Last updated: 2021-10-27

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Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

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

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

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

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

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

# 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: 3
  • 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:

  • 99

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% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
  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))
  )
}


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 VIC 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
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 3300.83494 3326.264887 6.0063325 11.4188547 7669.76544 7.722510e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3302.74105 3332.409323 6.0057819 11.3739219 7662.12791 7.723664e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3302.31015 3331.978425 6.0032552 11.0391085 7572.11133 7.633647e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3303.85844 3337.765041 6.0006076 11.0281623 7573.34735 7.643674e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 3060.13423 3085.037842 6.2380742 10.3674934 6209.93952 6.260735e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3055.74740 3084.801621 6.1957436 9.9617732 6105.67298 6.164935e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3061.95686 3091.011075 6.2368947 10.1006930 6140.22855 6.199490e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3319.29499 3348.963266 6.1036601 11.1609911 7595.06290 7.656599e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3052.74378 3085.948604 6.1627813 9.9229738 6102.95378 6.170681e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3321.28313 3355.189724 6.1035894 11.1540741 7597.15182 7.667478e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3064.34918 3093.403399 6.2528219 10.3961609 6219.87637 6.279138e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 3036.56923 3061.472849 6.0833098 10.2274960 6190.32256 6.241118e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3037.65975 3066.713969 6.0774143 9.8928871 6102.01122 6.161273e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3031.26999 3060.324208 6.0361549 9.9540402 6124.91655 6.184178e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3347.99094 3377.659214 6.2771245 11.3698958 7633.54939 7.695085e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3024.44560 3057.650420 5.9796351 9.7934918 6090.32849 6.158056e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3349.87823 3383.784825 6.2764336 11.3629839 7635.72304 7.706050e+03
mod Atlanto-Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3045.07779 3074.132009 6.1256672 10.3076446 6210.87112 6.270133e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 3317.78402 3343.213971 6.1065757 11.4715177 7674.33541 7.727080e+03
obs Atlanto-Pacific (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3319.63616 3349.304436 6.1056940 11.4327060 7668.24024 7.729776e+03
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 18580.11886 18621.880104 6.0692023 14.6615458 29132.19810 2.921104e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 18540.43706 18588.164198 6.0254567 14.5641824 29076.03761 2.916614e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 16370.51118 16405.910556 5.0217832 9.9636503 24449.11821 2.451571e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 18692.17608 18727.971441 6.1905375 15.1028569 29350.18935 2.941777e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 15942.06687 15983.366137 4.6366147 9.3154295 23876.41038 2.395410e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 18686.86207 18728.623320 6.1826845 15.0939259 29346.51825 2.942536e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 16352.78627 16394.085537 5.0034529 9.9179172 24418.52460 2.449621e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 15879.74185 15926.941017 4.5816501 9.1855279 23772.91127 2.386170e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16305.56624 16346.865510 4.9598430 9.8093523 24335.72640 2.441341e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18593.49820 18635.259445 6.0833114 14.6930548 29151.54937 2.923039e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15919.55459 15966.753755 4.6155920 9.2346116 23821.50417 2.391029e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18576.67249 18624.399637 6.0634683 14.6426612 29126.23026 2.921633e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 16400.53437 16435.933744 5.0498125 9.9773821 24471.39391 2.453798e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 18700.99102 18736.786373 6.2000152 15.0858578 29350.22138 2.941780e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15896.22263 15937.521894 4.5973745 9.2014164 23787.48733 2.386517e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 18697.56933 18739.330583 6.1941842 15.0792345 29348.53650 2.942738e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16402.44476 16443.744031 5.0497286 9.9586444 24465.16238 2.454285e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18640.65121 18682.412459 6.1332981 14.7851992 29213.12161 2.929196e+04
mod Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15885.37014 15932.569302 4.5864332 9.1840222 23774.88439 2.386367e+04
obs Atlanto-Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18629.16574 18676.892879 6.1189604 14.7463363 29195.25634 2.928536e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12711.11985 12752.338195 2.6178851 5.1579970 22642.25653 2.272305e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 12818.32665 12853.656656 2.6720559 5.2585233 22823.74535 2.289300e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12782.36291 12822.396823 4.1256143 9.4556564 23712.17370 2.379054e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12390.22451 12437.331182 2.4640559 5.0121038 22336.51868 2.242886e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12477.32749 12523.080526 3.8536284 9.0997352 23353.10689 2.344267e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12654.62332 12695.841659 2.5902931 5.2055965 22708.80748 2.278960e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12771.05584 12811.089752 4.1152656 9.5049710 23740.16113 2.381853e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12795.00218 12835.036093 4.1372132 9.4806859 23733.69664 2.381206e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12637.11642 12684.223100 2.5808339 5.2433639 22768.78865 2.286113e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12525.16656 12570.919599 3.8947961 9.1661336 23417.88251 2.350744e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12856.79051 12898.008853 2.6903918 5.4015601 23062.82052 2.314362e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12806.97879 12847.012697 4.1482340 9.5521442 23785.37530 2.386374e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12723.47297 12764.691308 2.6239572 5.2141719 22736.99825 2.281779e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12917.13446 12957.168365 4.2509856 9.6382150 23884.61768 2.396298e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12870.01890 12905.348910 2.6980867 5.3388853 22963.12284 2.303238e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 13116.16942 13150.484197 4.4451137 9.9501652 24158.02383 2.422519e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12861.67536 12902.893702 2.6928577 5.3730388 23019.21833 2.310001e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12935.15077 12975.184681 4.2680315 9.6635939 23908.09008 2.398646e+04
mod Atlanto-Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 13000.04327 13035.373275 2.7646901 5.4857276 23219.39980 2.328865e+04
obs Atlanto-Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 13131.59811 13165.912894 4.4603736 9.9672023 24174.59198 2.424176e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 16481.47422 16517.325541 4.1074987 7.4818684 30407.05082 3.047817e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 15427.21314 15469.039688 3.4253419 6.3734210 28641.70086 2.872468e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 15559.25406 15595.105384 3.5052022 6.6672435 29141.67949 2.921280e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 18535.72257 18571.621159 5.7032021 11.3170710 34362.94126 3.443382e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16371.61911 16413.445660 4.0292568 7.2663177 30079.84987 3.016283e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18388.50941 18430.391103 5.5598631 11.1151710 34164.98210 3.424767e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15514.25797 15562.059741 3.4757971 6.3289704 28557.97331 2.865280e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18251.14633 18299.011124 5.4292418 10.9758431 34021.72951 3.411623e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 15710.40319 15752.229733 3.5962543 6.7226702 29235.00352 2.931798e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 18397.60705 18439.488746 5.5684985 11.1738369 34219.17665 3.430187e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 18564.54925 18600.447848 5.7313169 11.3655111 34409.94632 3.448083e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18438.50133 18480.383018 5.6074811 11.1964489 34245.35911 3.432805e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 16134.98012 16182.781884 3.8672764 7.0537481 29762.04292 2.985687e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18379.49601 18427.360806 5.5494271 11.1382297 34188.20509 3.428271e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16295.84610 16337.672649 3.9771026 7.3986829 30296.78284 3.037976e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18496.47196 18538.353653 5.6632098 11.2974038 34343.86893 3.442656e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 18855.72303 18891.621628 6.0231883 12.0562285 35045.15668 3.511604e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16185.64213 16227.468674 3.9024523 7.2310803 30041.15538 3.012413e+04
obs Atlanto-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18847.59452 18889.476214 6.0127903 12.0259511 35022.42654 3.510512e+04
mod Atlanto-Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 16274.03925 16309.890578 3.9635813 7.4425504 30360.80084 3.043192e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 25685.95573 25724.338072 4.3762186 8.2097941 44164.08607 4.423915e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 26575.30315 26613.341590 5.7729194 11.6319057 46626.62552 4.670098e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 24292.46136 24337.240764 3.7390146 6.9339365 41554.53109 4.164211e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 24386.54439 24424.926738 3.7797464 7.0461361 41794.48222 4.186955e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate 25640.19141 25678.573749 4.3536928 8.2062378 44151.31426 4.422638e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate 25928.12917 25966.167607 5.3435711 10.8834868 45627.34030 4.570170e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 25262.96650 25307.745899 4.1714392 7.8112555 43396.43315 4.348401e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 25875.37656 25919.754735 5.3087467 10.8350694 45561.14035 4.564789e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 24046.14570 24097.322156 3.6357695 6.6795421 40986.27607 4.108637e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 24243.32136 24288.100757 3.7183530 6.8753862 41425.65160 4.151323e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 26293.48422 26331.522663 5.5818702 11.3529525 46249.75112 4.632411e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 26201.98603 26246.364210 5.5198936 11.2322123 46095.89769 4.618265e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 24793.92000 24845.096461 3.9556446 7.3774304 42516.51193 4.261660e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 26185.27269 26235.990606 5.5075721 11.1632174 46018.48791 4.611763e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 24923.61720 24968.396597 4.0148275 7.5670443 42894.25256 4.298183e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 26234.70166 26279.079843 5.5415009 11.2222283 46093.74168 4.618049e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 26534.25939 26578.637572 5.7433218 11.6761063 46666.28912 4.675304e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 26431.95434 26482.672261 5.6722277 11.4682653 46419.35325 4.651850e+04
obs Atlanto-Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 26456.15386 26500.532038 5.6900020 11.5086638 46466.04945 4.655280e+04
mod Atlanto-Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 25338.37466 25383.154057 4.2070619 8.1784007 44054.48608 4.414207e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate 31060.92501 31100.912475 3.5270602 6.5948453 54058.96897 5.413746e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 30930.35482 30977.006870 3.4869395 6.5045337 53781.11044 5.387268e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate + silicate 31445.56735 31485.554818 3.6460992 6.8437551 54818.84406 5.489734e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 41436.01134 41483.376103 6.1079380 12.2357784 75991.28574 7.608474e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 41565.18704 41605.785408 6.1707068 12.2989843 76119.22386 7.619932e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 31089.12511 31135.777161 3.5350438 6.6664296 54274.87349 5.436645e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 31035.82675 31089.143372 3.5182147 6.6003503 54080.10648 5.418476e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 40516.86526 40570.996416 5.6847831 11.2958935 74132.59370 7.423939e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 31376.69185 31423.343895 3.6238667 6.8768653 54907.25932 5.499883e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 40515.14149 40562.506248 5.6849055 11.3159572 74166.78666 7.426024e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 31533.05780 31586.374425 3.6724639 6.9494287 55132.05620 5.523671e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 40754.64068 40808.771833 5.7911202 11.4649287 74489.13375 7.459593e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 40752.65370 40800.018465 5.7911261 11.4921804 74536.34796 7.462980e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 31295.41664 31335.404108 3.5991599 6.7500583 54535.38325 5.461387e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 31205.89846 31252.550503 3.5708469 6.6645108 54281.96502 5.437354e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 40665.05541 40712.420165 5.7517212 11.4562441 74455.25053 7.454870e+04
mod Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 31632.50650 31672.493966 3.7053956 6.9738707 55204.02842 5.528252e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 40664.03425 40704.632619 5.7521600 11.4743052 74485.19543 7.456530e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 40929.33191 40976.696665 5.8714256 11.6577133 74871.63391 7.496508e+04
obs Atlanto-Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 40930.72117 40971.319531 5.8729769 11.6832604 74915.25497 7.499536e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 43416.25604 43458.134053 3.7222449 6.4694228 76877.78665 7.696069e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 42955.13857 43003.996246 3.6152586 6.3541660 76377.15770 7.647387e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 46703.33570 46751.674757 5.7390793 11.1642935 86033.90407 8.612950e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 46708.44265 46749.876125 5.7418460 11.1694407 86042.55693 8.612450e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 43201.42295 43250.280632 3.6717650 6.3231875 76176.49431 7.627321e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 42378.54347 42434.380823 3.4859058 6.1064119 75194.13231 7.530467e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 46032.75746 46088.002100 5.4831947 10.6911488 84848.64367 8.495790e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 43613.59717 43662.454853 3.7683153 6.5635309 77315.79696 7.741251e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 46089.41503 46137.754090 5.5050495 10.7341681 84954.57245 8.505017e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 43575.48480 43624.342481 3.7592821 6.5266731 77139.94645 7.723666e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 42677.80704 42733.644389 3.5522217 6.2809646 76050.63588 7.616117e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 46181.76229 46237.006934 5.5388820 10.7897993 85101.51142 8.521077e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 46229.46059 46277.799654 5.5575811 10.8271941 85192.14096 8.528774e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate 43376.14938 43418.027392 3.7128559 6.4333770 76703.43246 7.678633e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 42814.80559 42863.663272 3.5834510 6.2928206 76087.53686 7.618425e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 46038.39419 46086.733248 5.4860351 10.6964891 84858.34731 8.495395e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 46092.17531 46133.608786 5.5068270 10.7377492 84959.69271 8.504164e+04
mod Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 43073.31039 43122.168068 3.6422621 6.4631982 76901.61898 7.699834e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 46188.94670 46237.285758 5.5423329 10.7960511 85113.43740 8.520904e+04
