.7050381 9.1584115 24746.88330 24814.6927
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 6646.1084 6678.8644 1.6352684 3.8808495 14014.64357 14079.8544
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate 2022.2803 2045.6278 0.8675250 1.5124571 3218.47743 3263.8511
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 2021.5736 2049.5906 0.8660364 1.5108146 3219.48214 3273.9305
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate 2010.0847 2038.1017 0.8597460 1.4991448 3197.85571 3252.3041
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8708.9250 8746.1409 4.3481083 9.2157059 17481.41593 17555.6303
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 8728.8181 8760.7174 4.3798493 9.2610118 17507.42951 17571.0418
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 8652.5224 8689.7382 4.2673902 9.1430973 17429.87069 17504.0851
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 8667.1273 8699.0266 4.2909968 9.1791705 17449.92710 17513.5394
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 2009.1971 2037.2141 0.8592619 1.4990205 3197.64884 3252.0972
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1963.4554 1996.1419 0.8336226 1.4610989 3130.45116 3193.9742
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8699.4556 8741.9880 4.3315716 9.1568805 17448.48477 17533.3012
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1930.2258 1962.9123 0.8162299 1.5340115 3259.91753 3323.4406
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 8715.0272 8752.2430 4.3569321 9.1938856 17469.08967 17543.3041
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 2006.7840 2034.8010 0.8579472 1.4961312 3192.25383 3246.7022
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1959.1017 1991.7881 0.8313229 1.4584285 3125.38253 3188.9056
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 1956.3109 1984.3279 0.8309059 1.5496700 3285.65783 3340.1062
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 8736.7025 8768.6018 4.3913369 9.1815570 17460.43491 17524.0472
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8729.6238 8766.8397 4.3781119 9.1648829 17453.25447 17527.4689
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8650.9346 8693.4670 4.2623067 8.9984960 17345.56670 17430.3831
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1930.4845 1963.1710 0.8163639 1.5334642 3259.02723 3322.5503
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8667.5848 8704.8006 4.2887983 9.0376063 17367.98105 17442.1954
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 909.5204 941.3479 0.4600004 1.2731661 2455.63778 2518.6075
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 905.8034 937.6309 0.4587755 1.2680169 2445.80609 2508.7758
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 916.8116 944.0923 0.4630766 1.2804929 2467.51894 2521.4930
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 909.2867 941.1142 0.4599233 1.2654992 2443.55093 2506.5207
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 903.2750 935.1025 0.4579441 1.2606148 2432.97251 2495.9422
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 882.7913 919.1656 0.4506172 1.2379837 2390.15587 2462.1213
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10391.5840 10435.6236 4.2046999 8.3444009 19073.92759 19160.6104
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 10390.6668 10429.2014 4.2059528 8.3480374 19072.76706 19148.6145
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate 915.1458 942.4265 0.4625236 1.2742496 2457.02337 2510.9974
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 909.9109 941.7384 0.4601293 1.2584293 2432.70694 2495.6767
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 10317.2135 10350.2432 4.1240613 8.1813341 18934.17354 18999.1856
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 897.8870 929.7145 0.4561775 1.2533626 2418.91639 2481.8861
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10319.0058 10357.5404 4.1238256 8.1805466 18937.55076 19013.3982
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 879.7876 916.1618 0.4496473 1.2297921 2375.50537 2447.4708
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10311.8626 10355.9022 4.1134631 8.1648125 18928.36367 19015.0464
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10310.3009 10348.8354 4.1139592 8.1669583 18926.04441 19001.8918
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 10355.0162 10382.5409 4.1694799 8.2398108 18979.78317 19033.9599
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 10356.8195 10389.8492 4.1692542 8.2393599 18983.41759 19048.4297
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10333.9986 10372.5332 4.1408744 8.2022204 18956.02105 19031.8685
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 10332.5873 10365.6169 4.1415453 8.2043466 18953.70322 19018.7153
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1605.4798 1639.3185 0.5698494 1.3072040 3431.25383 3497.9977
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1691.5394 1725.3782 0.5968647 1.3082412 3458.99344 3525.7373
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1786.8638 1820.7025 0.6282859 1.3250704 3520.61813 3587.3620
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1607.4898 1641.3285 0.5704662 1.3042593 3425.39113 3492.1350
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 4016.7309 4044.4031 3.5694547 7.9104357 7689.49616 7743.8807
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1691.9210 1725.7597 0.5969873 1.3072274 3456.77562 3523.5195
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4017.6670 4049.9513 3.5669036 7.9063438 7691.98214 7755.4308
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1609.2642 1647.9370 0.5703969 1.2570839 3321.28280 3397.5615
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3937.5595 3974.4558 3.3754144 7.7131991 7613.39081 7685.9035
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 1799.0793 1832.9181 0.6324302 1.3270570 3527.79056 3594.5344
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 3937.1863 3969.4706 3.3791068 7.7187671 7611.56581 7675.0144
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1611.9026 1645.7414 0.5718227 1.3025048 3422.89559 3489.6395
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 4007.2277 4034.9000 3.5467310 7.8150619 7658.59236 7712.9769
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1696.3944 1730.2332 0.5984264 1.3078506 3459.38011 3526.1240
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4007.4016 4039.6859 3.5423811 7.8099049 7660.52648 7723.9751
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1613.2445 1651.9174 0.5716202 1.2564534 3320.86753 3397.1462
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3915.1493 3952.0456 3.3249594 7.5893412 7569.34018 7641.8529
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3914.6081 3946.8924 3.3282209 7.5937976 7567.15432 7630.6029
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3930.5625 3962.8468 3.3640982 7.9272469 7668.61692 7732.0656
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 3929.9769 3957.6491 3.3672974 7.9304711 7666.03826 7720.4228
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 2835.1031 2868.4636 0.5047180 1.0946464 5492.13832 5557.3138
mod Atlantic (28.2, Inf] cstar_tref ~ oxygen + phosphate + nitrate + silicate 2113.5263 2146.8868 0.4182541 0.9747782 4597.55467 4662.7301
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1555.9828 1589.3433 0.3617291 0.8581079 3700.55787 3765.7333
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1520.5009 1559.4215 0.3582155 0.8210482 3459.39395 3535.4320
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 7260.8697 7292.5249 2.9722549 6.4150429 14314.51351 14377.3082
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 7262.1263 7299.0573 2.9714904 6.4142559 14317.75274 14391.0133
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 7248.1254 7290.3324 2.9550838 6.3955639 14303.99087 14387.7172
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7246.2046 7283.1356 2.9551648 6.3956690 14300.08861 14373.3491
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 2876.3725 2909.7330 0.5101716 1.0164215 5079.39059 5144.5661
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 3100.1962 3133.5567 0.5407919 1.0924206 5558.00169 5623.1771
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1451.1679 1490.0885 0.3518058 0.8162748 3400.53591 3476.5739
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1520.2589 1559.1795 0.3581929 0.8206367 3456.65715 3532.6952
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 7265.2626 7296.9178 2.9767763 6.4152108 14315.55080 14378.3455
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7265.5269 7302.4579 2.9749889 6.4134180 14317.81086 14391.0714
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 7243.0953 7285.3022 2.9499449 6.3861904 14295.69465 14379.4209
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 7241.1003 7278.0314 2.9499500 6.3862437 14291.73683 14364.9973
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1523.3007 1562.2213 0.3584768 0.8218490 3465.65198 3541.6900
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 7259.9724 7302.1793 2.9672224 6.3722199 14288.34498 14372.0713
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7258.1644 7295.0955 2.9674196 6.3724450 14284.55878 14357.8193
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 2829.4761 2862.8366 0.5039789 1.0908913 5471.29829 5536.4737
mod Indian (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2905.4826 2934.7282 4.8575039 7.6685561 6137.15912 6197.8079
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2847.5248 2876.7704 4.5740662 7.2712278 6024.93852 6085.5873
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2538.8492 2567.2794 4.5895233 9.9758894 5748.74298 5806.8824
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2494.7310 2528.1546 3.1656525 5.7983812 5642.42172 5711.7346
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2501.1175 2533.6091 4.3818402 9.4318301 5646.59200 5713.0370
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2753.3947 2782.6403 4.1485433 6.7879017 5902.38517 5963.0339
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 2510.6852 2539.1154 4.4413172 9.6283575 5681.74007 5739.8794
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2833.8109 2863.0565 4.5094558 7.1936443 6004.89876 6065.5475
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2536.5789 2565.0091 4.5773953 9.9408251 5742.07737 5800.2167
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2504.1890 2537.6126 3.1968643 5.8122144 5643.19052 5712.5034
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2502.7310 2535.2226 4.3900883 9.4283875 5645.81831 5712.2633
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2757.0723 2786.3179 4.1643996 6.7871956 5897.80368 5958.4524
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2513.8683 2542.2985 4.4578247 9.6308477 5682.13596 5740.2753
mod Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2736.2844 2765.5301 4.0755593 6.9207907 5983.81725 6044.4660
mod Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2567.1753 2596.4209 3.4198050 7.4747022 6279.52465 6340.1734
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2558.9764 2587.4066 4.6984582 9.8760305 5728.14945 5786.2888
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 2562.7626 2587.1313 4.7302508 9.9770825 5743.62241 5793.4562
mod Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2557.7057 2586.9513 3.3863760 7.3122425 6227.62733 6288.2761
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2555.5348 2583.9650 4.6796497 9.8124194 5715.75628 5773.8957
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 2559.8334 2584.2022 4.7141297 9.9233101 5733.27533 5783.1091
mod Indian (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 2015.9894 2039.9830 2.9078114 6.2183823 7019.43032 7072.5879
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1606.1720 1628.5720 3.1919366 6.9660043 4936.65904 4985.4805
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1852.2091 1880.2016 2.3672239 4.6582248 6155.25445 6217.2717
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1590.8882 1617.0216 3.1039034 6.7324125 4875.86273 4932.8211
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1826.6840 1858.6755 2.2877475 4.5590940 6115.29011 6186.1669
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1608.0112 1634.1446 3.1911061 6.9099362 4922.68716 4979.6456
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1605.2602 1627.6602 3.1872306 6.9401939 4928.97319 4977.7947
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1849.6734 1877.6660 2.3597883 4.6473760 6149.87404 6211.8912
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1588.0207 1614.1541 3.0895348 6.6957810 4865.56067 4922.5191
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1829.5548 1861.5463 2.2959105 4.5659509 6117.06348 6187.9403
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1580.0931 1609.9598 3.0403006 6.5329074 4820.95407 4886.0494
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1607.2582 1633.3916 3.1872204 6.8890853 4916.41070 4973.3691
mod Indian (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2120.4339 2148.4264 3.3019163 6.2584208 6910.05520 6972.0724
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 2001.5833 2025.5769 2.8563000 6.0899427 6960.16450 7013.3221
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1971.3419 1999.3345 2.7442983 5.8449124 6851.76983 6913.7870
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1584.7496 1610.8830 3.0732249 6.5983018 4834.78926 4891.7477
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 1993.3770 2017.3706 2.8273661 6.0274590 6932.05882 6985.2164
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 1643.6787 1666.0788 3.3916561 7.1310697 4963.02249 5011.8440
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1963.6877 1991.6802 2.7183601 5.7847555 6822.94160 6884.9588
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1584.8561 1610.9895 3.0737545 6.5837986 4829.73319 4886.6916
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2132.9905 2162.3941 2.0753692 3.5578515 5707.04781 5770.6785
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1957.5043 1980.6861 3.8365054 7.0245304 6404.24933 6455.9727
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1917.4107 1946.8143 1.6677881 3.0914878 5412.00642 5475.6371
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1942.0850 1969.1304 3.7427424 6.9227864 6386.51873 6446.8627
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1919.4098 1953.0139 1.6677866 3.0914119 5415.90296 5488.6238
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1895.2670 1926.1761 3.4920007 6.6717970 6341.56679 6410.5313
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1947.5608 1974.6062 3.7719674 6.9595799 6396.08329 6456.4272
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2129.2686 2158.6722 2.0675500 3.5610039 5717.80758 5781.4383
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1958.0783 1981.2601 3.8396348 6.9847156 6381.49666 6433.2200
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1911.9160 1941.3196 1.6585199 3.0947137 5423.67227 5487.3030
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1942.3990 1969.4444 3.7444118 6.8793671 6362.27087 6422.6148
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1913.8544 1947.4584 1.6584162 3.0945592 5427.54114 5500.2619
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1890.9577 1921.8667 3.4706906 6.6056407 6312.82673 6381.7912
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1947.3524 1974.3978 3.7708509 6.9158701 6372.73709 6433.0810
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 1973.0247 1998.2278 1.7681439 3.3248158 5640.98854 5695.5291
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1974.7642 2004.1677 1.7676767 3.3229654 5642.98194 5706.6126
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1893.7480 1920.7934 3.4943872 6.7275270 6366.66268 6427.0066
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 1959.9039 1985.1070 1.7447709 3.2944940 5619.08098 5673.6216
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1961.1775 1990.5811 1.7434860 3.2918079 5620.57804 5684.2087
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1888.9640 1916.0094 3.4707216 6.6450131 6330.28349 6390.6274
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 1755.7837 1780.8014 1.4994569 2.9378893 4113.54375 4165.4966
mod Indian (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate 1751.9300 1776.9477 1.4934247 2.9497669 4125.97429 4177.9272
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 1749.3365 1778.5238 1.4862661 2.9130016 4098.35144 4158.9631
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3667.2587 3703.1844 3.8626904 7.2857788 10799.76658 10877.3137
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3666.7769 3698.2120 3.8671426 7.2911337 10797.99307 10865.8468
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 1792.9762 1817.9938 1.5589418 2.9814642 4136.09933 4188.0522
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1718.1930 1747.3803 1.4386284 2.8391932 4042.84440 4103.4561
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 1737.6521 1762.6698 1.4712861 2.9823227 4160.21468 4212.1676
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3666.0065 3692.9509 3.8707521 7.3143024 10810.52251 10868.6828
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3666.6576 3698.0926 3.8667924 7.3100378 10812.93569 10880.7894
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3664.2637 3700.1895 3.8539231 7.2689112 10790.40806 10867.9551
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1732.1522 1761.3394 1.4597888 2.9705005 4156.43168 4217.0434
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3664.7289 3696.1639 3.8611381 7.2764286 10789.11098 10856.9647
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 1747.7591 1772.7768 1.4869233 2.9150028 4096.01317 4147.9661
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3669.5219 3700.9569 3.8752049 7.3046529 10805.01536 10872.8691
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 3667.6200 3694.5644 3.8754936 7.3068119 10802.57793 10860.7382
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 1716.8661 1741.8838 1.4396417 2.8416442 4040.86771 4092.8206
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3668.3094 3699.7444 3.8716415 7.2948794 10798.93453 10866.7882
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 1740.2438 1765.2615 1.4752801 2.9898896 4165.91435 4217.8672
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 3666.5004 3693.4448 3.8722029 7.2965475 10795.99389 10854.1542
mod Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate 1273.1011 1293.0834 1.1642566 2.2447805 3180.51673 3222.7592
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 1274.6097 1298.5884 1.1635452 2.2431130 3182.90286 3233.5939
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2637.4137 2666.8879 3.3703311 6.6468202 6731.95715 6794.0733
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 2655.2010 2680.4646 3.4379583 6.7401540 6759.98299 6813.2254
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 1251.8968 1275.8756 1.1311352 2.2107436 3160.23768 3210.9287
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2633.1019 2662.5761 3.3557722 6.6671331 6744.22429 6806.3404
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 1246.8734 1270.8521 1.1240898 2.2247612 3179.71444 3230.4054
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1276.5273 1304.5024 1.1634259 2.2429023 3186.71306 3245.8526
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2640.5622 2665.8258 3.3877980 6.6915973 6746.10446 6799.3469
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2641.1669 2670.6411 3.3830553 6.6574540 6734.71085 6796.8270
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2626.0032 2659.6880 3.3252557 6.5887294 6716.31348 6787.3033
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 2631.4190 2660.8932 3.3501066 6.6522640 6738.18276 6800.2989
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1237.1525 1265.1277 1.1078214 2.1508720 3103.81233 3162.9518
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2648.1154 2677.5896 3.4067396 6.7357217 6767.54908 6829.6652
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2634.4400 2668.1248 3.3535427 6.6648229 6747.52418 6818.5140
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1246.8854 1274.8606 1.1213138 2.2036241 3160.39564 3219.5352
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2638.7207 2668.1949 3.3747565 6.7460447 6777.93024 6840.0464
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 1275.0401 1299.0189 1.1641683 2.2438755 3183.49698 3234.1880
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 1236.6652 1260.6439 1.1099077 2.1542931 3102.94667 3153.6377
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 1264.4624 1288.4411 1.1489524 2.2538616 3202.17624 3252.8672
mod Indian (27.25,27.5] cstar_tref ~ aou + nitrate + silicate 1705.3549 1726.7568 1.1834955 2.4967283 4807.28963 4852.7808
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 3603.2960 3630.3307 3.5435858 7.2363338 9213.08148 9269.7226
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 1664.9380 1690.6204 1.1374128 2.3642406 4644.45904 4699.0484
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3564.0822 3595.6227 3.4360985 7.0678525 9141.65805 9207.7393
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 1719.5999 1745.2823 1.1971429 2.4959880 4803.39681 4857.9862
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 3563.4862 3590.5209 3.4397059 7.2450170 9234.94693 9291.5880
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 1679.7703 1705.4527 1.1533193 2.4086846 4701.32580 4755.9152
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 3576.6657 3608.2062 3.4685664 7.1116470 9160.63752 9226.7188
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1664.8065 1694.7693 1.1351451 2.3543965 4635.00353 4698.6911