obs Atlanto-Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 46233.65280 46275.086284 5.5599153 10.8316231 85199.35750 8.528130e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 47655.61952 47698.231368 3.4414528 5.8720743 84830.15290 8.491473e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 46886.75312 46936.466946 3.2967559 5.5620773 82928.79421 8.302747e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 50475.59185 50524.660547 5.2823974 10.5301111 93723.81628 9.382089e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 50765.30718 50807.366063 5.3773975 10.7303800 94290.62386 9.437383e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 50562.06148 50611.130175 5.3103807 10.6962648 94175.48279 9.427255e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 47304.08126 47353.795083 3.3743192 5.8428025 84729.59488 8.482827e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 45563.85970 45620.675501 3.0621346 5.2162291 80796.92478 8.090969e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 50357.75105 50413.829566 5.2438581 10.4967209 93621.75682 9.373269e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 46532.82914 46582.542964 3.2323755 5.4828052 82468.63086 8.256730e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 50516.45825 50565.526945 5.2956042 10.6284601 93990.84158 9.408791e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 48036.06763 48085.781453 3.5147974 6.1301004 86392.23796 8.649091e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 46180.21315 46237.028952 3.1691302 5.4376081 82246.68396 8.235945e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 50536.31988 50592.398393 5.3013869 10.5871261 93887.99959 9.399894e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 47083.40965 47133.123481 3.3330813 5.6895921 83761.16044 8.385983e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 50658.79802 50707.866715 5.3418624 10.6930794 94181.47925 9.427855e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 47573.69533 47623.409156 3.4253965 5.7876160 84290.42050 8.438909e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 50562.12823 50611.196925 5.3104024 10.5682843 93837.55415 9.393462e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 50800.84692 50842.905808 5.3890875 10.7370147 94312.88658 9.439609e+04
mod Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 48134.79928 48184.513106 3.5341876 6.0236280 85696.49041 8.579516e+04
obs Atlanto-Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 50704.17702 50753.245723 5.3566947 10.6446086 94059.63679 9.415671e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate 21737.51527 21769.480215 2.8324768 4.8270648 39462.05544 3.952573e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 28300.21112 28345.436960 4.8243594 9.8120106 53090.30997 5.317976e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 28375.72667 28414.491676 4.8640865 9.8691796 53192.40927 5.326908e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 22121.92893 22160.286863 2.9578130 5.0430946 40221.89754 4.029831e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 22123.91404 22168.664966 2.9578081 5.0425664 40223.77530 4.031292e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 21427.87326 21466.231201 2.7342740 4.7825495 39377.47023 3.945388e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 28185.43756 28237.124238 4.7651241 9.7109661 52908.61090 5.301084e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 21318.10164 21362.852563 2.6998890 4.5641461 38479.14814 3.856830e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 28297.16454 28342.390385 4.8228047 9.7958027 53063.17262 5.315262e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 21788.21600 21826.573939 2.8481385 5.0066371 40177.99129 4.025440e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 28230.23485 28281.921530 4.7877618 9.7488340 52978.58352 5.308081e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21669.71122 21714.462149 2.8095421 4.7823103 39305.87482 3.939502e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 28324.18707 28369.412910 4.8366124 9.8192220 53106.00519 5.319545e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate 21729.86729 21761.832238 2.8300251 4.9535208 39980.34172 4.004402e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 28186.87311 28232.098946 4.7668564 9.7135149 52909.39805 5.299884e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 21667.34476 21705.702698 2.8094255 4.7667742 39235.61017 3.931202e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 28312.11091 28350.875912 4.8314592 9.8077248 53081.49730 5.315817e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 28228.27729 28273.503134 4.7877833 9.7489201 52974.73264 5.306418e+04
mod Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 21978.58090 22016.938841 2.9101937 4.9657284 39957.88830 4.003430e+04
obs Atlanto-Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 28327.38271 28366.147721 4.8392718 9.8221859 53107.70128 5.318437e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 39908.87302 39956.697044 4.4508540 9.3087743 79366.94182 7.946230e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 39941.71635 39982.708369 4.4621883 9.3253601 79411.99283 7.949373e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 39847.08842 39894.912445 4.4308266 9.2547285 79212.74799 7.930811e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 39858.23067 39899.222697 4.4350791 9.2602191 79225.26513 7.930700e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 23302.15720 23340.736544 3.0726649 5.4806490 44963.35457 4.504068e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 23303.05029 23348.059521 3.0722938 5.4781879 44958.06648 4.504828e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 22807.04072 22845.620064 2.9110586 5.2025572 44001.05865 4.407838e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 39842.72811 39897.384143 4.4287701 9.2581951 79225.43535 7.933442e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 22638.55219 22683.561424 2.8574015 5.0052798 43224.72666 4.331494e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 39860.78825 39908.612276 4.4352596 9.2668063 79247.27119 7.934263e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 23013.54830 23052.127643 2.9774030 5.3439399 44511.15856 4.458848e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 39834.13800 39888.794034 4.4259941 9.2487135 79198.57409 7.930756e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22849.27504 22894.284274 2.9238677 5.1453594 43752.95557 4.384317e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 39850.21877 39898.042802 4.4318392 9.2562283 79217.20678 7.931257e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate 23078.90951 23111.058965 2.9993695 5.3194785 44387.83705 4.445227e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 23013.21656 23051.795902 2.9772953 5.1743459 43810.66097 4.388799e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate 23283.26551 23315.414965 3.0670064 5.4636487 44897.97990 4.496242e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 40535.72211 40583.546140 4.6592356 9.6710834 80403.99525 8.049936e+04
mod Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 23219.14658 23257.725927 3.0449573 5.3173429 44334.24730 4.441157e+04
obs Atlanto-Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 40597.11503 40638.107054 4.6808449 9.6996557 80481.64504 8.056338e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 52095.54867 52145.525847 3.9591749 8.5202470 107157.10720 1.072571e+05
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 29508.68721 29548.985439 2.7129328 5.7934351 60425.57809 6.050615e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 52125.23232 52168.069900 3.9659124 8.5682149 107353.48617 1.074392e+05
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 51827.17267 51877.149840 3.9025616 8.3315510 106337.85620 1.064379e+05
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 30753.81117 30794.109406 3.0043347 6.2612137 62347.06286 6.242763e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 51826.39585 51869.233430 3.9028177 8.3591247 106450.34776 1.065361e+05
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 28845.08746 28885.385688 2.5693544 5.6331978 59696.10565 5.977667e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 51845.47659 51902.593353 3.9059776 8.3370692 106367.05561 1.064813e+05
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 28366.97434 28413.988944 2.4702368 5.3974302 58665.72689 5.875972e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 51848.50524 51898.482409 3.9070318 8.3626592 106471.59771 1.065716e+05
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 28913.36748 28953.665709 2.5837700 5.6739750 59868.46129 5.994903e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 51825.95114 51883.067907 3.9018869 8.3262789 106319.16562 1.064334e+05
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 28451.15432 28498.168926 2.4873348 5.4408609 58858.70044 5.895270e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 51826.18700 51876.164167 3.9023551 8.3496439 106414.16418 1.065142e+05
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate 29040.74542 29074.327279 2.6113069 5.6760763 59893.43443 5.996058e+04
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 28961.83834 29002.136575 2.5940524 5.5519644 59385.41056 5.946598e+04
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate 29163.79651 29197.378370 2.6377695 5.7279871 60116.93974 6.018408e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 54958.90403 55008.881203 4.6167850 9.8243320 112505.26732 1.126053e+05
mod Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 29104.69474 29144.992969 2.6245960 5.6162538 59666.07479 5.974664e+04
obs Atlanto-Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 54959.62382 55002.461392 4.6174589 9.8317766 112528.34455 1.126141e+05
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + silicate 19733.50788 19765.503305 2.2270492 4.3682138 38986.73348 3.905069e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ oxygen + phosphate + silicate 20269.42796 20301.423384 2.3654969 4.5749745 39799.84503 3.986380e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 34908.58437 34949.029268 3.9410565 8.3838607 73312.26329 7.339347e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 34480.38855 34527.574263 3.8077927 8.0330774 72223.84065 7.231859e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 19386.28068 19424.675187 2.1412219 4.2564890 38534.10469 3.861085e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 34598.27517 34638.720066 3.8444710 8.1507528 72590.21975 7.267143e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 34545.69960 34592.885313 3.8277304 8.0441436 72261.42422 7.235617e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 19935.96156 19974.356073 2.2778587 4.4408946 39280.88433 3.935763e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 34609.95347 34650.398370 3.8480627 8.1215908 72501.17587 7.258239e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 20397.32990 20442.123496 2.3987112 4.7424339 40452.34358 4.054188e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 34859.65505 34906.840770 3.9250396 8.3675099 73264.34223 7.335909e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 34475.42385 34529.350384 3.8056727 8.0286618 72213.70697 7.232199e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 18906.20958 18951.003172 2.0281540 4.1213233 37963.34476 3.805288e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 34599.76117 34646.946887 3.8443130 8.1400870 72561.47653 7.265622e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 34386.03403 34439.960560 3.7785677 7.9786343 72052.51566 7.216080e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18974.61091 19019.404511 2.0438263 4.1472457 38074.86118 3.816440e+04
obs Atlanto-Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 34495.37947 34542.565189 3.8123598 8.0815209 72375.11420 7.246986e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 20446.01499 20484.409497 2.4124324 4.7565754 40500.61155 4.057736e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 18904.98220 18943.376712 2.0283303 4.1215422 37960.29696 3.803705e+04
mod Atlanto-Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 18972.73681 19011.131320 2.0438552 4.1472791 38071.00580 3.814775e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 19971.35160 20003.150791 2.5026796 6.5036302 43771.74163 4.383530e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 20468.06241 20509.561445 0.9542924 2.3274779 46996.82286 4.707997e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 19811.96299 19853.462027 0.9132048 2.3864140 47414.63590 4.749778e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 20412.02861 20453.527647 0.9507123 2.3268391 46973.47008 4.705661e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 18013.23238 18054.731418 0.8094094 2.3913075 46703.14473 4.678629e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 19757.46807 19805.883617 0.9097507 2.3843518 47376.56609 4.747357e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 19951.36788 19989.526900 2.4962484 6.5046173 43769.46632 4.384574e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20395.68138 20444.096922 0.9495430 2.3227284 46926.44094 4.702344e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19947.31857 19991.837428 2.4944817 6.4965810 43754.14291 4.384313e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 19844.64355 19895.522252 2.4641075 6.4660974 43653.23595 4.375493e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 17959.67043 18008.085968 0.8063983 2.3820984 46591.61986 4.668862e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 19842.86673 19887.385591 2.4641719 6.4719094 43661.62940 4.375061e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19767.52438 19815.939924 0.9103646 2.3833842 47370.23242 4.746723e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20404.50090 20452.916440 0.9501049 2.3216540 46917.04803 4.701405e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 19925.07448 19975.953180 2.4874135 6.6524480 44072.29761 4.417399e+04
mod Atlanto-Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17978.97931 18027.394849 0.8074435 2.3818993 46598.86298 4.669586e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate 20303.48660 20335.285785 2.6018831 6.6571538 44218.23326 4.428179e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 20243.09695 20281.255974 2.5829530 6.6303397 44143.34148 4.421961e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20110.19904 20154.717898 2.5424920 6.5894775 44011.60278 4.410059e+04
obs Atlanto-Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 20134.50262 20172.661646 2.5503313 6.6042704 44048.46432 4.412474e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 8497.99119 8533.861051 1.0362792 1.9185716 17659.08573 1.773198e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 8377.32428 8413.194143 1.0150655 1.8896405 17476.28742 1.754918e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 8548.68043 8584.550300 1.0453222 1.9334278 17756.21770 1.782911e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8499.98530 8541.833474 1.0362781 1.9165842 17647.14000 1.773218e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8293.13310 8334.981277 1.0001793 1.9125373 17693.20266 1.777825e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 8594.40107 8636.249245 1.0531854 1.9438235 17824.07551 1.790912e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15771.53735 15812.739921 4.6786265 8.5664101 34562.10867 3.464619e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15767.29704 15814.385688 4.6731417 8.5605475 34559.21103 3.465531e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 8411.43734 8453.285513 1.0206683 1.9506624 17946.90571 1.803195e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 15656.44448 15691.760965 4.5802176 8.4064605 34337.12192 3.440919e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15656.63350 15697.836067 4.5786588 8.4010736 34332.54244 3.441663e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15649.94359 15697.032238 4.5711859 8.3923209 34325.58813 3.442168e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15652.75919 15693.961763 4.5753256 8.4010296 34334.48443 3.441857e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 8595.50493 8631.374795 1.0537459 1.9487937 17858.10850 1.793100e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 8463.70175 8499.571616 1.0302063 1.9173233 17663.36258 1.773626e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 15662.35022 15691.780631 4.5870291 8.4633354 34428.92954 3.448899e+04
mod Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 8507.46543 8543.335299 1.0379634 1.9333027 17772.37104 1.784527e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 15663.14693 15698.463421 4.5859917 8.4609709 34429.41068 3.450148e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15653.35897 15694.561541 4.5758414 8.4419657 34406.15300 3.449024e+04
obs Atlanto-Pacific (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 15655.93514 15691.251632 4.5797792 8.4490138 34412.16702 3.448424e+04
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4123.71560 4157.013259 0.7139744 1.3068169 8730.97736 8.799371e+03
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 4135.82566 4169.123313 0.7162534 1.3157645 8800.44830 8.868842e+03
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 3952.96872 3986.266375 0.6826032 1.2601429 8426.12563 8.494519e+03
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3771.48672 3810.333981 0.6504270 1.2278386 8245.50626 8.325299e+03
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 3957.18181 3990.479463 0.6833605 1.2619607 8439.74679 8.508140e+03
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 3796.31455 3835.161815 0.6546905 1.2332873 8280.84898 8.360642e+03
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 8848.65631 8880.414416 4.8877246 8.5373921 16578.06250 1.664138e+04
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8837.46562 8874.516742 4.8658443 8.5049823 16560.65478 1.663452e+04
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 8837.24610 8879.590242 4.8621723 8.4935977 16556.40147 1.664082e+04
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 8850.61249 8887.663610 4.8876517 8.5334079 16578.96907 1.665284e+04
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 3960.42888 3993.726539 0.6839446 1.2634909 8451.37122 8.519765e+03
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3809.29502 3848.142286 0.6569307 1.2364556 8302.04823 8.381841e+03
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 8812.50813 8844.266237 4.8279965 8.4478863 16518.61486 1.658193e+04
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8807.31954 8844.370663 4.8162060 8.4295715 16510.29580 1.658417e+04
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 8804.60523 8846.949375 4.8084894 8.4048020 16496.12775 1.658055e+04
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8813.26214 8850.313263 4.8259508 8.4342920 16512.28109 1.658615e+04
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4154.88913 4188.186789 0.7198557 1.3145447 8778.09911 8.846493e+03