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3565.8677 3597.4082 3.4406869 7.2548309 9244.09066 9310.1719
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3565.6914 3601.7377 3.4350950 7.0668470 9145.26612 9220.7876
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1720.7905 1750.7533 1.1962360 2.4948021 4806.19466 4869.8822
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3563.9463 3595.4868 3.4357494 7.1888828 9209.04806 9275.1293
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1657.1078 1687.0706 1.1269917 2.3543373 4639.40014 4703.0877
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1714.0429 1744.0057 1.1887020 2.4954129 4810.87673 4874.5643
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3574.4912 3606.0317 3.4629338 7.2626202 9244.91360 9310.9949
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3607.3913 3638.9317 3.5491394 7.1909230 9190.63171 9256.7130
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1706.6184 1732.3008 1.1826798 2.4959085 4810.54763 4865.1370
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3603.6413 3635.1817 3.5392062 7.2292565 9213.92573 9280.0070
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1693.0891 1718.7714 1.1677921 2.4829370 4799.68348 4854.2728
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 2182.4795 2210.5571 0.9459439 1.8799659 5911.55964 5970.9989
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 4407.2562 4435.6638 3.3008320 6.7709702 11359.38074 11418.8228
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4400.7504 4433.8926 3.2841820 6.6759137 11295.31789 11364.6670
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4519.4062 4552.5483 3.5242302 6.8598871 11370.52905 11439.8782
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 2208.7055 2236.7831 0.9616561 1.9885662 6198.70194 6258.1411
mod Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate 2224.1975 2247.5955 0.9722805 2.0340869 6304.15817 6353.6908
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 2208.5610 2236.6386 0.9615688 1.9449569 6079.37990 6138.8191
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 2225.7580 2253.8355 0.9720121 2.0231204 6279.85066 6339.2899
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1897.5151 1930.2723 0.7899181 1.6188787 5300.20652 5369.5523
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 4439.4928 4467.9003 3.3647046 6.8980669 11438.66988 11498.1120
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4438.6759 4471.8181 3.3590744 6.8155246 11382.50069 11451.8498
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4439.5893 4477.4660 3.3569050 6.6554322 11263.54176 11342.7979
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1940.4704 1973.2276 0.8115218 1.7572473 5705.81975 5775.1655
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4441.4846 4474.6268 3.3646883 6.8271048 11389.80384 11459.1530
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 2218.3091 2246.3867 0.9674747 2.0181696 6271.31924 6330.7585
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1887.9997 1920.7569 0.7852108 1.6138223 5289.53184 5358.8776
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4471.5644 4504.7065 3.4254014 6.9097943 11436.37195 11505.7211
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4470.0806 4507.9573 3.4183139 6.7279013 11302.75652 11382.0126
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1931.2156 1963.9728 0.8068178 1.7565838 5708.29735 5777.6431
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4466.6177 4499.7598 3.4153422 6.8953680 11428.15700 11497.5061
mod Indian (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 963.8408 985.4446 0.5705423 1.1227154 2536.47579 2582.3461
mod Indian (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 991.8848 1013.4886 0.5851140 1.1648113 2656.65257 2702.5229
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 893.2284 919.1530 0.5344768 1.1972033 2813.51972 2868.5641
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 786.1545 812.0791 0.4854124 1.0314304 2339.55854 2394.6029
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 942.8929 968.8175 0.5588889 1.2153813 2845.28379 2900.3282
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 861.9213 887.8459 0.5196390 1.0943718 2512.39886 2567.4433
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 877.4985 907.7439 0.5260226 1.1786678 2770.75725 2834.9757
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 2212.5655 2237.1539 2.8679771 6.1347555 5800.73413 5852.5166
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2211.5059 2240.1924 2.8581346 5.9095584 5707.97319 5768.3860
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2210.2214 2243.0060 2.8476064 5.8517087 5687.21379 5756.2571
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 721.8283 752.0736 0.4573061 1.0022094 2273.36172 2337.5802
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 2213.4574 2242.1439 2.8644085 6.1007256 5790.75394 5851.1668
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2225.4356 2254.1221 2.9032202 5.9631780 5725.74026 5786.1531
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2221.6833 2254.4679 2.8845167 5.8945747 5701.39703 5770.4403
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2222.8706 2251.5571 2.8948653 6.1181887 5794.63956 5855.0524
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 1005.0692 1030.9938 0.5910287 1.2550236 2928.98219 2984.0266
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2211.2832 2239.9697 2.8574197 5.9916204 5744.52689 5804.9397
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 965.8371 991.7617 0.5705404 1.1226229 2540.16149 2595.2059
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 2226.4073 2250.9957 2.9129302 6.1629996 5807.53009 5859.3125
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2221.3477 2250.0342 2.8899158 6.0347891 5759.26210 5819.6750
mod Indian (27.85,27.95] cstar_tref ~ aou + phosphate + silicate 1302.0439 1325.8459 0.5115236 1.1657901 3916.16345 3965.8506
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 1472.4973 1501.0598 0.5639645 1.2243020 4112.79727 4172.4219
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 1245.6686 1274.2311 0.4945126 1.1245110 3762.83432 3822.4589
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 1455.2338 1483.7963 0.5583518 1.2924797 4372.86415 4432.4888
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 1467.5555 1500.8784 0.5617009 1.2055504 4043.65693 4113.2190
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3245.9170 3272.9338 2.7326918 5.5055066 7896.51753 7952.6794
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3247.7564 3279.2759 2.7323628 5.5021058 7898.24863 7963.7708
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3243.5126 3279.5349 2.7196038 5.4751619 7886.23890 7961.1213
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1201.6026 1234.9255 0.4814889 1.0410239 3410.24406 3479.8061
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3241.5637 3273.0833 2.7197080 5.4795867 7885.26997 7950.7921
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1517.3966 1550.7195 0.5781573 1.2397333 4164.60202 4234.1641
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3259.0862 3295.1085 2.7515394 5.5309052 7918.17494 7993.0574
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1292.4112 1325.7341 0.5074993 1.0964724 3635.28902 3704.8511
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3257.0947 3288.6143 2.7515571 5.5323124 7915.13416 7980.6563
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3241.5182 3273.0378 2.7196153 5.4923616 7894.07171 7959.5938
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 1292.4722 1321.0347 0.5081057 1.1242082 3751.24633 3810.8709
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 3239.5743 3266.5911 2.7197297 5.4925447 7890.17498 7946.3368
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3257.3605 3288.8801 2.7521054 5.5473357 7925.27501 7990.7971
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 1396.9271 1425.4896 0.5398050 1.1998617 4036.11381 4095.7384
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 3255.7128 3282.7295 2.7528321 5.5497133 7922.75024 7978.9121
mod Indian (27.95,28.05] cstar_tref ~ aou + nitrate + silicate 2800.8395 2825.8593 0.8593944 1.6923765 6383.44435 6434.8435
mod Indian (27.95,28.05] cstar_tref ~ aou + phosphate + nitrate + silicate 2632.8269 2662.8508 0.7955389 1.6260170 6208.73119 6270.4102
mod Indian (27.95,28.05] cstar_tref ~ aou + phosphate + silicate 2638.6497 2663.6695 0.7983701 1.6929921 6427.56902 6478.9682
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 2782.3349 2812.3587 0.8514290 1.6802218 6352.36826 6414.0473
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 2632.1303 2662.1542 0.7952872 1.6812980 6395.09692 6456.7759
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 2753.2734 2788.3012 0.8395030 1.6616870 6302.16951 6374.1284
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 5174.0649 5203.9843 2.6286986 5.6698917 12131.64607 12192.9096
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5135.3066 5170.2126 2.5796512 5.6179591 12092.28324 12163.7574
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5132.9033 5172.7958 2.5744074 5.5865555 12068.15175 12149.8365
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 2618.2786 2653.3064 0.7895827 1.6603328 6333.03420 6404.9931
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 5174.8631 5209.7691 2.6272391 5.6414685 12110.00699 12181.4811
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5202.3225 5237.2285 2.6607890 5.7650486 12218.22510 12289.6992
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5171.3892 5211.2817 2.6206018 5.6740028 12143.96313 12225.6479
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5213.8053 5248.7113 2.6749455 5.7291023 12185.05842 12256.5326
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 2751.8127 2781.8366 0.8397087 1.6619014 6298.73961 6360.4186
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2634.0594 2669.0872 0.7952616 1.6173959 6182.78095 6254.7398
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5202.3540 5237.2599 2.6608277 5.6804276 12142.38249 12213.8566
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 2638.5390 2668.5629 0.7976052 1.6694335 6354.87102 6416.5501
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 5204.7367 5234.6561 2.6662221 5.6862362 12143.14162 12204.4052
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5244.8020 5279.7080 2.7135365 5.7712862 12219.28116 12290.7553
mod Indian (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 1258.6128 1284.9442 0.6897923 1.4070203 3102.58169 3157.3349
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 1277.9845 1304.3159 0.7011132 1.4220186 3130.57606 3185.3292
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1167.7748 1198.4947 0.6380237 1.3539078 3010.58164 3074.4603