mod Atlanto-Pacific (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 4166.77296 4200.070611 0.7221104 1.3178568 8799.09187 8.867485e+03
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8902.50173 8939.552850 4.9746816 8.7621531 16739.31382 1.681318e+04
obs Atlanto-Pacific (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 8901.61859 8933.376698 4.9765718 8.7643015 16736.62464 1.679994e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12590.85956 12630.588384 4.4777753 8.1075422 25430.45420 2.551057e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 4206.03029 4241.200655 0.5427256 1.1737858 10636.71276 1.070858e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4175.47424 4216.506333 0.5393331 1.1622440 10521.12330 1.060497e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 12568.27784 12602.331117 4.4564433 8.0888089 25409.26185 2.547793e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4190.41778 4231.449865 0.5408876 1.1495560 10381.18879 1.046503e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 12555.65744 12595.386265 4.4413518 8.0679202 25391.07692 2.547119e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12557.64320 12603.047567 4.4413371 8.0545412 25377.57771 2.546914e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12569.43288 12609.161703 4.4555697 8.0727153 25392.53086 2.547265e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 4995.95115 5031.121511 0.6319092 1.2407863 11187.01786 1.125888e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 4206.12051 4241.290869 0.5427350 1.1748174 10647.64002 1.071951e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 4174.10175 4215.133844 0.5391905 1.1633078 10532.70546 1.061655e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4189.52702 4230.559112 0.5407948 1.1507899 10394.87693 1.047872e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12552.63958 12592.368405 4.4382430 8.0951645 25427.53269 2.550765e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12554.63882 12600.043185 4.4382422 8.0664268 25394.16834 2.548573e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12566.76535 12606.494169 4.4528130 8.0850565 25409.59020 2.548971e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 4206.26427 4241.434629 0.5427500 1.1736576 10635.32608 1.070719e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4179.04577 4220.077857 0.5397042 1.1625601 10524.10344 1.060795e+04
mod Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4193.19557 4234.227659 0.5411771 1.1497774 10383.21749 1.046706e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12534.70925 12580.113618 4.4177671 8.0860433 25426.28483 2.551785e+04
obs Atlanto-Pacific (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12548.93967 12588.668488 4.4344347 8.1077013 25444.95392 2.552507e+04
obs Indian1 (-Inf,26] cstar_tref ~ aou + oxygen + phosphate + nitrate 432.79623 447.381132 2.9618111 6.0129934 769.20809 7.967463e+02
obs Indian1 (-Inf,26] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 434.78292 451.798633 2.9615764 5.8669015 766.92485 7.990527e+02
mod Indian1 (-Inf,26] cstar_tref ~ aou + oxygen + phosphate + silicate 135.21130 148.702273 0.5834142 1.2474209 256.23464 2.816595e+02
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 134.59586 150.335330 0.5726162 1.3345975 272.48323 3.021456e+02
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 176.32210 189.813071 0.7825408 1.5385077 311.35363 3.367785e+02
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 431.10146 448.117178 2.8973840 5.8623322 765.84362 7.979715e+02
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 433.09835 452.544883 2.8973303 5.7178062 763.44640 8.001640e+02
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 109.18224 124.921702 0.4775600 1.0156270 209.49219 2.391545e+02
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 135.56675 151.306220 0.5766011 1.3108722 269.45341 2.991158e+02
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 176.27901 189.769983 0.7823000 1.5193787 308.57783 3.340027e+02
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 431.07471 448.090424 2.8969226 5.8621277 765.82795 7.979559e+02
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 433.06994 452.516479 2.8968405 5.7204751 763.56127 8.002789e+02
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 109.85039 125.589854 0.4798446 0.9907379 204.56354 2.342259e+02
obs Indian1 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate 431.90084 446.485742 2.9460675 5.9546579 766.51334 7.940515e+02
obs Indian1 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 433.89587 450.911588 2.9459804 5.8117520 764.28322 7.964111e+02
mod Indian1 (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 125.25189 138.742860 0.5433528 1.0875933 224.79393 2.502188e+02
mod Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 181.98606 195.477029 0.8148490 1.5492014 313.88466 3.393095e+02
obs Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 431.61236 446.197266 2.9410131 5.9350975 765.60622 7.931444e+02
obs Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 433.60976 450.625474 2.9409674 5.7952018 763.48075 7.956087e+02
mod Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 123.25915 136.750121 0.5356736 1.0492173 216.53115 2.419560e+02
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 1125.59653 1146.354040 2.5867850 5.0318128 1840.74701 1.879648e+03
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 363.21564 385.288677 0.6638860 1.5443768 818.96429 8.630290e+02
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1125.38061 1149.597706 2.5746177 4.9395534 1832.40617 1.877790e+03
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 287.37848 312.604817 0.5301434 1.2354761 669.26812 7.196278e+02
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1125.76613 1153.442809 2.5657889 4.9257479 1834.15129 1.886019e+03
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 304.95200 327.025041 0.5609986 1.6408259 830.49496 8.745596e+02
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1126.46115 1150.678245 2.5805436 5.0218939 1843.15406 1.888538e+03
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 1125.00890 1145.766412 2.5835528 5.0164373 1838.64581 1.877547e+03
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 360.75699 382.830030 0.6591852 1.5335541 814.11945 8.581841e+02
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1124.48906 1148.706154 2.5697385 4.9222429 1829.91243 1.875297e+03
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 284.97477 310.201100 0.5264732 1.2244308 663.26961 7.136292e+02
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1124.75104 1152.427724 2.5602534 4.9076030 1831.50756 1.883375e+03
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 302.40936 324.482403 0.5568912 1.6336557 826.98091 8.710456e+02
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1125.77766 1149.994762 2.5767937 5.0058465 1840.93540 1.886320e+03
mod Indian1 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 385.10031 404.020058 0.7113335 1.6227078 850.63914 8.884089e+02
mod Indian1 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 334.50571 356.578751 0.6110225 1.3340742 722.88079 7.669455e+02
mod Indian1 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 380.63409 399.553842 0.7022105 1.6026503 842.04485 8.798146e+02
obs Indian1 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 1122.70330 1143.460815 2.5709102 5.1006864 1848.21240 1.887113e+03
mod Indian1 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 329.05511 351.128151 0.6014724 1.3131511 712.00807 7.560728e+02
obs Indian1 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1122.97907 1147.196165 2.5614958 5.0847372 1849.70186 1.895086e+03
obs Indian1 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate 900.07894 919.269926 2.8131876 5.4449571 1604.19149 1.641243e+03
obs Indian1 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 901.10314 923.492617 2.8056146 5.4314305 1606.55890 1.649786e+03
obs Indian1 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate + nitrate 904.26051 923.451492 2.8458720 5.4763962 1608.23580 1.645287e+03
obs Indian1 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 904.46961 926.859090 2.8318275 5.4568257 1609.83505 1.653062e+03
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 213.43140 233.001936 0.5516498 1.6543851 539.87824 5.778919e+02
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 226.98824 243.762980 0.5882770 1.5309689 519.13234 5.517155e+02
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 897.20972 919.599201 2.7756011 5.4072549 1603.30951 1.646536e+03
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 189.56952 209.140053 0.4998513 1.3167976 454.22139 4.922350e+02
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 213.70862 233.279150 0.5522821 1.6548333 540.12106 5.781347e+02
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 226.15901 242.933753 0.5862647 1.5277042 518.02926 5.506124e+02
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 896.68657 919.076051 2.7715928 5.4016340 1602.60861 1.645835e+03
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 189.35677 208.927300 0.4994120 1.3147891 453.61255 4.916262e+02
mod Indian1 (26.5,26.75] cstar_tref ~ temp + aou + phosphate 228.21096 242.189914 0.5961635 1.5862164 528.45294 5.556055e+02
obs Indian1 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 895.81795 915.008931 2.7802685 5.4333722 1602.27187 1.639323e+03
obs Indian1 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 897.79186 920.181335 2.7800681 5.4254817 1605.40398 1.648631e+03
mod Indian1 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 217.36172 234.136468 0.5653352 1.4629261 499.40664 5.319898e+02
mod Indian1 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate 226.72106 240.700009 0.5925044 1.5796713 526.36167 5.535143e+02
obs Indian1 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 895.23929 914.430270 2.7758278 5.4281611 1601.60899 1.638660e+03
obs Indian1 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 897.21885 919.608332 2.7756711 5.4193345 1604.63906 1.647866e+03
mod Indian1 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 215.37992 232.154661 0.5607245 1.4548584 496.62991 5.292130e+02
obs Indian1 (26.75,27] cstar_tref ~ oxygen + phosphate + nitrate + silicate 954.65190 974.102381 2.9295521 6.8030113 2048.15563 2.087244e+03
mod Indian1 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate 409.22063 427.442345 0.8787444 1.9989781 798.20968 8.333045e+02
obs Indian1 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate 956.40390 975.854379 2.9431619 6.8085507 2049.09421 2.088183e+03
obs Indian1 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 957.27357 979.965798 2.9343741 6.7542670 2047.34632 2.092950e+03
obs Indian1 (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 956.04113 978.733363 2.9248224 6.7571647 2047.38287 2.092986e+03
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 223.52151 244.780182 0.4777470 1.8394558 662.53051 7.034745e+02
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 958.35467 981.046898 2.9427786 6.7854839 2050.74958 2.096353e+03
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 958.83456 984.768537 2.9309681 6.7328079 2049.05978 2.101178e+03
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 337.80739 359.066061 0.6923831 2.0817529 781.76344 8.227074e+02
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 224.40021 245.658881 0.4791120 1.8410731 663.45480 7.043988e+02
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 955.53333 978.225555 2.9208959 6.7609544 2047.65953 2.093263e+03
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 956.28366 982.217636 2.9112553 6.7129107 2046.48996 2.098608e+03
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 339.61239 360.871058 0.6964527 2.0861025 783.61802 8.245620e+02
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 378.80765 400.066318 0.7909677 2.1970180 825.69953 8.666435e+02
mod Indian1 (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 222.81024 241.031955 0.4797502 1.8415239 659.83098 6.949258e+02
obs Indian1 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 957.06739 979.759615 2.9327740 6.7947942 2051.41767 2.097021e+03
mod Indian1 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 339.38645 357.608171 0.7004758 2.1014354 783.38606 8.184809e+02
mod Indian1 (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 225.32288 243.544591 0.4836800 1.8457425 662.39579 6.974906e+02
obs Indian1 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 954.37935 977.071581 2.9119924 6.7752806 2048.85766 2.094461e+03
mod Indian1 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 340.46647 358.688186 0.7029363 2.1042344 784.52550 8.196203e+02
mod Indian1 (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 469.00048 489.470360 0.6710926 2.3978414 1180.60417 1.220165e+03
obs Indian1 (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 973.70470 993.091357 3.1659856 7.6210088 2302.36750 2.342277e+03
mod Indian1 (27,27.25] cstar_tref ~ oxygen + nitrate + silicate 541.94110 558.999331 0.7932872 2.5908848 1265.85981 1.298827e+03
obs Indian1 (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 978.32480 997.711453 3.2053382 7.6169749 2302.56409 2.342474e+03
obs Indian1 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 971.02453 993.642288 3.1266138 7.5135500 2294.72599 2.341287e+03
mod Indian1 (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 538.81959 559.289466 0.7842700 2.5799434 1264.35703 1.303918e+03
mod Indian1 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 513.40023 533.870101 0.7410097 2.0956537 1138.60212 1.178163e+03
obs Indian1 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 974.28959 996.907353 3.1540290 7.5393338 2297.82294 2.344384e+03
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 972.00048 997.849353 3.1180646 7.5049885 2297.70068 2.350914e+03
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 980.31641 1002.934167 3.2052663 7.6190198 2306.77253 2.353334e+03
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 554.02374 574.493614 0.8113432 2.3542620 1225.55449 1.265115e+03
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 970.62466 996.473525 3.1066153 7.4888824 2295.84479 2.349058e+03
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 978.67455 1001.292309 3.1912260 7.6015783 2304.78223 2.351344e+03
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 625.98780 646.457680 0.9527240 2.5892617 1318.48943 1.358050e+03
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate 630.29065 647.348877 0.9662224 2.4594256 1288.16157 1.321129e+03
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 520.51582 540.985701 0.7528731 2.1440838 1155.20001 1.194761e+03
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate + silicate 632.29064 652.760518 0.9662224 2.3402693 1262.55543 1.302116e+03
obs Indian1 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 970.62888 993.246636 3.1233080 7.5225786 2295.59942 2.342161e+03
mod Indian1 (27,27.25] cstar_tref ~ temp + nitrate + silicate 566.21082 583.269046 0.8374476 2.5922673 1281.55526 1.314522e+03
obs Indian1 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 969.15669 991.774449 3.1110378 7.5085576 2293.94731 2.340509e+03
obs Indian1 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 1169.84788 1190.806252 2.6207604 6.7815760 2814.67677 2.857592e+03
obs Indian1 (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 1177.46556 1198.423929 2.6621625 6.7579971 2813.25936 2.856175e+03
obs Indian1 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1157.93535 1182.386784 2.5468006 6.6071328 2790.73205 2.840800e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate 854.11041 876.850167 0.8769477 2.0252929 1943.73466 1.989553e+03
obs Indian1 (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1174.32310 1198.774527 2.6341421 6.6811557 2805.23389 2.855302e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 854.57879 877.318555 0.8775760 1.9253317 1880.76639 1.926585e+03
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1146.42631 1174.370805 2.4769836 6.5201340 2778.78891 2.836009e+03
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1144.54842 1168.999848 2.4776060 6.8031909 2813.66933 2.863737e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 964.92490 987.664662 1.0388696 2.1238233 2015.25422 2.061073e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + nitrate 966.54247 985.492266 1.0446320 2.1585646 2033.11240 2.071294e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 921.99936 944.739119 0.9728725 2.0446476 1963.87166 2.009690e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 862.77348 885.513237 0.8886413 1.9373018 1889.55839 1.935377e+03
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1149.83339 1177.777878 2.4944094 6.5377701 2782.22585 2.839446e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 968.41325 991.153010 1.0444256 2.1312473 2019.93295 2.065751e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + phosphate 1012.25626 1031.206060 1.1202629 2.2013088 2058.08862 2.096271e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 867.38685 890.126616 0.8949320 1.9381937 1890.59993 1.936418e+03
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1174.35185 1198.803277 2.6342979 6.7079144 2809.02345 2.859091e+03
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 950.78625 973.526013 1.0166516 2.0662373 1978.18141 2.024000e+03
obs Indian1 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1144.61249 1169.063916 2.4779327 6.5224169 2775.16442 2.825232e+03
obs Indian1 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1148.39341 1172.844841 2.4972854 6.5432177 2779.15082 2.829219e+03
obs Indian1 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1200.45927 1224.910699 2.7796796 7.6069365 3297.73823 3.349155e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1094.30896 1118.464157 0.8942212 2.2595505 2850.48581 2.899976e+03
obs Indian1 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1222.75995 1247.211385 2.9102002 7.6033014 3300.42233 3.351839e+03
obs Indian1 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1205.44416 1229.895586 2.8083374 7.4972701 3282.48803 3.333905e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 1083.72429 1107.879488 0.8828628 2.0847930 2711.41456 2.760905e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 1103.37604 1127.531234 0.9040672 2.2597928 2852.43753 2.901928e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate 1038.14596 1062.301156 0.8355778 2.2285833 2814.55138 2.864042e+03