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3839.5007 3872.2755 2.6591107 5.7588525 8566.37630 8632.9520
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 1313.5456 1339.8770 0.7223809 1.4521493 3186.73873 3241.4919
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 3862.7410 3890.8337 2.7014981 5.8012444 8587.61928 8644.6842
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1081.6377 1112.3576 0.5934727 1.3364476 2987.06914 3050.9478
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 1194.4638 1220.7952 0.6535923 1.4161348 3141.72454 3196.4777
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3788.0484 3816.1411 2.5779811 5.6884354 8519.29955 8576.3645
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1262.3780 1293.0979 0.6908162 1.4115473 3116.56150 3180.4402
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3763.0619 3795.8367 2.5347569 5.6344500 8489.90845 8556.4842
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3756.2534 3793.7103 2.5208059 5.4949526 8408.69268 8484.7792
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1142.4056 1173.1255 0.6245658 1.3538507 3016.48113 3080.3598
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 3789.9002 3822.6750 2.5777418 5.5518889 8440.33978 8506.9155
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3756.9920 3794.4489 2.5219728 5.5726118 8456.35928 8532.4458
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3791.2730 3824.0478 2.5799599 5.6307417 8488.72670 8555.3024
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1254.1321 1284.8520 0.6860459 1.4015589 3096.06456 3159.9433
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3878.6695 3911.4442 2.7251775 5.7014513 8530.42993 8597.0057
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 3883.4148 3911.5075 2.7367196 5.7132061 8533.30736 8590.3723
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1280.8622 1311.5822 0.7016305 1.4394974 3174.66239 3238.5411
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 9453.6933 9481.6095 2.6752340 6.0060035 22763.19692 22820.3049
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + silicate 5432.5089 5465.8003 1.0090550 1.9208602 11029.53542 11096.7392
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5460.6402 5499.4801 1.0160252 1.9098448 10975.79340 11054.1978
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 5376.9534 5415.7932 0.9938710 1.8989617 10944.86311 11023.2675
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 9551.3326 9584.8321 2.7411363 6.1406788 22966.49516 23035.0247
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9544.7504 9583.8332 2.7351569 6.0983689 22907.41755 22987.3687
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5372.7059 5417.0944 0.9922366 1.8660292 10794.45659 10884.0616
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9546.3074 9590.9734 2.7348486 6.0515733 22840.37889 22931.7516
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 5376.9134 5415.7533 0.9938605 1.9056739 10975.97773 11054.3821
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 9549.6651 9588.7478 2.7385795 6.1112953 22926.64447 23006.5956
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 5376.7888 5410.0802 0.9943517 1.9063872 10974.87864 11042.0824
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5394.7489 5433.5888 0.9985412 1.9156890 11018.37144 11096.7758
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5394.2248 5438.6133 0.9978774 1.8798889 10855.38964 10944.9947
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9763.5672 9808.2332 2.8902947 6.3172207 23223.42147 23314.7942
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5398.4508 5437.2907 0.9995154 1.9207053 11040.58690 11118.9913
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate 9676.0318 9703.9480 2.8309477 6.2309037 23089.81138 23146.9193
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 9659.8503 9693.3498 2.8178811 6.1830869 23023.52342 23092.0530
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5391.4861 5430.3260 0.9976833 1.9128085 11005.81431 11084.2187
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9657.2693 9696.3521 2.8145983 6.1394767 22961.79413 23041.7453
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 9678.0061 9711.5055 2.8309292 6.2061433 23056.74121 23125.2708
mod Pacific (-Inf,26] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 22525.0417 22567.9665 6.6164740 13.5980399 45260.86885 45346.6710
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 22709.8825 22752.8073 6.7986842 13.5894583 45258.45704 45344.2592
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 22322.0379 22364.7877 6.9777801 14.7185778 44625.76903 44711.0501
mod Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 22371.9396 22420.9966 6.4673528 13.1786288 44842.93296 44940.9926
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 21965.6558 22014.5127 6.6109349 14.1849054 44131.25089 44228.7150
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 22682.0784 22724.8283 7.3668226 15.2696500 45119.05395 45204.3350
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 22617.7492 22660.6740 6.7072434 13.5845020 45251.84738 45337.6496
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 22267.6249 22310.3747 6.9207986 14.2349158 44206.67196 44291.9530
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 22471.3358 22520.3928 6.5625246 13.2702229 44938.72564 45036.7853
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 22034.6925 22083.5494 6.6800699 13.9029894 43895.03659 43992.5007
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 22677.7625 22720.5123 7.3620329 14.9934662 44889.97231 44975.2534
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 22856.7173 22899.4671 7.5632680 15.3887208 45230.40841 45315.6895
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 22319.7566 22362.5065 6.9753818 14.2363892 44211.92883 44297.2099
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 22574.8758 22623.9328 6.6631537 13.4966907 45167.87346 45265.9331
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 22123.5228 22172.3797 6.7700913 13.9589708 43953.48262 44050.9467
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22718.0451 22760.7949 7.4068586 15.0197493 44914.60758 44999.8887
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 22616.7010 22659.6258 6.7062101 13.6069482 45273.83212 45359.6343
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate 22424.9432 22474.0002 6.5179307 13.2253695 44892.07153 44990.1312
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 22470.5621 22513.4870 6.5637075 13.2827036 44947.32490 45033.1271
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 22615.0618 22657.9867 6.7045947 13.5428334 45210.70754 45296.5097
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 13437.3759 13471.7332 4.6744242 9.3561977 25714.60412 25782.7732
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 13438.6129 13478.6964 4.6736377 9.3527585 25715.49479 25795.0254
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 15679.9227 15720.6798 5.5804373 10.5945627 28376.45325 28456.7315
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 15779.0436 15813.9782 5.6946306 10.9084217 28636.95198 28705.7619
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13437.4522 13477.5357 4.6724414 9.3522683 25714.95879 25794.4894
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 13555.6341 13595.7176 4.7958331 9.5960782 25938.32100 26017.8516
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15633.0942 15673.8513 5.5283336 10.4128213 28220.02650 28300.3047
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13555.0715 13600.8812 4.7931232 9.5933477 25939.74054 26030.6327
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15219.2012 15265.7808 5.0864215 9.8335005 27688.74339 27780.4900
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 15366.3120 15407.0691 5.2406444 10.2063463 28022.23944 28102.5177
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13610.8772 13650.9607 4.8546238 9.7310088 26058.71604 26138.2467
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15633.9418 15674.6989 5.5292723 10.4434849 28246.25893 28326.5372
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13608.8544 13654.6641 4.8503184 9.7265137 26058.53214 26149.4243
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15278.0424 15324.6220 5.1467304 9.9593859 27804.98715 27896.7337
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15419.2314 15459.9885 5.2964952 10.3044758 28110.63124 28190.9095
mod Pacific (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 13554.9461 13589.3034 4.7972210 9.6147175 25950.48486 26018.6540
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13555.9647 13596.0481 4.7961827 9.6109421 25951.15059 26030.6812
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15735.5856 15776.3427 5.6430097 10.6840742 28454.53509 28534.8133
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13612.6426 13652.7261 4.8565143 9.7560536 26080.09255 26159.6232
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15803.4125 15844.1696 5.7202052 10.8288537 28578.08291 28658.3612
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate 9889.5413 9917.4677 2.9737767 6.4664973 19360.67290 19415.9986
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 9891.5215 9925.0332 2.9737617 6.4664364 19364.60644 19430.9973
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 12362.9962 12396.3660 6.0041382 11.0643042 23247.24427 23313.5472
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 9913.2745 9946.7862 2.9902338 6.4731045 19376.39741 19442.7883
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 9915.1080 9954.2050 2.9901074 6.4729131 19380.16473 19457.6207
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12246.2143 12285.1458 5.8215375 10.8025186 23076.06018 23153.4136
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12106.7193 12151.2124 5.6112540 10.5910840 22937.73870 23026.1427
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12239.9732 12278.9047 5.8120983 10.9995874 23215.08665 23292.4401
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 9950.5027 9984.0144 3.0186363 6.5137571 19426.06881 19492.4597
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9952.4735 9991.5705 3.0186139 6.5136948 19429.99913 19507.4551
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12257.9161 12296.8475 5.8392770 10.8606493 23116.64317 23193.9966
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12138.6267 12183.1198 5.6580000 10.6739059 22995.45868 23083.8626
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12268.0251 12306.9566 5.8546454 11.0613210 23256.34031 23333.6938
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate 9960.3381 9988.2645 3.0277222 6.5326979 19443.88285 19499.2086
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 9960.7245 9994.2362 3.0264819 6.5309362 19445.74204 19512.1329
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12388.0992 12421.4690 6.0434556 11.1459616 23302.14422 23368.4472
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12213.5717 12252.5032 5.7723368 10.8748136 23129.59629 23206.9498
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 10002.8451 10030.7715 3.0605807 6.5827477 19503.73013 19559.0559
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 10002.2989 10035.8106 3.0586024 6.5791841 19503.58838 19569.9792
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12275.3299 12314.2614 5.8657759 11.0457387 23245.25131 23322.6048
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate 12595.6573 12625.5557 2.0863205 4.2337314 23774.91586 23834.0492
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 12266.5648 12302.4429 1.9713675 4.0327158 23238.56559 23309.5256
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 17437.8966 17467.5870 5.4247103 9.9386964 30744.18188 30802.5144
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 17274.1338 17309.7623 5.2666007 9.6634401 30462.93634 30532.9354
mod Pacific (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 12456.1355 12492.0136 2.0363869 4.1847996 23639.78009 23710.7401
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 12590.5175 12626.3956 2.0837723 4.2473936 23810.25073 23881.2107
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 12142.8881 12184.7459 1.9294112 3.9811622 23093.01409 23175.8007
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17346.5112 17388.0778 5.3331580 9.7401398 30547.78351 30629.4490
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17143.7948 17191.2996 5.1418511 9.5308661 30328.50388 30421.8359
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 12621.4044 12657.2825 2.0948184 4.2902609 23915.83253 23986.7925
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12233.7157 12275.5735 1.9596428 4.0634306 23311.97619 23394.7628
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17421.8776 17463.4442 5.4053664 9.8894656 30701.97728 30783.6428
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 17270.5847 17318.0894 5.2595109 9.7392220 30548.23547 30641.5675
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate 12594.0443 12623.9427 2.0857445 4.2543579 23823.56782 23882.7011
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 12379.6567 12415.5347 2.0099018 4.1298330 23495.02475 23565.9847
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 17357.4417 17393.0702 5.3454777 9.7798696 30584.88875 30654.8878
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17143.7999 17185.3665 5.1436911 9.5516741 30346.10437 30427.7699
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 12472.2507 12508.1288 2.0420120 4.2134457 23710.42345 23781.3834
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 17428.7004 17464.3289 5.4138831 9.9229771 30732.05844 30802.0575
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17269.4451 17311.0117 5.2603185 9.7603796 30565.69117 30647.3567
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate 11832.9664 11869.3334 1.5622945 3.3254694 24182.33797 24254.9515
mod Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 12059.4426 12095.8096 1.6191295 3.3277488 24213.56780 24286.1814
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 22328.2154 22371.8944 4.5982063 8.6474334 42503.99169 42590.9486
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 22328.2010 22365.6402 4.5994113 8.6490346 42502.67755 42577.2121
mod Pacific (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 12518.0168 12554.3838 1.7406207 3.5075137 24880.47402 24953.0876
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 12492.4124 12528.7794 1.7336031 3.6001106 25195.57532 25268.1889
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 11712.4281 11754.8563 1.5323794 3.2188108 23787.35686 23872.0727
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 22296.2598 22333.6990 4.5800656 8.6892505 42575.21983 42649.7543
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 22237.5853 22281.2643 4.5435410 8.6007442 42427.44357 42514.4005
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 22234.3483 22284.2672 4.5404021 8.5593702 42358.44861 42457.8279
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 22258.9986 22302.6776 4.5563979 8.5841625 42396.74444 42483.7014
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 12472.8091 12509.1762 1.7282494 3.5686622 25088.51257 25161.1261
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11692.3967 11734.8249 1.5275439 3.2009184 23719.04300 23803.7588
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 22339.4090 22376.8482 4.6062190 8.7412223 42663.19033 42737.7248
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 22288.0702 22331.7492 4.5739113 8.6609279 42530.32050 42617.2774
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 22282.5859 22332.5047 4.5693961 8.6115994 42447.93854 42547.3179
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12542.0379 12584.4661 1.7466789 3.6636711 25412.98881 25497.7046
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22301.0719 22344.7509 4.5817655 8.6302659 42475.56374 42562.5207
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 11809.1310 11845.4981 1.5564302 3.2931610 24064.62899 24137.2426
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 11810.4397 11846.8068 1.5567516 3.2792633 24014.86924 24087.4828
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 10830.4188 10867.7283 1.0406607 2.0619009 21486.57551 21561.1750
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21681.5679 21725.5081 3.8024544 7.2118977 41547.30654 41634.8570
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 11052.0195 11089.3290 1.0722264 2.0786054 21599.81684 21674.4164
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 21771.5890 21809.2519 3.8471990 7.3025574 41735.70988 41810.7531
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 10882.5251 10919.8346 1.0479983 2.0466834 21373.59227 21448.1918
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21862.3744 21906.3145 3.8908692 7.3754781 41891.75124 41979.3017
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 11171.2076 11208.5171 1.0895982 2.0825809 21619.94647 21694.5460
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 22055.6639 22093.3269 3.9886771 7.5797153 42308.80255 42383.8458
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 10820.3174 10863.8451 1.0389639 2.0392714 21325.38367 21412.4165
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21906.2948 21950.2349 3.9126549 7.4575744 42064.43747 42151.9879
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21571.8578 21622.0750 3.7488350 7.1084916 41329.21063 41429.2682
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 11051.8735 11095.4013 1.0719162 2.0676172 21522.82039 21609.8532
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 21572.1916 21616.1317 3.7499474 7.1105083 41329.56391 41417.1143
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10805.0013 10848.5290 1.0368204 2.0353968 21297.26407 21384.2969
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21925.0973 21969.0374 3.9220187 7.4700316 42089.78531 42177.3357
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21594.8560 21645.0732 3.7598116 7.1224546 41358.87605 41458.9337
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11006.4529 11049.9807 1.0653711 2.0553831 21435.04404 21522.0768
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21594.9696 21638.9097 3.7608221 7.1244170 41359.11373 41446.6641
mod Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 11832.4562 11869.7657 1.1912154 2.4324846 23930.91551 24005.5150
mod Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 11915.9767 11953.2862 1.2047069 2.4570718 24080.21891 24154.8184
mod Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate 17456.1145 17488.3311 1.5831419 3.1673214 32637.20186 32700.9348
mod Pacific (27.5,27.75] cstar_tref ~ aou + phosphate + silicate 17534.2890 17566.5056 1.5965230 3.1669630 32645.04580 32708.7787
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 17457.4877 17496.1477 1.5830351 3.1451853 32527.51155 32603.9911
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 24457.8552 24502.7690 3.6147683 6.7354053 44937.88862 45026.8643
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 17533.0386 17571.6985 1.5959644 3.1597600 32611.56231 32688.0418
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 24862.3952 24900.8928 3.7810396 7.0374085 45681.20370 45757.4686
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 24623.8707 24668.7846 3.6817651 6.9435870 45458.07105 45547.0468
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 17464.2915 17502.9515 1.5841952 3.1008169 32295.50368 32371.9832
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 16337.1719 16382.2752 1.4028543 2.7986656 30500.16555 30589.3917
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 25783.6732 25828.5871 4.1857631 7.3574518 46393.58756 46482.5633
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 24415.7035 24467.0336 3.5971566 6.5279282 44395.31431 44497.0008
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 24684.6502 24729.5641 3.7066025 6.6610968 44726.78755 44815.7633
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 17307.2146 17345.8746 1.5576288 3.0643294 32085.43612 32161.9157
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16237.7116 16282.8149 1.3879120 2.7774249 30364.19000 30453.4161
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 25646.1392 25684.6368 4.1234753 7.2800955 46215.93629 46292.2012
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 25645.9456 25690.8595 4.1224749 7.2738018 46204.30987 46293.2856
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 24381.1350 24432.4651 3.5834276 6.5019977 44327.35379 44429.0403
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 24604.6075 24649.5214 3.6739281 6.6138173 44607.08018 44696.0559
mod Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 16685.9693 16724.6293 1.4568518 2.9364713 31317.75103 31394.2306
mod Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 16488.7024 16527.3624 1.4262361 2.8863787 31013.49650 31089.9760
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7646.6609 7683.0882 0.7974027 1.5467771 13080.16458 13151.2862
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 7443.7253 7480.1526 0.7725224 1.4990730 12728.88597 12800.0076
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate 7775.9685 7806.3246 0.8139266 1.5672081 13232.41224 13291.6803
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 7998.0522 8034.4795 0.8423938 1.5994763 13480.63623 13551.7579
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 7962.0010 7998.4284 0.8376634 1.5856855 13386.84203 13457.9637
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + silicate 7996.0565 8026.4126 0.8423944 1.5994824 13476.67520 13535.9432
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15256.6160 15304.2201 3.5505619 6.2868691 25687.91822 25780.8969
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6707.9640 6750.4625 0.6884357 1.4105751 11965.91737 12048.8926