obs Indian1 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1214.24010 1238.691530 2.8596273 7.5838006 3296.49535 3.347912e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 1139.31917 1163.474368 0.9441767 2.2426951 2844.92293 2.894414e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 1095.57546 1119.730660 0.8955900 2.2455664 2840.35327 2.889844e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1095.71219 1123.893252 0.8935769 2.2318016 2833.67684 2.891416e+03
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1199.63831 1227.582804 2.7635919 7.3329696 3260.70594 3.319468e+03
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1221.92424 1246.375671 2.9052002 7.5688683 3295.20786 3.346625e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 1085.74548 1109.900678 0.8850205 2.2440797 2837.28259 2.886773e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1087.23795 1115.419010 0.8844782 2.2360982 2835.24231 2.892981e+03
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1199.48917 1227.433662 2.7627439 7.3246896 3259.42384 3.318186e+03
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1221.56527 1246.016697 2.9030551 7.5565728 3293.33240 3.344749e+03
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate 1053.14910 1077.304300 0.8508563 2.1539676 2762.31196 2.811803e+03
obs Indian1 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1200.23783 1224.689256 2.7784134 7.6006192 3296.78815 3.348205e+03
obs Indian1 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1200.01263 1224.464064 2.7771263 7.6214208 3299.74379 3.351161e+03
obs Indian1 (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 721.14356 742.124044 2.6381027 7.6359086 1988.70970 2.033019e+03
obs Indian1 (27.75,27.85] cstar_tref ~ aou + phosphate + nitrate + silicate 725.65844 743.641710 2.6968103 7.6959148 1991.33214 2.029312e+03
obs Indian1 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 715.90805 739.885746 2.5743979 7.5076639 1980.09312 2.030733e+03
obs Indian1 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 714.24204 735.222525 2.5773044 7.5142486 1976.73567 2.021045e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 290.05587 307.091732 0.4533864 1.7074598 1063.49155 1.097761e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate 264.37491 284.817941 0.4261024 1.3955881 920.38320 9.615067e+02
obs Indian1 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 730.14437 751.124857 2.7195546 7.6558965 1992.58748 2.036897e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 250.16762 270.610653 0.4127429 1.6462722 1017.93916 1.059063e+03
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 715.51346 739.491159 2.5709684 7.5005096 1979.38583 2.030025e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 243.18092 263.623953 0.4063276 1.7261652 1042.33246 1.083456e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + nitrate 295.75316 312.789020 0.4592152 1.7544348 1084.16830 1.118438e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 267.79501 288.238039 0.4293825 1.7233284 1057.75362 1.098877e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 249.93798 270.381007 0.4125304 1.6339528 1013.13292 1.054256e+03
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 713.56412 737.541821 2.5540926 7.4826919 1977.35737 2.027997e+03
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 713.01601 733.996500 2.5666513 7.7893418 1998.80382 2.043113e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 242.48516 262.928191 0.4056942 1.7297418 1043.11439 1.084238e+03
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate 244.28908 264.732112 0.4073384 1.4879707 950.65805 9.917815e+02
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 305.79649 326.239517 0.4675720 1.5423061 1009.62600 1.050749e+03
obs Indian1 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 719.26711 740.247596 2.6214317 7.6192780 1986.83659 2.031146e+03
obs Indian1 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 717.10449 738.084977 2.6023489 7.6001792 1984.67265 2.028982e+03
obs Indian1 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 1189.07382 1209.728330 3.0920686 7.6942206 2779.84175 2.822042e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate 287.40656 307.982635 0.4426496 1.3012650 1044.11111 1.086789e+03
obs Indian1 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1207.56562 1231.662548 3.2044384 7.7919458 2798.62522 2.847859e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 302.87733 323.453403 0.4579251 1.0381634 829.15519 8.718327e+02
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 284.17127 304.747341 0.4395201 1.3181179 1054.40338 1.097081e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 253.84228 277.847704 0.4094385 1.2794275 1020.28460 1.070075e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 265.19622 289.201637 0.4197611 1.2460747 1001.35291 1.051143e+03
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1182.73152 1210.270859 3.0236187 7.5884838 2773.13906 2.829406e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 255.10970 279.115115 0.4105781 0.9849598 777.42244 8.272129e+02
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1185.58851 1209.685436 3.0555736 7.6589810 2778.50263 2.827736e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 284.44885 305.024926 0.4397878 1.3260941 1059.81740 1.102495e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 252.84736 276.852781 0.4085461 1.2873086 1025.18969 1.074980e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 264.27924 288.284661 0.4189178 1.2457427 1000.79967 1.050590e+03
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1185.29562 1212.834963 3.0404465 7.6163462 2776.99727 2.833265e+03
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1187.40333 1211.500255 3.0676001 7.6794516 2781.29975 2.830534e+03
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate 277.25240 297.828475 0.4329017 1.2602078 1012.11495 1.054793e+03
obs Indian1 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1182.69290 1206.789826 3.0364825 7.6301666 2774.47369 2.823708e+03
obs Indian1 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 1188.82427 1209.478781 3.0903988 7.7006784 2780.53797 2.822738e+03
obs Indian1 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1184.72678 1208.823699 3.0498796 7.6640600 2778.89379 2.828128e+03
obs Indian1 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 1189.61971 1210.274220 3.0957243 7.7214010 2783.12052 2.825321e+03
obs Indian1 (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1783.52566 1810.669808 2.8846071 6.8917428 4554.01461 4.610534e+03
obs Indian1 (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 1789.13518 1812.401597 2.9155145 6.9468293 4563.53173 4.611977e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 509.48418 532.916355 0.4765574 1.2045677 1504.02085 1.552055e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate 525.95020 549.382376 0.4873689 1.1756394 1470.41588 1.518450e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 545.50639 568.938565 0.5005286 1.2054616 1511.30954 1.559344e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 571.44087 594.873041 0.5185299 1.1317236 1412.87958 1.460914e+03
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1771.27823 1802.300116 2.8276171 6.7669873 4527.01836 4.591612e+03
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 1770.94623 1798.090379 2.8342305 6.7783720 4525.87503 4.582394e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 527.10944 550.541613 0.4881393 1.1836065 1480.85380 1.528888e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + nitrate 532.27517 551.801976 0.4929281 1.2070056 1507.57507 1.547603e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 532.64855 556.080722 0.4918369 1.1831126 1481.00059 1.529035e+03
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1772.77284 1803.794731 2.8335423 6.7556808 4524.20806 4.588801e+03
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1772.47804 1799.622194 2.8403176 6.7645667 4522.44157 4.578961e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 526.45262 549.884791 0.4877026 1.1817351 1478.35482 1.526389e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 528.35500 551.787171 0.4889683 1.2011650 1503.30239 1.551336e+03
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 525.64669 549.078857 0.4871674 1.2061118 1509.00544 1.557040e+03
obs Indian1 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1780.91024 1808.054386 2.8740600 6.8153161 4535.12037 4.591640e+03
obs Indian1 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 1787.68555 1810.951964 2.9096012 6.8587258 4541.85424 4.590299e+03
obs Indian1 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1781.70896 1808.853112 2.8772769 6.8030849 4532.06250 4.588582e+03
obs Indian1 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 1788.56895 1811.835368 2.9132033 6.8440268 4538.17625 4.586621e+03
mod Indian1 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate 149.50267 169.585316 0.3356954 0.9149810 632.91130 6.745845e+02
obs Indian1 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1278.30871 1302.902711 3.0958762 6.3492426 2939.83937 2.990746e+03
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 1282.73020 1303.810770 3.1362177 6.3336584 2931.26758 2.974902e+03
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1281.81106 1306.405065 3.1178141 6.3135698 2932.01424 2.982921e+03
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1279.36896 1307.476390 3.0900161 6.2855948 2931.53702 2.989716e+03
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1277.74323 1302.337234 3.0923487 6.2897393 2928.27068 2.979177e+03
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 151.78613 171.868777 0.3375254 0.9185567 636.81959 6.784928e+02
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 181.71529 201.797936 0.3624552 0.9206179 645.06558 6.867388e+02
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 1285.13006 1306.210631 3.1514288 6.3266740 2929.25109 2.972885e+03
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1283.83473 1308.428727 3.1305607 6.3028390 2929.36309 2.980269e+03
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1280.42956 1308.536987 3.0966306 6.2627491 2926.72564 2.984904e+03
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1278.76986 1303.363865 3.0987559 6.2693429 2923.96012 2.974866e+03
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 151.23102 171.313663 0.3370796 0.9177408 635.92040 6.775936e+02
mod Indian1 (28.05,28.1] cstar_tref ~ temp + aou + nitrate 262.70596 279.441493 0.4416411 0.9260112 647.48354 6.822112e+02
mod Indian1 (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 264.68878 284.771426 0.4416231 0.9257633 651.21008 6.928833e+02
mod Indian1 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 261.40512 281.487767 0.4381838 0.9187258 643.89797 6.855712e+02
mod Indian1 (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 262.33828 279.073818 0.4412547 0.9291023 650.97888 6.857065e+02
mod Indian1 (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 264.33500 284.417644 0.4412512 0.9288425 654.69186 6.963650e+02
mod Indian1 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 260.96661 281.049258 0.4377265 0.9216454 647.24093 6.889141e+02
obs Indian1 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1291.42184 1316.015846 3.1788158 6.3548766 2937.70570 2.988612e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1213.32362 1241.528003 0.5065577 0.8520420 1939.72142 1.997390e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1212.70115 1245.606269 0.5057413 0.8501400 1934.78550 2.002066e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1237.82293 1270.728044 0.5136157 0.8549810 1942.16037 2.009441e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 1235.84109 1264.045481 0.5136215 0.8551870 1939.35501 1.997024e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate 1235.84928 1264.053662 0.5136240 0.8615357 1976.29145 2.033960e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1212.84351 1245.748628 0.5057856 0.8500579 1934.19156 2.001472e+03
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate 4238.63520 4271.810555 2.9471706 6.8079309 9542.95828 9.610166e+03
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 4240.49897 4278.413661 2.9469331 6.7896350 9537.86722 9.614676e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1237.82940 1270.734514 0.5136178 0.8549298 1941.85416 2.009135e+03
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4231.18851 4269.103199 2.9307426 6.8320397 9557.46146 9.634270e+03
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 4229.18991 4262.365271 2.9307451 6.8532443 9563.81491 9.631022e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 1234.81557 1263.019960 0.5132976 0.8596593 1966.30118 2.023970e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1211.16256 1244.067677 0.5052630 0.8479438 1923.21601 1.990496e+03
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate 4261.08619 4289.522211 2.9901204 6.8592075 9567.52431 9.625131e+03
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1236.79929 1269.704412 0.5132925 0.8531159 1932.05575 1.999336e+03
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4261.50129 4294.676645 2.9873175 6.8393179 9561.48571 9.628693e+03
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4227.93934 4265.854030 2.9251134 6.7759439 9529.34361 9.606152e+03
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4225.95745 4259.132807 2.9251448 6.7920970 9533.34136 9.600549e+03
obs Indian1 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 4263.54998 4296.725332 2.9909411 6.8577555 9570.86584 9.638073e+03
obs Indian1 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4267.79923 4300.974583 2.9984708 6.8708974 9577.88516 9.645092e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate 207.77714 218.482280 2.2384904 6.1203378 1135.60954 1.164950e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 206.05043 218.539756 2.1456718 5.9798307 1131.80368 1.166035e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate 77.84767 89.781575 0.4451972 2.8968359 1215.27552 1.248168e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 40.07938 54.002266 0.3080594 2.5968132 1146.09515 1.184469e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 39.99029 51.924193 0.3135585 2.2659213 1066.74802 1.099640e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 206.21982 216.924953 2.1992246 6.0123484 1128.15762 1.157498e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 206.10553 218.594860 2.1470158 5.8361908 1119.13819 1.153369e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 206.35867 220.632187 2.1048162 5.7862840 1120.70118 1.159822e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 30.44140 44.364285 0.2817589 1.9846631 992.76038 1.031135e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 204.41207 216.901400 2.1060939 5.8827263 1125.17658 1.159408e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 80.06345 91.997355 0.4544255 2.8093838 1197.93778 1.230830e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 41.55836 55.481251 0.3123070 2.5966933 1146.64582 1.185020e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 37.76508 49.698988 0.3071642 2.2354828 1058.50036 1.091393e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 205.54896 216.254094 2.1825227 5.9908343 1127.07003 1.156411e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 205.33620 217.825531 2.1283276 5.8138118 1118.03855 1.152270e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 205.54182 219.815334 2.0853688 5.7634125 1119.57726 1.158698e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 30.54203 44.464917 0.2820216 1.9680030 988.00720 1.026382e+03
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 203.59905 216.088377 2.0867256 5.8594901 1124.02542 1.158256e+03
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 80.78163 92.715538 0.4574574 2.8097972 1198.11527 1.231008e+03
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 109.18596 121.119866 0.5950746 2.9809826 1233.40585 1.266298e+03
mod Indian2 (26,26.5] cstar_tref ~ aou + oxygen + phosphate 394.56166 409.968679 0.7987976 2.5176146 2322.00383 2.358373e+03
mod Indian2 (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 395.19483 413.683258 0.7954141 2.3890247 2250.66694 2.294310e+03
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 351.94976 370.438186 0.6954515 2.3342773 2234.78408 2.278427e+03
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 533.66927 549.359992 3.2013820 6.1942184 2220.76589 2.259305e+03
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 527.84762 546.153461 3.0797904 6.0725449 2216.92602 2.261889e+03
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 522.98602 543.906987 2.9769321 5.9568290 2211.19696 2.262583e+03
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 345.50317 367.073001 0.6774459 2.1505427 2126.06981 2.176986e+03
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 530.98904 549.294883 3.1280605 6.1079575 2217.20002 2.262163e+03
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 352.99694 371.485370 0.6977169 2.3140677 2222.32608 2.265969e+03
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 535.44286 551.133579 3.2296144 6.2190192 2221.77541 2.260315e+03
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 529.51463 547.820475 3.1053117 6.0945037 2217.79977 2.262763e+03
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 524.31106 545.232020 2.9965236 5.9755738 2212.33272 2.263719e+03
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 348.30998 369.879810 0.6833769 2.1299685 2111.11945 2.162036e+03
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 532.47755 550.783389 3.1511958 6.1303237 2218.51659 2.263479e+03
mod Indian2 (26,26.5] cstar_tref ~ temp + aou + phosphate 380.26885 395.675877 0.7641163 2.4171009 2269.51639 2.305885e+03
obs Indian2 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 522.41843 540.724274 2.9981169 6.4883400 2313.90862 2.358871e+03
mod Indian2 (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 381.98177 400.470192 0.7634353 2.2774591 2187.34951 2.230992e+03
mod Indian2 (26,26.5] cstar_tref ~ temp + oxygen + phosphate 377.55697 392.963987 0.7577079 2.3869778 2252.67193 2.289041e+03