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 15408.5305 15450.1840 3.6481937 6.3879995 25843.31960 25924.6759
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 7588.6986 7625.1259 0.7902158 1.5434011 13046.53051 13117.6522
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 8367.0148 8403.4421 0.8923692 1.6813307 14047.41096 14118.5326
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 15543.7546 15579.4576 3.7374998 6.5460431 26082.94422 26152.6782
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15537.5368 15579.1903 3.7320906 6.5390025 26076.23151 26157.5878
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15225.3955 15272.9996 3.5310791 6.2722441 25664.31439 25757.2930
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15354.8907 15396.5442 3.6138676 6.3586841 25797.52565 25878.8820
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 7614.1804 7650.6077 0.7933673 1.5466319 13072.51667 13143.6383
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15390.2171 15431.8706 3.6364377 6.3998577 25861.85716 25943.2135
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 15509.2784 15544.9814 3.7148589 6.4791041 25980.20047 26049.9344
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15362.9158 15404.5694 3.6189825 6.3916016 25848.82644 25930.1827
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 15462.0556 15497.7586 3.6840697 6.4575038 25947.22828 26016.9623
obs Pacific (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 19287.0222 19324.2305 3.4020298 6.1210859 33320.84061 33393.8796
mod Pacific (27.85,27.95] cstar_tref ~ aou + phosphate + nitrate + silicate 5733.5989 5771.4288 0.4908973 0.9211969 9851.24156 9926.1467
mod Pacific (27.85,27.95] cstar_tref ~ aou + phosphate + silicate 6559.6131 6591.1381 0.5438158 1.0529997 11875.76741 11938.1884
mod Pacific (27.85,27.95] cstar_tref ~ oxygen + phosphate + nitrate + silicate 6383.8831 6421.7130 0.5319961 0.9468410 10240.65826 10315.5634
mod Pacific (27.85,27.95] cstar_tref ~ oxygen + phosphate + silicate 6571.5342 6603.0591 0.5446180 0.9800537 10771.80207 10834.2230
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 5313.5824 5351.4123 0.4660552 0.8513190 8642.75728 8717.6624
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 6033.2990 6071.1289 0.5094287 0.9013692 9485.01403 9559.9192
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19306.5009 19349.9106 3.4101941 6.1540898 33395.02746 33480.2396
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19027.0700 19076.6811 3.2810869 5.9535960 32964.80868 33062.1940
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 5118.7154 5162.8503 0.4548481 0.8374598 8400.62563 8488.0150
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 19113.8689 19157.2786 3.3212869 6.0122257 33089.43998 33174.6521
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19005.6168 19055.2279 3.2714481 5.9499416 32956.31977 33053.7051
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5207.8830 5252.0179 0.4598904 0.8429961 8498.99541 8586.3847
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19089.4920 19132.9017 3.3102024 6.0088306 33081.60126 33166.8134
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 19069.9471 19113.3568 3.3013419 6.0025787 33067.65650 33152.8686
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 6394.7735 6432.6034 0.5327129 0.9700611 10628.29686 10703.2020
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 19158.8912 19196.0995 3.3427733 6.0599883 33188.78375 33261.8227
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 19059.6345 19103.0442 3.2966763 6.0069948 33076.79747 33162.0096
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 6428.5750 6466.4049 0.5349439 0.9694745 10616.00272 10690.9079
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 19147.1130 19184.3213 3.3373784 6.0652993 33199.79723 33272.8362
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 27462.2490 27501.8427 3.0360947 5.7456803 51066.30943 51144.8643
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 27323.4466 27369.6393 2.9969565 5.6971266 50895.51249 50987.1598
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 27362.5405 27402.1343 3.0083268 5.7347180 51026.98547 51105.5403
mod Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate 6225.4484 6264.9899 0.4311181 0.8147579 10504.34269 10582.5248
mod Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4407.6084 4453.7402 0.3640243 0.7456492 8639.75229 8730.9648
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 6000.6149 6040.1564 0.4222016 0.8199196 10613.16064 10691.3428
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 5946.7671 5992.8989 0.4200155 0.8127663 10444.95879 10536.1713
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5848.5307 5894.6625 0.4161976 0.7961446 10039.88015 10131.0926
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 27118.1558 27170.9474 2.9402531 5.5978814 50537.13121 50641.8710
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 27195.6647 27241.8574 2.9618744 5.6362015 50673.81109 50765.4584
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 5985.9373 6025.4789 0.4216260 0.8193675 10599.03125 10677.2134
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5928.6583 5974.7901 0.4193091 0.8121082 10427.98915 10519.2016
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5842.9977 5889.1295 0.4159836 0.7959360 10034.47874 10125.6912
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 27122.0893 27174.8810 2.9413190 5.6145014 50598.05467 50702.7944
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 27204.4579 27250.6506 2.9642753 5.6651688 50779.13966 50870.7870
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 5882.2386 5921.7802 0.4175814 0.7976425 10074.36932 10152.5514
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4883.5624 4929.6942 0.3804910 0.7589183 9037.80818 9129.0207
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 27213.7743 27259.9670 2.9668212 5.6446751 50704.79119 50796.4385
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 27406.1205 27445.7143 3.0204321 5.7179043 50966.42391 51044.9787
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 27244.6030 27290.7957 2.9752615 5.6664316 50784.06332 50875.7106
mod Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 1607.2412 1642.7639 0.3232883 0.5560441 1485.20995 1553.4540
mod Pacific (28.05,28.1] cstar_tref ~ oxygen + phosphate + nitrate + silicate 814.1677 849.6904 0.2799207 0.4823132 209.61340 277.8574
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1417.8372 1459.2803 0.3122430 0.5066324 676.01006 755.6281
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20797.8184 20842.0393 3.0629794 5.6193030 35914.01901 36000.7429
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 20859.2118 20897.1154 3.0867857 5.6500913 35990.88500 36065.2197
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 671.2129 712.6560 0.2726475 0.4748375 65.20246 144.8205
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20901.9847 20946.2057 3.1021950 5.6769760 36064.27218 36150.9960
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1376.3093 1417.7524 0.3098968 0.5416731 1241.72077 1321.3388
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20798.8995 20843.1205 3.0633838 5.6775133 36058.34472 36145.0686
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 483.7199 531.0835 0.2634238 0.4564410 -280.56096 -189.5689
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20769.6830 20820.2212 3.0517270 5.5932463 35850.67692 35949.7899
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 20830.7711 20874.9921 3.0753312 5.6203341 35918.53969 36005.2635
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1410.6418 1452.0849 0.3118352 0.5441229 1283.66181 1363.2799
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 549.6523 597.0159 0.2665971 0.4606084 -196.89602 -105.9040
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20799.6778 20850.2160 3.0629268 5.5966661 35861.03186 35960.1448
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20877.9574 20922.1783 3.0931051 5.6369167 35962.72673 36049.4506
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 739.4442 780.8873 0.2760472 0.4749227 76.37625 155.9943
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20901.0124 20945.2334 3.1018266 5.6789980 36069.24448 36155.9683
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 811.0190 852.4621 0.2796591 0.4790213 156.38945 236.0075
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 20969.5544 21013.7754 3.1279011 5.7063120 36140.86668 36227.5905
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 25230.8050 25263.4723 2.8934433 5.3512299 42752.48577 42816.3365
mod Pacific (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate 13211.7309 13251.8241 0.7410048 1.2771843 20405.28864 20483.8701
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 14582.4797 14622.5729 0.8323319 1.3121701 20773.96996 20852.5515
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 12179.5863 12226.3617 0.6787977 1.1008457 17214.77159 17306.4500
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 24886.4593 24932.1935 2.7959578 5.2693679 42460.00666 42549.3977
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 25052.0912 25091.2919 2.8424531 5.3175068 42628.65674 42705.2776
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 13502.9135 13549.6889 0.7593984 1.2347095 19610.84194 19702.5204
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 24919.3496 24958.5504 2.8055721 5.2774502 42486.21678 42562.8377
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14406.3464 14453.1218 0.8198551 1.2992576 20591.63811 20683.3165
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 24811.4580 24857.1923 2.7754021 5.2446837 42372.38615 42461.7772
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11642.1114 11695.5689 0.6484479 1.0675268 16615.57398 16720.3493
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 24805.9434 24858.2111 2.7733509 5.2110895 42271.75404 42373.9152
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 24915.5105 24961.2447 2.8039608 5.2419135 42379.98460 42469.3756
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14492.0955 14538.8709 0.8258376 1.3073329 20716.70287 20808.3813
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 24900.2961 24946.0303 2.7997667 5.3496395 42703.83006 42793.2211
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11723.3957 11776.8533 0.6529324 1.0734404 16727.58472 16832.3600
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 24900.4942 24952.7619 2.7992704 5.2675455 42460.34277 42562.5039
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 25054.8100 25100.5442 2.8426541 5.3126612 42617.95736 42707.3484
mod Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12941.2147 12987.9901 0.7240792 1.2581095 20100.52021 20192.1986
mod Pacific (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12999.4041 13046.1795 0.7276605 1.2647140 20209.66210 20301.3405

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
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
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6c38fc4 jens-daniel-mueller 2022-03-14
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0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
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f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
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afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
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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
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
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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
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
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
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
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] 6 10 6 NA 5 5 8
(27,27.25] 6 10 6 NA 5 6 8
(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 6 4 9 9 6
(28.05,28.1] 6 7 5 3 10 5 7
(28.1,28.15] 6 10 6 5 10 5 8
(28.15,28.2] 7 8 6 7 10 7 7
(28.2, Inf] 5 10 7 3 7 9 3
total 80.00 111.00 80.00 — 113.00 103.00 91.00
Indian - mod
(-Inf,26] 5 8 5 10 8 7 9
(26,26.5] 5 10 5 10 5 5 9
(26.5,26.75] 5 10 5 8 6 6 10
(26.75,27] 3 7 7 3 7 8 8
(27,27.25] 4 7 6 3 6 10 6
(27.25,27.5] 6 7 4 3 7 10 6
(27.5,27.75] 4 6 4 4 10 10 5
(27.75,27.85] 7 4 3 6 6 10 4
(27.85,27.95] 6 3 4 7 7 10 6
(27.95,28.05] 10 6 NA 6 4 10 5
(28.05,28.1] 7 7 3 10 7 8 4
(28.1, Inf] 6 6 5 6 9 10 8
total 68.00 81.00 — 76.00 82.00 104.00 80.00
Pacific - mod
(-Inf,26] 8 10 7 9 5 8 7
(26,26.5] 7 10 6 5 5 10 7
(26.5,26.75] 6 10 6 NA 4 5 8
(26.75,27] 7 10 5 NA 5 6 7
(27,27.25] 5 9 6 1 7 8 7
(27.25,27.5] 5 6 5 4 8 10 6
(27.5,27.75] 7 8 3 2 6 8 6
(27.75,27.85] 5 3 4 3 10 10 4
(27.85,27.95] 5 2 5 10 4 10 4
(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 69.00 98.00 61.00 — 77.00 94.00 76.00
Atlantic - obs
(-Inf,26] 6 10 6 6 10 5 8
(26,26.5] 7 10 6 6 8 7 7
(26.5,26.75] 5 6 5 10 6 8 10
(26.75,27] 5 6 5 10 6 8 10
(27,27.25] 6 10 6 10 5 6 8
(27.25,27.5] 8 8 6 10 8 7 6
(27.5,27.75] 7 6 6 10 6 10 7
(27.75,27.85] 4 5 6 10 8 10 6
(27.85,27.95] 4 5 6 10 10 10 6
(27.95,28.05] 4 5 6 10 10 10 6
(28.05,28.1] 4 5 6 10 10 8 6
(28.1,28.15] 2 5 8 10 6 6 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 8 5 6 10 10 6 6
total 74.00 91.00 84.00 132.00 111.00 107.00 106.00
Indian - obs
(-Inf,26] 5 6 5 10 6 8 10
(26,26.5] 4 6 6 10 7 5 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 4 5 6 10 6 8 10
(27,27.25] 6 6 4 10 10 7 7
(27.25,27.5] 7 7 2 10 8 9 6
(27.5,27.75] 8 7 4 10 9 5 7
(27.75,27.85] 6 6 4 10 7 7 10
(27.85,27.95] 6 5 4 10 6 8 10
(27.95,28.05] 6 6 4 10 7 7 10
(28.05,28.1] 8 5 2 10 8 8 8
(28.1, Inf] 9 5 2 10 5 5 9
total 74.00 70.00 48.00 120.00 87.00 83.00 107.00
Pacific - obs
(-Inf,26] 6 7 7 9 10 7 7
(26,26.5] 6 7 6 10 6 8 8
(26.5,26.75] 6 8 5 10 6 6 9
(26.75,27] 6 9 6 10 4 4 8
(27,27.25] 6 5 4 10 10 6 8
(27.25,27.5] 5 6 5 10 10 8 6
(27.5,27.75] 5 6 5 10 10 7 7
(27.75,27.85] 4 5 6 10 6 8 10
(27.85,27.95] 6 6 5 10 5 8 9
(27.95,28.05] 7 5 4 10 7 9 7
(28.05,28.1] 6 7 4 10 8 9 7
(28.1, Inf] 7 5 4 10 9 6 7
total 70.00 76.00 61.00 119.00 91.00 86.00 93.00