obs Indian2 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 524.03674 542.342586 3.0222326 6.5079875 2314.67377 2.359637e+03
mod Indian2 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 379.42815 397.916574 0.7574049 2.2437607 2166.75822 2.210401e+03
obs Indian2 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate 2096.37446 2119.967926 3.8400440 7.3765072 4243.29872 4.290811e+03
obs Indian2 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2093.68421 2121.209924 3.8162312 7.3525990 4242.58700 4.298018e+03
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 600.76366 621.572018 0.8379297 1.9255299 1706.88376 1.751075e+03
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 451.90013 476.176548 0.6095108 1.2436505 1167.29357 1.218850e+03
obs Indian2 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2063.37346 2090.899173 3.6658616 7.1335530 4196.66582 4.252097e+03
obs Indian2 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2064.69642 2096.154379 3.6625714 7.1297195 4199.86407 4.263214e+03
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 439.27046 463.546885 0.5934849 1.6767271 1544.46756 1.596024e+03
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 599.28524 620.093596 0.8353202 1.9164564 1701.06557 1.745257e+03
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 451.13656 475.412982 0.6085297 1.2405831 1164.13088 1.215687e+03
obs Indian2 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2071.12535 2098.651070 3.7037448 7.1598651 4201.75715 4.257188e+03
obs Indian2 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2072.23578 2103.693746 3.6993777 7.1549616 4204.74403 4.268094e+03
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 440.41225 464.688675 0.5949163 1.6713807 1541.04002 1.592597e+03
mod Indian2 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 463.28020 484.088562 0.6269612 1.2701032 1186.93572 1.231127e+03
obs Indian2 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 2061.38818 2084.981646 3.6659332 7.1785977 4202.93766 4.250450e+03
obs Indian2 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2062.69864 2090.224353 3.6625822 7.1735918 4205.87301 4.261304e+03
mod Indian2 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 480.59648 501.404846 0.6502890 1.7748195 1611.02591 1.655217e+03
mod Indian2 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 461.52353 482.331894 0.6246420 1.2699444 1187.62040 1.231812e+03
obs Indian2 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 2069.21448 2092.807954 3.7041827 7.2058811 4208.27506 4.255787e+03
obs Indian2 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2070.27933 2097.805044 3.6995914 7.1996288 4210.96224 4.266393e+03
mod Indian2 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 479.55360 500.361958 0.6488598 1.7686556 1606.91136 1.651103e+03
obs Indian2 (26.75,27] cstar_tref ~ aou + phosphate + nitrate + silicate 1589.49851 1611.701171 3.3838660 6.4946629 4349.40610 4.397336e+03
mod Indian2 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate 513.55090 533.576129 0.8079240 1.6540076 1464.40201 1.507989e+03
obs Indian2 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate 1575.35023 1597.552889 3.3047456 6.3740968 4320.82570 4.368756e+03
obs Indian2 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1572.77557 1598.678680 3.2795610 6.3430921 4318.20880 4.374127e+03
obs Indian2 (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate 1581.15649 1603.359156 3.3369893 6.4556929 4343.79549 4.391725e+03
obs Indian2 (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1574.60501 1600.508112 3.2896094 6.3829205 4330.44734 4.386365e+03
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 404.50025 424.525482 0.6216188 1.6367674 1491.98041 1.535567e+03
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 362.49168 385.854447 0.5592167 1.3137163 1229.42010 1.280271e+03
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1575.40377 1601.306874 3.2940063 6.3507805 4318.46115 4.374379e+03
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1570.81744 1600.420993 3.2579255 6.3143085 4315.73714 4.379644e+03
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 375.58676 398.949529 0.5771001 1.5433869 1428.06970 1.478921e+03
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 402.40622 422.431447 0.6184976 1.6286023 1486.15066 1.529737e+03
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 359.87474 383.237511 0.5557099 1.3116741 1228.25766 1.279109e+03
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1582.55432 1608.457422 3.3336307 6.3995900 4328.84009 4.384758e+03
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1576.60029 1606.203834 3.2895834 6.3546264 4324.56442 4.388471e+03
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 374.53115 397.893918 0.5756375 1.5379533 1423.92561 1.474777e+03
mod Indian2 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 360.53789 380.563119 0.5592789 1.4031751 1309.44750 1.353034e+03
obs Indian2 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1591.28729 1617.190398 3.3826710 6.4866541 4350.83548 4.406754e+03
mod Indian2 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 357.88233 377.907558 0.5557200 1.4148052 1320.17083 1.363758e+03
mod Indian2 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 379.58935 399.614579 0.5854876 1.7140994 1546.53454 1.590121e+03
mod Indian2 (27,27.25] cstar_tref ~ aou + phosphate + nitrate 452.28781 469.542999 0.6251129 1.8745322 2094.05559 2.132354e+03
obs Indian2 (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 1282.10436 1303.111906 3.2320324 6.7946837 3956.65347 4.002888e+03
mod Indian2 (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate 467.65955 484.914745 0.6460771 1.8947581 2108.83974 2.147138e+03
obs Indian2 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 1285.82629 1306.833835 3.2566757 6.8110246 3958.06563 4.004301e+03
obs Indian2 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1282.52884 1307.037645 3.2216570 6.7755100 3956.63003 4.010571e+03
mod Indian2 (27,27.25] cstar_tref ~ sal + oxygen + phosphate 529.45919 546.714383 0.7376991 1.8445501 2050.79403 2.089092e+03
mod Indian2 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 516.76128 537.467513 0.7147948 1.8116852 2031.11061 2.077068e+03
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 431.29852 452.004752 0.5950224 1.8648263 2091.15279 2.137111e+03
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 426.24877 450.406038 0.5860885 1.7906333 2035.65883 2.089276e+03
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1277.88819 1302.396999 3.1912897 6.7455293 3952.09709 4.006038e+03
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1279.37929 1307.389354 3.1879770 6.7417395 3955.45528 4.017102e+03
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 437.14508 457.851309 0.6025347 1.8837641 2105.90312 2.151861e+03
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 431.20862 455.365892 0.5923598 1.8125563 2053.45133 2.107069e+03
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1276.62369 1301.132497 3.1830648 6.7715574 3960.32774 4.014268e+03
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1277.96165 1305.971721 3.1787671 6.7651672 3963.08826 4.024735e+03
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + phosphate + silicate 510.96053 531.666759 0.7059522 1.7745584 1999.34249 2.045300e+03
mod Indian2 (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 424.27039 444.976625 0.5861157 1.8950986 2114.33026 2.160288e+03
obs Indian2 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 1281.88948 1302.897025 3.2306154 6.7890927 3955.27803 4.001513e+03
obs Indian2 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1281.30719 1305.815995 3.2136349 6.7720867 3956.68865 4.010629e+03
obs Indian2 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1279.79994 1304.308751 3.2037649 6.7961282 3964.57128 4.018512e+03
mod Indian2 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate 1037.03383 1057.138951 0.8415261 2.0740118 3205.72407 3.248313e+03
obs Indian2 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 1962.65726 1986.105763 3.4260603 6.7209861 5573.05922 5.623719e+03
mod Indian2 (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate 1046.21034 1066.315462 0.8509502 2.0585533 3187.85618 3.230445e+03
obs Indian2 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1964.57017 1991.926755 3.4256550 6.7166758 5575.33803 5.634441e+03
mod Indian2 (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate 1047.96362 1072.089755 0.8506954 1.8348344 2920.27581 2.971383e+03
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1933.03952 1964.304183 3.2730908 6.5493407 5539.60868 5.607155e+03
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1934.83839 1962.194973 3.2900285 6.5685284 5540.35353 5.599457e+03
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 1247.25162 1271.377757 1.0834531 2.2763648 3374.66671 3.425773e+03
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1930.69502 1961.959679 3.2626810 6.5636566 5547.62478 5.615171e+03
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1932.31106 1959.667638 3.2787504 6.5839364 5548.99738 5.608101e+03
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 1350.84884 1374.974982 1.2286033 2.3301854 3372.64839 3.423755e+03
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 1055.53888 1079.665016 0.8585521 1.9350428 3046.78594 3.097893e+03
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 1371.41637 1395.542508 1.2596559 2.3064542 3325.57508 3.376682e+03
mod Indian2 (27.25,27.5] cstar_tref ~ temp + aou + nitrate 1185.41859 1205.523706 1.0075688 2.1625011 3267.93041 3.310519e+03
obs Indian2 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1932.30676 1959.663343 3.2787312 6.5724086 5544.18653 5.603290e+03
obs Indian2 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 1933.91000 1957.358502 3.2948223 6.5895480 5544.22829 5.594888e+03
mod Indian2 (27.25,27.5] cstar_tref ~ temp + nitrate + silicate 1245.96176 1266.066874 1.0843872 2.2911933 3386.73208 3.429321e+03
obs Indian2 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1929.76760 1957.124185 3.2674393 6.5834094 5550.94271 5.610046e+03
obs Indian2 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 1931.21394 1954.662441 3.2827750 6.6014337 5551.50586 5.602166e+03
mod Indian2 (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 1058.76878 1078.873899 0.8640187 2.0271251 3150.63245 3.193221e+03
mod Indian2 (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate + silicate 1082.86607 1107.290493 0.8332908 1.7340394 3166.37549 3.218817e+03
mod Indian2 (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate + silicate 1082.72310 1107.147525 0.8331532 1.7226428 3146.40878 3.198850e+03
mod Indian2 (27.5,27.75] cstar_tref ~ phosphate + nitrate + silicate 1080.99598 1101.349669 0.8334158 1.8172670 3301.58485 3.345286e+03
obs Indian2 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 1905.73193 1928.810564 3.7347030 6.7722548 5520.43823 5.570925e+03
obs Indian2 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1906.41624 1933.341316 3.7276090 6.7553032 5518.49381 5.577395e+03
mod Indian2 (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 1082.10957 1106.533998 0.8325632 1.7335882 3166.10238 3.218544e+03
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1872.35783 1903.129345 3.5383464 6.5440313 5476.04610 5.543362e+03
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1873.94888 1900.873951 3.5567559 6.5880905 5487.73760 5.546639e+03
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 1392.85852 1417.282950 1.1919449 2.0800405 3454.07244 3.506514e+03
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1884.39609 1915.167598 3.6004391 6.6144699 5492.03289 5.559349e+03
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1887.87094 1914.796007 3.6290374 6.6714955 5506.87543 5.565777e+03
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 1393.53024 1417.954668 1.1928698 2.0810382 3454.87346 3.507315e+03
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 1337.35935 1361.783781 1.1179532 1.9727707 3338.38367 3.390825e+03
mod Indian2 (27.5,27.75] cstar_tref ~ temp + aou + phosphate 1359.73226 1380.085947 1.1498641 2.0723698 3478.85653 3.522558e+03
obs Indian2 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1875.13428 1902.059355 3.5628539 6.6916474 5533.98475 5.592886e+03
obs Indian2 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 1881.52848 1904.607108 3.6063357 6.7357757 5538.67317 5.589160e+03
mod Indian2 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 1352.76406 1373.117744 1.1406489 2.0419163 3435.18077 3.478882e+03
obs Indian2 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1884.01844 1910.943511 3.6088900 6.7616834 5553.75021 5.612652e+03
obs Indian2 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1891.02788 1914.106517 3.6561829 6.8099529 5559.20071 5.609688e+03
mod Indian2 (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate + silicate 1082.27430 1106.698726 0.8327215 1.7029432 3111.44588 3.163887e+03
mod Indian2 (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 551.83201 567.511006 1.1908711 2.4334345 1461.69530 1.495458e+03
mod Indian2 (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 558.52511 574.204107 1.2145463 2.4450786 1463.03705 1.496800e+03
obs Indian2 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 803.87584 825.224831 3.0426073 6.0494673 2319.69744 2.366926e+03
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 803.51091 827.909757 3.0196318 5.7620578 2266.46867 2.320444e+03
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 808.93233 830.281325 3.0923197 5.8787114 2279.36920 2.326598e+03
mod Indian2 (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 549.78275 568.597536 1.1767724 1.9491554 1200.14783 1.240663e+03
mod Indian2 (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 552.46446 571.279250 1.1860908 2.2553523 1381.71319 1.422229e+03
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 803.16333 827.562180 3.0162697 5.7617694 2266.78871 2.320764e+03
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 808.34298 829.691975 3.0864840 5.8727308 2278.74884 2.325977e+03
mod Indian2 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 549.58599 568.400784 1.1760916 1.9489653 1200.30036 1.240816e+03
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 810.86957 832.218562 3.1115799 6.1032213 2323.66697 2.370896e+03
mod Indian2 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 536.90735 555.722138 1.1330426 1.8162851 1119.82556 1.160341e+03
mod Indian2 (27.75,27.85] cstar_tref ~ sal + temp + silicate 550.50290 566.181895 1.1862249 2.4424057 1466.36093 1.500124e+03
obs Indian2 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 812.07522 833.424212 3.1236271 5.8750814 2274.99183 2.322220e+03
obs Indian2 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 828.09925 846.398381 3.3093910 6.0979410 2296.99757 2.337479e+03
mod Indian2 (27.75,27.85] cstar_tref ~ temp + aou + silicate 560.40748 576.086472 1.2212892 2.4324960 1456.21315 1.489976e+03
obs Indian2 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 812.04096 833.389949 3.1232841 5.8780150 2275.66690 2.322896e+03
obs Indian2 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 828.03351 846.332643 3.3086938 6.0972890 2296.94150 2.337423e+03
mod Indian2 (27.75,27.85] cstar_tref ~ temp + oxygen + silicate 560.40034 576.079333 1.2212635 2.4334323 1456.64263 1.490405e+03
mod Indian2 (27.75,27.85] cstar_tref ~ temp + phosphate + silicate 570.47889 586.157886 1.2580071 2.4771748 1469.88771 1.503651e+03
mod Indian2 (27.85,27.95] cstar_tref ~ oxygen + phosphate + silicate 577.76010 593.807530 1.1414719 2.6166745 1997.79253 2.033671e+03
mod Indian2 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 591.88971 611.146622 1.1799353 2.4748061 1912.22232 1.955276e+03
mod Indian2 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 533.17925 552.436167 1.0050613 1.9630794 1618.49827 1.661552e+03
mod Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 530.13717 552.603577 0.9913103 2.6204033 2031.56748 2.081797e+03
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1239.47859 1263.233984 3.9205819 6.8232244 3265.97225 3.317755e+03
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1232.41962 1259.568645 3.8406880 6.6122147 3223.47248 3.282653e+03
mod Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 512.39261 534.859009 0.9443956 1.7712301 1484.84708 1.535077e+03
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1239.37594 1263.131332 3.9196673 6.7256790 3238.44511 3.290228e+03
mod Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 529.46491 551.931309 0.9894911 2.6215340 2032.30631 2.082536e+03
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1239.23639 1262.991783 3.9184244 6.7750095 3252.77440 3.304557e+03
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1231.39392 1258.542943 3.8317453 6.5698641 3212.62374 3.271804e+03
mod Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 511.96626 534.432664 0.9432962 1.7714908 1485.70280 1.535932e+03
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1237.48085 1261.236239 3.9028215 6.6594838 3222.17779 3.273960e+03
mod Indian2 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 646.00455 665.261469 1.3679515 2.6196020 1939.85784 1.982912e+03
obs Indian2 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1231.41447 1255.169859 3.8493817 6.6210144 3220.49831 3.272281e+03
mod Indian2 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 575.46029 594.717208 1.1281402 2.5999851 1995.71534 2.038769e+03
obs Indian2 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 1237.45465 1257.816412 3.9203685 6.7465209 3240.31698 3.284702e+03
obs Indian2 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1230.07720 1253.832593 3.8377002 6.5759456 3209.34446 3.261127e+03
mod Indian2 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 575.94510 595.202022 1.1296356 2.6009905 1995.94046 2.038994e+03
obs Indian2 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 1235.64076 1256.002529 3.9042402 6.6712434 3221.37051 3.265756e+03
mod Indian2 (27.95,28.05] cstar_tref ~ oxygen + phosphate + nitrate 819.03701 837.572562 0.9277219 1.9449193 2282.25863 2.321927e+03
mod Indian2 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 694.76784 717.010506 0.7521852 1.8230055 2211.97974 2.259582e+03