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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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290c8fc jens-daniel-mueller 2021-11-02
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58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
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410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
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534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
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27c99b8 jens-daniel-mueller 2021-08-19
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0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
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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
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
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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
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ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
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5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
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deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
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
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2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
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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
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534854b jens-daniel-mueller 2021-08-19
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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
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
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
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
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
2911893 jens-daniel-mueller 2022-06-24
a28c3f7 jens-daniel-mueller 2022-06-16
469a640 jens-daniel-mueller 2022-06-16
0c2ca93 jens-daniel-mueller 2022-06-15
fa647ea jens-daniel-mueller 2022-05-25
b7ca0f3 jens-daniel-mueller 2022-05-25
42feabc jens-daniel-mueller 2022-05-23
7290e93 jens-daniel-mueller 2022-05-20
745619a jens-daniel-mueller 2022-04-11
1ba3eba jens-daniel-mueller 2022-04-07
707b5ac jens-daniel-mueller 2022-03-24
68faa8a jens-daniel-mueller 2022-03-21
cb147cc jens-daniel-mueller 2022-03-21
1de9aa2 jens-daniel-mueller 2022-03-21
aaf2d24 jens-daniel-mueller 2022-03-21
bdc14f1 jens-daniel-mueller 2022-03-21
5855ede jens-daniel-mueller 2022-03-14
6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
1039ef3 jens-daniel-mueller 2022-01-24
23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
0a211c9 jens-daniel-mueller 2022-01-17
035570b jens-daniel-mueller 2022-01-17
7a1a2fe jens-daniel-mueller 2022-01-12
af4b27f jens-daniel-mueller 2022-01-12
ebd7fbc jens-daniel-mueller 2022-01-09
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[5]]

Version Author Date
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 

[[6]]

Version Author Date
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
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cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
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d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[7]]

Version Author Date
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
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6c38fc4 jens-daniel-mueller 2022-03-14
b18dcee jens-daniel-mueller 2022-01-27
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23582a4 jens-daniel-mueller 2022-01-23
26e57aa jens-daniel-mueller 2022-01-17
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af4b27f jens-daniel-mueller 2022-01-12
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da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[8]]

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

[[9]]

Version Author Date
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
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23582a4 jens-daniel-mueller 2022-01-23
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2dc49a1 jens-daniel-mueller 2022-01-06
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edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
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Version Author Date
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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Version Author Date
2911893 jens-daniel-mueller 2022-06-24
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[[63]]

Version Author Date
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
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[64]]

Version Author Date
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 

[[65]]

Version Author Date
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 

[[66]]

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

[[67]]

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

[[68]]

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

[[69]]

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

[[70]]

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

[[71]]

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

[[72]]

Version Author Date
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
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
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