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 714.28020 736.522858 0.7769649 1.9401057 2315.18341 2.362785e+03
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 712.06934 738.019110 0.7715491 1.8726620 2259.51234 2.315048e+03
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1845.41367 1875.659614 4.0723927 6.7992495 5465.48082 5.532623e+03
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 681.65528 707.605054 0.7335375 1.7442042 2142.35865 2.197894e+03
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 1859.78910 1886.254304 4.1766164 6.9199160 5486.80189 5.545551e+03
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 709.53155 735.481320 0.7683034 1.8768780 2263.80928 2.319345e+03
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1842.71214 1869.177345 4.0679863 6.8912188 5512.46187 5.571211e+03
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1843.30364 1873.549585 4.0591536 6.7863852 5463.57525 5.530718e+03
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 679.52216 705.471927 0.7309428 1.7391463 2137.75602 2.193292e+03
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1857.28240 1883.747603 4.1604909 6.8967317 5480.46146 5.539211e+03
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 676.27803 698.520690 0.7294338 1.7088888 2103.23572 2.150838e+03
obs Indian2 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1844.26626 1870.731465 4.0777544 6.8132868 5467.06000 5.525809e+03
obs Indian2 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 1858.64031 1881.324768 4.1821063 6.9277447 5484.92109 5.535278e+03
obs Indian2 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 1847.75959 1870.444051 4.1124699 6.9376762 5516.54926 5.566906e+03
obs Indian2 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1841.89116 1868.356368 4.0628356 6.8001353 5465.64588 5.524395e+03
obs Indian2 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 1856.45506 1879.139522 4.1680268 6.9090579 5480.23683 5.530594e+03
mod Indian2 (27.95,28.05] cstar_tref ~ temp + phosphate + nitrate 688.36692 706.902472 0.7467064 1.7298354 2117.11356 2.156782e+03
mod Indian2 (27.95,28.05] cstar_tref ~ temp + phosphate + nitrate + silicate 689.98557 712.228233 0.7462336 1.6113727 1991.34805 2.038950e+03
mod Indian2 (28.05,28.1] cstar_tref ~ oxygen + phosphate + nitrate 240.21913 256.609705 0.4353326 0.9286752 855.74809 8.923991e+02
mod Indian2 (28.05,28.1] cstar_tref ~ sal + phosphate + nitrate 296.33083 312.721405 0.5023276 0.9546935 838.15414 8.748052e+02
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 290.26331 309.932000 0.4920952 0.9688612 878.74105 9.227223e+02
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 270.10884 293.055646 0.4650550 0.9203766 821.46806 8.727795e+02
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1259.27664 1283.553062 3.3475455 6.4988705 4717.87064 4.773708e+03
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1256.22280 1283.967279 3.3120431 6.4013070 4690.12416 4.753939e+03
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1267.28737 1291.563793 3.4046007 6.4986417 4701.26238 4.757100e+03
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 269.31266 292.259465 0.4641114 0.9218753 825.21905 8.765305e+02
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1256.43792 1280.714342 3.3275574 6.4657202 4709.41500 4.765253e+03
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1256.18266 1283.927140 3.3117627 6.4205601 4698.54283 4.762357e+03
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1266.02609 1290.302510 3.3955533 6.5077156 4707.83804 4.763676e+03
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate 214.73548 234.404164 0.4058563 0.8406562 724.89436 7.688756e+02
mod Indian2 (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 268.28480 287.953492 0.4652638 0.9553793 880.23560 9.242168e+02
obs Indian2 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1258.38428 1279.192638 3.3553771 6.5115540 4717.04285 4.764904e+03
obs Indian2 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1254.50065 1278.777066 3.3139851 6.4072005 4688.11747 4.743955e+03
mod Indian2 (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 267.60961 287.278296 0.4644631 0.9592801 887.67523 9.316565e+02
obs Indian2 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 1255.71021 1276.518575 3.3365011 6.4787585 4708.43717 4.756298e+03
obs Indian2 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1254.73826 1279.014682 3.3156469 6.4285290 4696.86055 4.752698e+03
mod Indian2 (28.05,28.1] cstar_tref ~ temp + phosphate + nitrate 215.79690 232.187474 0.4090383 0.8583137 751.79319 7.884442e+02
mod Indian2 (28.05,28.1] cstar_tref ~ temp + phosphate + nitrate + silicate 207.78144 227.450126 0.3987199 0.7996719 649.05257 6.930338e+02
mod Indian2 (28.1, Inf] cstar_tref ~ aou + nitrate + silicate 1654.40967 1677.165067 0.7832055 1.2760675 3461.43753 3.509899e+03
mod Indian2 (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1637.05880 1664.365283 0.7724544 1.2606165 3421.88307 3.480037e+03
mod Indian2 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 1724.90111 1752.207594 0.8224746 1.2897005 3398.99953 3.457153e+03
mod Indian2 (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 1618.99862 1646.305104 0.7625537 1.2728935 3516.05153 3.574205e+03
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1618.95139 1650.808953 0.7614394 1.2454275 3384.08451 3.451931e+03
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1683.92439 1715.781948 0.7976101 1.2630168 3350.16818 3.418014e+03
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3415.22783 3446.598872 3.2718994 5.9681483 7995.28310 8.060627e+03
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3342.05708 3377.909699 3.0888927 5.7849372 7923.96876 7.998648e+03
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 3406.95432 3438.325358 3.2512374 5.9690354 8002.08673 8.067431e+03
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1620.65593 1652.513492 0.7623670 1.2473689 3391.07477 3.458921e+03
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1688.10811 1719.965675 0.7999972 1.2667161 3361.46391 3.429310e+03
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3394.17441 3425.545452 3.2195775 5.9433360 7993.45610 8.058800e+03
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3347.74484 3383.597455 3.1023745 5.8200678 7944.80430 8.019483e+03
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3416.89697 3448.268012 3.2760838 6.0148041 8026.55410 8.091898e+03
mod Indian2 (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 1623.90591 1651.212391 0.7652313 1.2580433 3432.67741 3.490831e+03
obs Indian2 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3340.25929 3371.630328 3.0893710 5.8019245 7931.73335 7.997077e+03
obs Indian2 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 3416.74148 3443.630947 3.2807140 6.0073733 8016.03920 8.072048e+03
mod Indian2 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 1626.09254 1653.399026 0.7664274 1.2613872 3445.84908 3.504003e+03
obs Indian2 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate 3409.30546 3436.194925 3.2620875 5.9899782 8009.45834 8.065468e+03
obs Indian2 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3346.29306 3377.664095 3.1036770 5.8264841 7944.91305 8.010257e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 671.23059 692.489257 2.0440375 3.8705734 1425.04826 1.468773e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 599.91126 618.132976 1.6320947 3.2306158 1302.92565 1.340404e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 601.83900 623.097668 1.6317118 2.8251055 1199.87970 1.243605e+03
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 750.16062 766.733659 5.6722962 9.6878876 1464.44140 1.497984e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 703.87342 722.095139 2.2873724 4.1380454 1460.49599 1.497975e+03
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 751.96006 768.533109 5.7160841 9.6690198 1462.30933 1.495852e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 672.03019 693.288857 2.0493509 3.8754186 1425.75402 1.469479e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 590.59142 608.813134 1.5834485 3.1348563 1282.65650 1.320135e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 592.52296 613.781624 1.5830965 2.7452366 1180.85080 1.224576e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 822.57387 840.795589 3.3628702 6.0399372 1714.31356 1.751792e+03
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 750.52970 767.102744 5.6812501 9.7017747 1465.11743 1.498660e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate 653.12267 671.344385 1.9398848 5.8847944 1686.76211 1.724241e+03
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 652.83269 674.091354 1.9255152 3.7719219 1410.61055 1.454336e+03
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + phosphate + silicate 741.72576 758.298807 5.4714717 9.3552237 1447.66082 1.481204e+03
obs Indian3 (-Inf,26] cstar_tref ~ temp + aou + phosphate 738.30190 752.112774 5.4382796 9.4885379 1452.73170 1.480684e+03
obs Indian3 (-Inf,26] cstar_tref ~ temp + aou + silicate 752.92591 766.736782 5.7889940 9.8046768 1465.21240 1.493165e+03
obs Indian3 (-Inf,26] cstar_tref ~ temp + nitrate + silicate 752.50210 766.312972 5.7785187 9.7323428 1460.90755 1.488860e+03
obs Indian3 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate 727.98641 741.797278 5.2037496 9.0128394 1427.06860 1.455021e+03
obs Indian3 (-Inf,26] cstar_tref ~ temp + phosphate + nitrate + silicate 740.54223 757.115274 5.4438678 9.2917344 1444.15658 1.477700e+03
obs Indian3 (-Inf,26] cstar_tref ~ temp + phosphate + silicate 747.14535 760.956217 5.6477388 9.5379538 1451.49609 1.479449e+03
mod Indian3 (26,26.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 869.24572 892.807554 1.7847871 3.6976749 2475.26118 2.526496e+03
mod Indian3 (26,26.5] cstar_tref ~ sal + oxygen + nitrate + silicate 872.27900 892.474855 1.8059001 3.6943377 2466.38902 2.510304e+03
mod Indian3 (26,26.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 867.23661 890.798440 1.7764286 3.6170211 2443.58668 2.494821e+03
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 871.39099 894.952823 1.7937555 3.4404110 2362.00829 2.413243e+03
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 658.00686 681.568690 1.0895343 2.0678804 1747.73279 1.798967e+03
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + silicate 974.67210 993.591849 3.9092705 7.8827786 2380.36888 2.420393e+03
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 973.61458 992.534332 3.8973404 7.8339526 2374.66559 2.414690e+03
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 871.62452 895.186355 1.7947345 3.4415721 2362.32698 2.413562e+03
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 657.55465 681.116479 1.0883838 2.0642081 1745.29335 1.796528e+03
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 975.16039 994.080144 3.9147913 7.8861597 2380.58892 2.420613e+03
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + phosphate 975.99080 991.757254 3.9469470 7.7800045 2361.76624 2.395120e+03
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate 977.26238 996.182125 3.9386464 7.5470200 2334.95582 2.374980e+03
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 841.79905 865.360878 1.6739254 3.2703470 2308.56050 2.359795e+03
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 966.61402 988.687064 3.7972654 7.3748573 2322.04098 2.368736e+03
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 964.81357 983.733320 3.7994561 7.5214494 2337.94612 2.377971e+03
obs Indian3 (26,26.5] cstar_tref ~ temp + aou + nitrate + silicate 980.51797 999.437722 3.9758810 7.9472033 2385.94072 2.425965e+03
mod Indian3 (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 656.54619 676.742043 1.0909081 2.0817370 1754.03453 1.797950e+03
obs Indian3 (26,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 980.29029 999.210041 3.9732656 7.9509994 2386.51639 2.426541e+03
mod Indian3 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 655.77658 675.972434 1.0889483 2.0743391 1749.02718 1.792943e+03
obs Indian3 (26,26.5] cstar_tref ~ temp + phosphate + nitrate + silicate 982.27646 1001.196208 3.9961392 8.0203964 2394.29334 2.434318e+03
mod Indian3 (26.5,26.75] cstar_tref ~ aou + phosphate + nitrate + silicate 1069.95017 1092.923844 1.1466797 2.2597847 2214.31038 2.260781e+03
obs Indian3 (26.5,26.75] cstar_tref ~ aou + phosphate + silicate 1757.56292 1776.780645 3.0457932 6.3174544 3501.98436 3.540243e+03
obs Indian3 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 1759.47708 1782.538343 3.0454143 6.3111127 3504.68359 3.550594e+03
mod Indian3 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1132.02966 1158.832277 1.2526017 2.3347621 2257.46992 2.311686e+03
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1075.11701 1098.090685 1.1554257 2.2622701 2215.29210 2.261763e+03
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1723.11574 1746.177009 2.8890836 5.9155719 3417.65918 3.463569e+03
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 670.77022 697.572843 0.6356546 1.3616694 1500.04544 1.554261e+03
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1722.81159 1749.716404 2.8794520 5.8683853 3411.03908 3.464601e+03
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1070.01897 1092.992648 1.1467957 2.2423222 2202.56779 2.249039e+03
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1720.41603 1743.477301 2.8778018 5.8963111 3413.20133 3.459111e+03
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 667.34698 694.149602 0.6324626 1.3587221 1496.87222 1.551088e+03
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1720.21435 1747.119163 2.8686338 5.8522848 3407.26380 3.460826e+03
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + phosphate + nitrate 1785.65963 1808.720899 3.1631953 6.2387582 3490.91566 3.536826e+03
mod Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate 1073.12497 1092.269696 1.1554392 2.2911906 2230.42987 2.269156e+03
mod Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 724.43776 747.411432 0.6898811 1.5019988 1634.87250 1.681343e+03
obs Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 1735.90926 1758.970523 2.9431507 6.1231249 3463.39980 3.509310e+03
mod Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate 1068.18945 1087.334175 1.1470833 2.2665080 2214.75050 2.253476e+03
obs Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate 1741.05052 1760.268239 2.9737695 6.3851945 3513.33223 3.551591e+03
mod Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 713.57322 736.546890 0.6789463 1.4816485 1615.35510 1.661826e+03
obs Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1732.13500 1755.196266 2.9270958 6.0953413 3457.16459 3.503075e+03
mod Indian3 (26.75,27] cstar_tref ~ aou + phosphate + nitrate + silicate 1474.13517 1500.333994 0.8497538 1.5666419 2646.09317 2.697974e+03
mod Indian3 (26.75,27] cstar_tref ~ sal + aou + phosphate 1439.04858 1460.880935 0.8259397 1.4904587 2527.99208 2.571226e+03
obs Indian3 (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate 3694.41141 3722.051311 2.9129820 6.1171821 7509.17771 7.564425e+03
obs Indian3 (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 3697.12820 3724.768100 2.9183341 6.1335547 7516.94858 7.572196e+03
mod Indian3 (26.75,27] cstar_tref ~ sal + oxygen + phosphate 1500.93590 1522.768248 0.8710414 1.5688290 2642.05261 2.685287e+03
mod Indian3 (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate 1480.87850 1507.077325 0.8546909 1.4816973 2509.76414 2.561645e+03
mod Indian3 (26.75,27] cstar_tref ~ sal + phosphate + nitrate + silicate 1462.52326 1488.722086 0.8413189 1.4782268 2508.14266 2.560024e+03
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 1389.48960 1415.688424 0.7901534 1.4502098 2473.23681 2.525118e+03
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 3663.37626 3691.016166 2.8525336 6.0654088 7482.12250 7.537370e+03
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3665.23695 3697.483505 2.8522651 6.0443799 7476.44080 7.540896e+03
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 1382.22368 1408.422498 0.7852364 1.4399296 2457.25743 2.509139e+03
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3666.07569 3693.715595 2.8577412 6.0636051 7481.60613 7.536853e+03
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3667.99262 3700.239167 2.8575808 6.0443329 7476.72143 7.541177e+03
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + phosphate + nitrate 1517.18530 1543.384125 0.8817700 1.5184167 2562.36642 2.614248e+03
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1396.03510 1426.600392 0.7932450 1.4091173 2407.78510 2.468313e+03
obs Indian3 (26.75,27] cstar_tref ~ temp + aou + phosphate 3666.02416 3689.057413 2.8615060 6.1392821 7512.20883 7.558248e+03
obs Indian3 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 3668.00695 3695.646852 2.8614727 6.1238585 7509.26375 7.564511e+03
obs Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate 3668.02361 3691.056858 2.8653744 6.1321650 7509.26655 7.555306e+03
mod Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 1463.55310 1489.751922 0.8420636 1.5527357 2626.21032 2.678092e+03
obs Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 3670.02044 3697.660339 2.8653683 6.1182657 7506.98980 7.562237e+03
obs Indian3 (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 2115.27501 2139.357299 3.1654724 6.2532392 4673.66165 4.723032e+03
obs Indian3 (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 2113.45073 2137.533017 3.1584207 6.2533695 4674.16063 4.723531e+03
obs Indian3 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 2113.62520 2137.707491 3.1590945 6.2400924 4669.81727 4.719187e+03
obs Indian3 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2113.35866 2141.454665 3.1503533 6.2311420 4671.48282 4.729081e+03
obs Indian3 (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 2115.48557 2139.567863 3.1662874 6.2586202 4675.34988 4.724720e+03
obs Indian3 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2109.54893 2137.644933 3.1357150 6.2257933 4670.68387 4.728282e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + aou 1050.14972 1070.156797 0.8766701 1.5941391 2155.75802 2.196878e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 1044.07459 1068.083078 0.8679523 1.5610187 2116.80205 2.166146e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 1045.00052 1073.010422 0.8667993 1.4596889 1962.36143 2.019929e+03
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2115.65757 2139.739863 3.1669532 6.2576813 4675.00280 4.724373e+03
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2111.63605 2139.732052 3.1437260 6.2246976 4669.81961 4.727418e+03
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 2115.02880 2143.124804 3.1567920 6.2455660 4675.74158 4.733340e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + silicate 1048.32937 1072.337860 0.8725349 1.5619140 2115.67989 2.165024e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen 1049.74246 1069.749530 0.8762283 1.5953259 2157.63614 2.198756e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 1043.88278 1067.891274 0.8677463 1.5627210 2119.38200 2.168726e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1044.64790 1072.657807 0.8664211 1.4608048 1964.54580 2.022114e+03
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2116.70316 2144.799165 3.1632603 6.2495999 4676.62749 4.734226e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 1047.65163 1071.660123 0.8718033 1.5627524 2117.29508 2.166639e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 1115.04707 1139.055563 0.9476394 1.6822755 2246.49017 2.295834e+03
mod Indian3 (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1116.77852 1144.788424 0.9473245 1.6288822 2174.62720 2.232195e+03
obs Indian3 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 2799.89586 2825.600669 3.2599459 6.2396182 5784.62606 5.836632e+03
obs Indian3 (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 2812.12475 2837.829558 3.2973468 6.2730880 5795.29186 5.847298e+03
obs Indian3 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2784.74662 2814.735563 3.2082101 6.1465068 5754.92067 5.815594e+03
obs Indian3 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 2828.21367 2853.918474 3.3472076 6.3132537 5807.51694 5.859523e+03
obs Indian3 (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2789.67331 2819.662250 3.2229883 6.1601833 5759.40331 5.820077e+03
obs Indian3 (27.25,27.5] cstar_tref ~ sal + phosphate + nitrate + silicate 2797.71703 2823.421836 3.2533268 6.2413973 5785.77966 5.837786e+03
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1769.56673 1799.973889 1.1317201 1.9360325 3299.44451 3.360983e+03
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2817.79473 2847.783671 3.3086546 6.2743470 5798.95685 5.859630e+03
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 1860.04250 1886.105783 1.2275255 2.0619251 3434.26675 3.487014e+03
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 1793.32858 1819.391865 1.1576320 2.0499112 3452.19108 3.504938e+03
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1767.21700 1797.624162 1.1293858 1.9336696 3297.05000 3.358588e+03
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2830.01624 2860.005176 3.3465912 6.3205761 5814.48433 5.875158e+03
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 1855.05978 1881.123062 1.2221626 2.0559281 3428.32471 3.481072e+03
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1789.48489 1819.892056 1.1517028 1.9823814 3360.06884 3.421607e+03
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2792.56551 2822.554451 3.2316955 6.1590294 5758.31376 5.818987e+03
mod Indian3 (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1928.98037 1955.043651 1.3041852 2.1129578 3463.83699 3.516584e+03
obs Indian3 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 2821.90082 2847.605621 3.3275543 6.3159903 5810.10823 5.862114e+03
mod Indian3 (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1926.64830 1952.711583 1.3015153 2.1096025 3460.43501 3.513182e+03
mod Indian3 (27.25,27.5] cstar_tref ~ temp + oxygen + silicate 1981.20552 2002.924925 1.3678334 2.2111424 3566.83367 3.610790e+03
mod Indian3 (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 1887.71656 1913.779841 1.2577426 2.1043273 3480.23720 3.532984e+03
mod Indian3 (27.5,27.75] cstar_tref ~ oxygen + phosphate + silicate 2863.87543 2886.701757 1.8054916 2.9738690 5201.06695 5.246920e+03
mod Indian3 (27.5,27.75] cstar_tref ~ sal + aou + nitrate 2880.02994 2902.856264 1.8261489 2.9913952 5213.25535 5.259108e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3786.90780 3819.049514 3.2180955 6.2882633 7911.71305 7.976725e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3788.52953 3820.671251 3.2216770 6.1994466 7863.89256 7.928905e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 3803.91931 3831.469353 3.2603325 6.2960595 7908.47148 7.964196e+03
mod Indian3 (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate 2872.06960 2894.895926 1.8159404 2.9715074 5192.96649 5.238819e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 3792.40121 3824.542928 3.2302434 6.2094638 7868.55231 7.933565e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 3794.01908 3821.569120 3.2382689 6.2177623 7868.31848 7.924043e+03
mod Indian3 (27.5,27.75] cstar_tref ~ sal + phosphate + silicate 2857.64555 2880.471875 1.7975878 2.9491901 5173.46273 5.219316e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3781.03653 3817.769921 3.2007689 6.1713788 7854.50457 7.928804e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3786.41412 3818.555838 3.2170060 6.2202428 7875.55610 7.940568e+03
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 2862.48910 2889.880687 1.8011911 2.9668295 5198.21172 5.253235e+03
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 2871.53051 2898.922098 1.8126962 3.0058388 5241.72270 5.296746e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3787.02714 3823.760526 3.2139472 6.1892809 7863.06603 7.937366e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3794.47110 3826.612812 3.2348326 6.2466287 7888.21787 7.953230e+03
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 2866.37066 2893.762252 1.8061214 2.9748790 5206.04306 5.261066e+03
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + phosphate 2862.49637 2885.322697 1.8037390 2.9668288 5192.98394 5.238837e+03
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3795.31710 3827.458820 3.2367101 6.2161712 7871.59892 7.936611e+03
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 2780.68181 2808.073403 1.7003556 2.8100289 5043.68197 5.098705e+03
mod Indian3 (27.5,27.75] cstar_tref ~ temp + phosphate + silicate 2829.14566 2851.971985 1.7618692 2.8830762 5105.42849 5.151281e+03
mod Indian3 (27.75,27.85] cstar_tref ~ sal + aou + nitrate 1553.80461 1573.193286 2.1027643 3.9256862 2981.40881 3.020101e+03
mod Indian3 (27.75,27.85] cstar_tref ~ sal + aou + phosphate 1451.45765 1470.846333 1.8219543 3.3934290 2774.86664 2.813559e+03
mod Indian3 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 1125.62790 1148.894318 1.1511534 2.1043948 2100.10599 2.146537e+03
mod Indian3 (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate 1564.01918 1583.407859 2.1330629 3.9946270 3006.34879 3.045041e+03
mod Indian3 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 1504.01776 1523.406436 1.9611348 3.6415149 2874.46466 2.913157e+03
mod Indian3 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 1014.75210 1038.018511 0.9855811 1.7925647 1872.30169 1.918733e+03
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1633.65476 1660.457381 2.6192989 5.5455671 3332.69730 3.386261e+03
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1607.03737 1637.668934 2.5113546 5.3859733 3296.04175 3.357258e+03
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 1621.81935 1648.621968 2.5741044 5.4548755 3310.26900 3.363833e+03
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 1583.88571 1607.152123 2.1871123 4.1299359 3058.20854 3.104640e+03
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1634.07034 1660.872962 2.6209002 5.5435034 3332.26571 3.385830e+03
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1607.39035 1638.021914 2.5126586 5.3863505 3296.17677 3.357393e+03
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1620.80566 1647.608277 2.5702700 5.4477183 3308.47513 3.362039e+03
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 1479.62668 1502.893092 1.8899701 3.5436041 2840.81016 2.887241e+03
obs Indian3 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1606.28772 1633.090339 2.5159766 5.4796743 3313.92205 3.367486e+03
mod Indian3 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 1633.35272 1656.619139 2.3440111 4.1619943 3061.05247 3.107484e+03
obs Indian3 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 1620.06428 1643.037959 2.5750318 5.5409599 3326.20718 3.372119e+03
obs Indian3 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1606.30205 1633.104668 2.5160297 5.4968409 3317.82866 3.371393e+03
mod Indian3 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 1630.09967 1653.366084 2.3333558 4.1399549 3053.38968 3.099821e+03
obs Indian3 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 1619.19949 1642.173166 2.5717591 5.5587156 3330.11830 3.376030e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + aou + nitrate 1613.24979 1633.244469 1.7686298 3.2788522 3117.50528 3.157556e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 1514.81173 1538.805353 1.5614145 2.9141340 2931.19307 2.979254e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + aou + phosphate 1536.78741 1556.782090 1.6085588 2.9833993 2964.40482 3.004456e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 1301.12632 1325.119936 1.1977847 2.2835454 2538.12135 2.586183e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 1520.32573 1544.319346 1.5721331 2.9017261 2922.63586 2.970697e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate 1583.35264 1603.347322 1.7042274 3.1202362 3035.04573 3.075097e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 1271.12549 1295.119112 1.1540205 2.1712736 2454.93785 2.502999e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 1532.85750 1556.851124 1.5967678 2.9711676 2962.21335 3.010275e+03
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 2251.40521 2276.308824 2.6339564 5.6405904 4813.40203 4.863665e+03
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2247.67803 2276.732247 2.6179232 5.6207326 4810.38674 4.869027e+03
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2248.27745 2281.482274 2.6140171 5.5378035 4785.99726 4.853014e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1258.41229 1286.404849 1.1331454 2.1490830 2443.16867 2.499240e+03
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 2252.23753 2281.291747 2.6306796 5.5546525 4788.02193 4.846662e+03
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2277.90634 2311.111167 2.6979048 5.6252392 4816.85349 4.883871e+03
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2281.96104 2311.015255 2.7153758 5.6430622 4819.02986 4.877670e+03
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 1634.17059 1658.164209 1.8106394 3.3045428 3131.56060 3.179622e+03
obs Indian3 (27.85,27.95] cstar_tref ~ temp + aou + phosphate 2258.32257 2279.075587 2.6591163 5.6772004 4822.16606 4.864052e+03
obs Indian3 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 2246.18106 2271.084673 2.6193275 5.6368298 4811.82943 4.862092e+03
obs Indian3 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2247.66608 2276.720294 2.6178898 5.6023538 4804.17305 4.862813e+03
obs Indian3 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 2259.54073 2284.444345 2.6569008 5.6579041 4819.64056 4.869903e+03
mod Indian3 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 1462.12121 1487.299878 1.0594642 2.0078078 3391.84506 3.444347e+03
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 3241.65739 3268.444920 2.9932835 5.7776094 7626.52769 7.682096e+03
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3237.47844 3268.730556 2.9789137 5.7587755 7621.47661 7.686306e+03
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3239.17575 3274.892453 2.9782115 5.6903741 7581.04162 7.655133e+03
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 3242.56909 3273.821208 2.9907476 5.7041581 7583.25840 7.648088e+03
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 1580.29654 1605.475200 1.1949505 2.1585841 3532.47622 3.584978e+03
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 1581.31454 1606.493207 1.1961899 2.1613551 3535.72394 3.588226e+03
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3279.01858 3314.735281 3.0720749 5.8153730 7641.31656 7.715408e+03
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 1579.28539 1604.464059 1.1937207 2.1576738 3531.93051 3.584433e+03
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 1591.39131 1616.569978 1.2085278 2.1678242 3537.23750 3.589740e+03
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + silicate 1589.53467 1610.516886 1.2087042 2.1739881 3542.11676 3.585869e+03
mod Indian3 (27.95,28.05] cstar_tref ~ temp + aou + nitrate 1606.86767 1627.849886 1.2302281 2.1587965 3505.00517 3.548757e+03
mod Indian3 (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 1602.50909 1627.687756 1.2222880 2.1484931 3499.06871 3.551571e+03
obs Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate 3241.40669 3263.729629 2.9973643 5.7959601 7633.42748 7.679735e+03
obs Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 3235.48309 3262.270623 2.9789245 5.7775078 7629.49592 7.685064e+03
obs Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3237.34599 3268.598113 2.9786064 5.6955419 7580.35919 7.645189e+03
obs Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 3243.40272 3270.190249 2.9973551 5.7194099 7587.78551 7.643354e+03
mod Indian3 (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 1610.11755 1631.099773 1.2343063 2.1705445 3519.80436 3.563556e+03
mod Indian3 (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 1605.59350 1630.772162 1.2261331 2.1597476 3513.34010 3.565842e+03
obs Indian3 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3277.06628 3308.318398 3.0721890 5.8195723 7640.02785 7.704858e+03
mod Indian3 (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 516.71038 540.382907 0.4684514 0.8088070 867.83735 9.167614e+02
mod Indian3 (28.05,28.1] cstar_tref ~ sal + nitrate + silicate 516.62209 536.349190 0.4696251 0.8417721 954.51153 9.952816e+02
mod Indian3 (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 500.40326 524.075785 0.4585586 0.8217453 916.06693 9.649910e+02
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 437.10318 460.775703 0.4220967 0.7258714 675.20788 7.241319e+02
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 386.41266 414.030607 0.3939673 0.6613577 499.70634 5.567844e+02
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 1879.14658 1903.214182 2.3850767 4.7197154 4656.63729 4.707186e+03
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1880.99446 1909.073334 2.3846322 4.7164970 4659.03483 4.718008e+03
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1864.15406 1896.244195 2.3302048 4.6552448 4640.61850 4.708016e+03
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1863.38894 1891.467811 2.3337338 4.6592978 4638.12833 4.697101e+03
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 443.18213 466.854657 0.4254686 0.7942364 874.00439 9.229285e+02
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1881.13325 1913.223383 2.3791992 4.7209511 4666.33540 4.733733e+03
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1881.59153 1909.670404 2.3863776 4.7284552 4664.96340 4.723936e+03
mod Indian3 (28.05,28.1] cstar_tref ~ temp + aou + nitrate 435.47492 455.202020 0.4223022 0.7267643 673.82645 7.145965e+02
mod Indian3 (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 412.25279 435.925315 0.4085882 0.7044292 624.05198 6.729760e+02
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate 1897.52174 1917.578075 2.4453808 4.7995262 4683.16362 4.725287e+03
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1897.35096 1921.418566 2.4388841 4.7930227 4684.98934 4.735538e+03
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1891.97651 1920.055381 2.4169424 4.7520558 4671.71529 4.730688e+03
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 1890.47909 1914.546692 2.4184315 4.7541918 4668.55578 4.719104e+03
mod Indian3 (28.05,28.1] cstar_tref ~ temp + nitrate + silicate 460.06020 479.787302 0.4361127 0.8090091 899.94915 9.407192e+02
mod Indian3 (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 437.58073 457.307834 0.4234678 0.7294837 680.99227 7.217623e+02
mod Indian3 (28.1, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 1782.23042 1812.953082 0.4948974 0.9188004 3959.60733 4.023725e+03
mod Indian3 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 1840.00426 1870.726926 0.5065904 0.9252338 3969.16317 4.033281e+03
mod Indian3 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1783.90375 1819.746856 0.4948321 0.9134662 3914.97709 3.989781e+03
mod Indian3 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1812.08662 1847.929732 0.5005012 0.9159190 3913.37354 3.988177e+03
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1788.95712 1824.800235 0.4958438 0.9151823 3926.52243 4.001326e+03
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 5342.22428 5372.377510 2.5858390 5.3616358 13781.55727 1.384444e+04
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1817.39990 1853.243006 0.5015773 0.9176065 3924.36776 3.999171e+03
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5340.52164 5375.700411 2.5815872 5.3563723 13780.59541 1.385395e+04
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5262.63141 5302.835722 2.4915317 5.2650335 13703.10759 1.378695e+04
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 5261.47876 5296.657533 2.4924702 5.2680235 13702.50876 1.377587e+04
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1796.56104 1832.404149 0.4973702 0.9184576 3950.20100 4.025005e+03
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1826.89088 1862.733989 0.5035052 0.9210984 3948.34972 4.023153e+03
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5290.93856 5331.142862 2.5230755 5.3111936 13749.56932 1.383341e+04
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5289.57433 5324.753096 2.5237886 5.3150022 13750.03782 1.382340e+04
mod Indian3 (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 1787.07177 1817.794435 0.4958668 0.9209506 3975.19122 4.039309e+03
obs Indian3 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5273.31487 5308.493642 2.5056163 5.2926732 13728.63071 1.380199e+04
obs Indian3 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 5271.31516 5301.468391 2.5056166 5.3040825 13738.74135 1.380162e+04
mod Indian3 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 1794.58719 1825.309852 0.4973754 0.9247225 4003.21462 4.067332e+03
obs Indian3 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5311.47629 5346.655057 2.5484756 5.3632299 13800.94819 1.387431e+04
obs Indian3 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + silicate 5309.77263 5339.925857 2.5488113 5.3840171 13822.25000 1.388513e+04
mod Indian4 (-Inf,26] cstar_tref ~ aou + oxygen + phosphate 123.73061 130.021093 2.1558576 3.9420976 413.59781 4.311308e+02
mod Indian4 (-Inf,26] cstar_tref ~ sal + aou + oxygen + silicate 54.45841 62.006988 0.5474793 1.7523108 291.19737 3.122369e+02
obs Indian4 (-Inf,26] cstar_tref ~ sal + aou + phosphate + nitrate + silicate -21.71975 -22.098376 0.0188668 5.5403319 342.56941 3.563682e+02
obs Indian4 (-Inf,26] cstar_tref ~ sal + aou + phosphate + silicate -18.44720 -18.771739 0.0274953 5.6178155 345.23001 3.570576e+02
mod Indian4 (-Inf,26] cstar_tref ~ sal + oxygen + nitrate + silicate 88.68999 96.238569 1.0574591 2.3258501 332.62627 3.536658e+02
mod Indian4 (-Inf,26] cstar_tref ~ sal + oxygen + phosphate + silicate 94.70370 102.252282 1.1871047 3.0114464 389.52579 4.105653e+02
mod Indian4 (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 50.79630 58.344879 0.5102493 1.5605179 268.31413 2.893537e+02
obs Indian4 (-Inf,26] cstar_tref ~ sal + temp + nitrate 33.87590 33.605446 1.3317350 6.3092988 382.55036 3.924067e+02
mod Indian4 (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 68.74061 76.289193 0.7205266 1.7326250 281.07561 3.021152e+02
obs Indian4 (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 35.38815 35.063608 1.2861373 6.2377892 385.47804 3.973056e+02
mod Indian4 (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 49.30690 56.855480 0.4958419 1.5303328 264.70561 2.857452e+02
obs Indian4 (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate 34.09382 33.769279 1.1725623 5.8559842 377.94618 3.897738e+02
mod Indian4 (-Inf,26] cstar_tref ~ sal + temp + phosphate + silicate 76.45069 83.999274 0.8356862 2.0640285 315.89527 3.369348e+02
mod Indian4 (-Inf,26] cstar_tref ~ temp + aou + phosphate 117.20090 123.491378 1.9014507 3.2159086 364.13169 3.816646e+02
obs Indian4 (-Inf,26] cstar_tref ~ temp + aou + phosphate 34.85672 34.586269 1.4283806 5.5663777 362.84156 3.726979e+02
obs Indian4 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate 34.74772 34.423179 1.2286285 5.3664561 364.72798 3.765555e+02
mod Indian4 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate 114.65995 120.950435 1.8107712 2.9849967 345.79657 3.633295e+02
obs Indian4 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate 34.71781 34.447365 1.4142787 5.4975395 361.21127 3.710676e+02
obs Indian4 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 34.52312 34.198577 1.2090749 5.2921938 363.01268 3.748403e+02
obs Indian4 (-Inf,26] cstar_tref ~ temp + phosphate + silicate 26.08358 25.813133 0.7632946 5.5900831 371.31301 3.811693e+02
mod Indian4 (26,26.5] cstar_tref ~ sal + oxygen + nitrate + silicate 130.25033 141.222181 0.8749322 1.9870429 398.48364 4.240404e+02
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 90.96691 95.966188 2.4685170 5.5084993 350.98435 3.673346e+02
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 92.62741 98.459903 2.4439909 5.4570107 353.77178 3.728470e+02
mod Indian4 (26,26.5] cstar_tref ~ sal + temp + aou + silicate 29.50995 40.481800 0.2926983 1.3979448 296.70312 3.222599e+02
mod Indian4 (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 59.53264 70.504492 0.4056440 1.2547520 282.43475 3.079915e+02
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 90.97982 95.979096 2.4694544 5.4636173 349.50893 3.658591e+02
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 92.65705 98.489539 2.4461222 5.4291678 352.82161 3.718968e+02
mod Indian4 (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 30.39480 41.366645 0.2955270 1.4043180 298.12586 3.236826e+02
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + phosphate 90.07044 94.236507 2.5499517 6.7250551 379.18205 3.928072e+02
mod Indian4 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 85.55831 96.530154 0.5382717 1.8785760 385.14662 4.107034e+02
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 91.99248 96.991757 2.5441113 6.6921386 382.46648 3.988167e+02
mod Indian4 (26,26.5] cstar_tref ~ temp + aou + phosphate 208.01473 217.157939 2.0821385 3.2395585 480.95689 5.022542e+02
obs Indian4 (26,26.5] cstar_tref ~ temp + aou + phosphate 94.85352 99.019588 2.9351345 6.0023058 353.74356 3.673687e+02
obs Indian4 (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 96.00060 100.999875 2.8624194 5.8788896 355.25713 3.716073e+02
mod Indian4 (26,26.5] cstar_tref ~ temp + aou + silicate 169.88437 179.027573 1.3756619 2.6980692 465.21427 4.865116e+02
mod Indian4 (26,26.5] cstar_tref ~ temp + nitrate + silicate 164.91929 174.062497 1.3033877 2.6657927 465.25522 4.865525e+02
obs Indian4 (26,26.5] cstar_tref ~ temp + oxygen + phosphate 94.76870 98.934770 2.9278214 5.9456309 352.06874 3.656939e+02
obs Indian4 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 95.93915 100.938427 2.8572508 5.8466627 354.31264 3.706628e+02
mod Indian4 (26,26.5] cstar_tref ~ temp + oxygen + silicate 168.52284 177.666047 1.3554531 2.6769569 463.73792 4.850352e+02
mod Indian4 (26,26.5] cstar_tref ~ temp + phosphate + silicate 167.71659 176.859793 1.3436263 3.0287719 503.76939 5.250667e+02
mod Indian4 (26.5,26.75] cstar_tref ~ oxygen + nitrate + silicate 39.80537 49.464503 0.3240916 1.3074232 299.38445 3.214868e+02
obs Indian4 (26.5,26.75] cstar_tref ~ sal + aou + phosphate 199.81176 207.999693 2.9405148 6.4296224 578.07643 5.974349e+02
obs Indian4 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 200.23895 210.064470 2.8802866 6.3645302 580.31111 6.035413e+02
mod Indian4 (26.5,26.75] cstar_tref ~ sal + nitrate + silicate 73.17899 82.838114 0.4495372 1.5852394 358.40074 3.805031e+02
obs Indian4 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate + silicate 201.16528 210.990797 2.9156078 6.6017670 589.01153 6.122417e+02
mod Indian4 (26.5,26.75] cstar_tref ~ sal + oxygen + silicate 98.45727 108.116398 0.5759638 2.0165936 426.01263 4.481149e+02
obs Indian4 (26.5,26.75] cstar_tref ~ sal + phosphate + nitrate 198.79100 206.978934 2.9012846 6.6050277 585.29399 6.046525e+02
mod Indian4 (26.5,26.75] cstar_tref ~ sal + temp + aou 162.57133 172.230459 1.0798896 4.1869803 626.93864 6.490410e+02
mod Indian4 (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate 31.58988 43.180832 0.2932057 1.1669285 272.13234 2.986551e+02
mod Indian4 (26.5,26.75] cstar_tref ~ sal + temp + silicate 84.34350 94.002627 0.5015356 2.3713825 458.31702 4.804193e+02
obs Indian4 (26.5,26.75] cstar_tref ~ temp + aou + phosphate 196.29363 204.481560 2.8074973 5.8376114 555.09399 5.744525e+02
obs Indian4 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 196.07649 205.902008 2.7267776 5.7195718 555.16664 5.783968e+02
mod Indian4 (26.5,26.75] cstar_tref ~ temp + aou + silicate 56.16003 65.819157 0.3804543 1.3643852 315.84756 3.379499e+02
mod Indian4 (26.5,26.75] cstar_tref ~ temp + nitrate + silicate 37.92246 47.581585 0.3181638 1.2368691 285.40092 3.075032e+02
obs Indian4 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate 196.09336 204.281290 2.8001089 5.8201333 554.43343 5.737919e+02
obs Indian4 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 195.78811 205.613623 2.7164504 5.7107650 554.94834 5.781785e+02
mod Indian4 (26.5,26.75] cstar_tref ~ temp + oxygen + silicate 55.50560 65.164726 0.3780211 1.3641867 315.59693 3.376992e+02
obs Indian4 (26.5,26.75] cstar_tref ~ temp + phosphate + nitrate 198.55673 206.744664 2.8923552 6.5974485 585.11002 6.044685e+02
obs Indian4 (26.5,26.75] cstar_tref ~ temp + phosphate + nitrate + silicate 199.86173 209.687243 2.8660257 6.4684659 584.53762 6.077678e+02
mod Indian4 (26.5,26.75] cstar_tref ~ temp + phosphate + silicate 44.08571 53.744841 0.3379812 1.3590230 310.36334 3.324656e+02
mod Indian4 (26.75,27] cstar_tref ~ aou + phosphate + silicate 238.24488 248.799252 1.5713281 4.7073672 1119.29058 1.145524e+03
mod Indian4 (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 197.88238 210.547628 1.1103636 4.2093067 1076.88226 1.108362e+03
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1323.95703 1352.534261 2.9085998 5.7998651 3304.61817 3.365047e+03
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 1337.71854 1362.723623 2.9970745 6.0221000 3352.19812 3.405073e+03
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + silicate 223.59297 236.258217 1.3708488 4.1721440 1068.25991 1.099740e+03
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1316.72609 1341.731170 2.8798178 6.0141743 3359.32513 3.412200e+03
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1315.85137 1344.428598 2.8641218 5.7534843 3295.99110 3.356420e+03
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1331.75221 1356.757290 2.9632712 5.9861343 3345.66544 3.398540e+03
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate 225.74753 238.412773 1.3952734 4.1971675 1070.48715 1.101967e+03
mod Indian4 (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 147.55419 160.219429 0.7350339 1.9478878 707.60519 7.390852e+02
mod Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate 230.61146 241.165828 1.4760242 2.9515092 855.30605 8.815394e+02
obs Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1328.49110 1353.496175 2.9449563 5.8436666 3309.18902 3.362064e+03
mod Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 114.92803 127.593270 0.5625551 1.4742863 577.94771 6.094277e+02
obs Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 1339.20468 1360.637605 3.0170040 6.0503603 3353.86241 3.399184e+03
mod Indian4 (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 145.91944 158.584682 0.7252505 1.9026698 695.88906 7.273691e+02
mod Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate 230.89147 241.445841 1.4794158 2.8330555 826.28156 8.525149e+02
obs Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 1319.99910 1341.432026 2.9088324 6.0455953 3361.20595 3.406527e+03
obs Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1321.81056 1346.815634 2.9077899 5.8029153 3301.52837 3.354403e+03
mod Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 118.89887 131.564111 0.5811663 1.5108010 588.53036 6.200104e+02
obs Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 1333.93437 1355.367297 2.9869258 6.0159321 3347.45552 3.392777e+03
mod Indian4 (27,27.25] cstar_tref ~ aou + phosphate + silicate 643.87681 660.164284 1.2608452 2.4188842 1630.85275 1.665855e+03
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + nitrate 698.43751 714.724991 1.4533446 2.4644959 1600.77508 1.635778e+03
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 651.30010 670.845073 1.2787787 2.2720138 1544.48209 1.586485e+03
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + phosphate 656.58041 672.867885 1.3032545 2.5133169 1670.97735 1.705980e+03
obs Indian4 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 665.30283 685.587710 2.7491614 6.2299754 2033.73483 2.078781e+03
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 645.81634 665.361312 1.2606467 2.4086721 1629.37308 1.671376e+03
mod Indian4 (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 683.55457 703.099546 1.3908311 2.4237383 1601.17566 1.643179e+03
obs Indian4 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 669.61817 689.903050 2.7937867 6.3704444 2051.84875 2.096895e+03
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 647.67195 667.956828 2.5741234 6.3859386 2062.25032 2.107297e+03
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 642.42205 665.604770 2.5054220 5.9628306 2009.42666 2.060908e+03
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 640.54513 660.830007 2.5065729 6.0653588 2020.23099 2.065277e+03
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 645.40397 665.688850 2.5524315 6.3430562 2057.15041 2.102197e+03
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 640.68678 663.869502 2.4892521 5.9310317 2005.38979 2.056871e+03
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 638.74292 659.027795 2.4897735 6.0246093 2014.99845 2.060045e+03
mod Indian4 (27,27.25] cstar_tref ~ temp + aou + phosphate 611.49042 627.777892 1.1588669 2.3502527 1616.18116 1.651184e+03
obs Indian4 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 650.94716 671.232035 2.6057745 6.1952863 2035.00016 2.080046e+03
mod Indian4 (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 558.29551 577.840478 1.0037129 2.1465685 1539.03592 1.581039e+03
mod Indian4 (27,27.25] cstar_tref ~ temp + oxygen + phosphate 612.35508 628.642552 1.1614793 2.3733678 1627.69295 1.662695e+03
obs Indian4 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 649.56885 669.853726 2.5924076 6.1778839 2033.05041 2.078097e+03
mod Indian4 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 562.47893 582.023907 1.0147075 2.1751530 1552.75030 1.594753e+03
obs Indian4 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 909.77870 928.969678 2.8895856 6.6357294 2598.45400 2.639986e+03
obs Indian4 (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 910.17778 929.368765 2.8927730 6.6990920 2608.60565 2.650138e+03
mod Indian4 (27.25,27.5] cstar_tref ~ sal + aou + nitrate 342.19022 358.398958 0.5826734 1.0768565 764.93388 7.994747e+02
mod Indian4 (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 342.44064 361.891123 0.5799827 1.0564268 746.05503 7.875041e+02
obs Indian4 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 908.91958 931.309060 2.8668533 6.5182470 2583.91663 2.632371e+03
mod Indian4 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate 342.78383 358.992569 0.5835892 1.0857705 774.80738 8.093482e+02
mod Indian4 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 342.82857 362.279048 0.5805783 1.0655858 756.73954 7.981886e+02
obs Indian4 (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 908.83239 931.221866 2.8661628 6.6383378 2603.74564 2.652200e+03
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou 385.49172 401.700460 0.6533945 1.1890101 854.77049 8.893114e+02
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 910.79567 936.383649 2.8658721 6.4268684 2572.45075 2.627827e+03
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 928.74553 951.135007 3.0282437 6.6247286 2594.46956 2.642924e+03
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 384.23781 403.688292 0.6477941 1.1759999 847.46464 8.889137e+02
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + nitrate 342.76551 358.974246 0.5835609 1.0943852 784.65231 8.191932e+02
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 342.82317 362.273650 0.5805700 1.0753145 768.22308 8.096721e+02
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen 369.79333 386.002061 0.6268147 1.1541096 830.02253 8.645634e+02
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 908.99087 934.578842 2.8516195 6.4070492 2569.68852 2.625065e+03
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 925.06860 947.458080 2.9976407 6.5846248 2589.17378 2.637628e+03
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 366.58004 386.030518 0.6182291 1.1356700 817.90543 8.593545e+02
obs Indian4 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 911.72825 934.117732 2.8891830 6.5461805 2587.66382 2.636118e+03
obs Indian4 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 910.47947 932.868946 2.8792334 6.5427247 2587.50081 2.635955e+03
mod Indian4 (27.5,27.75] cstar_tref ~ aou + nitrate + silicate 836.55325 854.618896 1.0934855 1.8675390 1839.60511 1.877955e+03
mod Indian4 (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate 836.73702 854.802656 1.0938523 1.8676261 1839.48031 1.877830e+03
mod Indian4 (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 837.18512 858.863890 1.0907589 1.8541125 1830.34959 1.876369e+03
mod Indian4 (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 838.33135 860.010118 1.0930428 1.8625984 1838.40628 1.884426e+03
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1245.11779 1269.795956 2.8108511 6.5869921 3242.91467 3.294815e+03
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1184.80645 1213.010076 2.4827360 6.1779741 3168.96655 3.228281e+03
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1182.83627 1207.514436 2.4828834 6.1882079 3166.96443 3.218865e+03
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 842.12912 863.807889 1.1006442 1.8681832 1839.96327 1.885983e+03
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 837.68710 859.365869 1.0917586 1.8625776 1839.16297 1.885182e+03
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1246.22339 1270.901560 2.8170486 6.5894843 3243.31149 3.295212e+03
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1183.76276 1211.966384 2.4775796 6.1576637 3164.95589 3.224271e+03
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1181.82625 1206.504421 2.4778929 6.1648632 3162.36912 3.214269e+03
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 839.12476 860.803532 1.0946265 1.8644647 1839.51323 1.885533e+03
obs Indian4 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1188.49054 1213.168710 2.5110075 6.3764400 3203.16129 3.255062e+03
mod Indian4 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 843.37585 865.054617 1.1031511 1.8606594 1829.97583 1.875995e+03
obs Indian4 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 1187.46629 1208.619009 2.5158929 6.4256321 3208.36573 3.252852e+03
mod Indian4 (27.5,27.75] cstar_tref ~ temp + nitrate + silicate 835.68826 853.753899 1.0917609 1.8625808 1835.16521 1.873515e+03
obs Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1187.77025 1212.448416 2.5074071 6.3704174 3201.98841 3.253889e+03
mod Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 840.96970 862.648467 1.0983180 1.8550242 1826.66492 1.872684e+03
obs Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1186.65441 1207.807133 2.5118273 6.4166304 3206.64175 3.251128e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + aou + oxygen 506.92953 522.838452 0.9771950 1.8305171 1109.28008 1.142487e+03
obs Indian4 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 842.77865 864.811116 2.6920467 6.7558719 2171.39413 2.217584e+03
obs Indian4 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 851.06044 873.092900 2.7576440 6.8169326 2179.15539 2.225345e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 513.09731 532.188012 0.9887025 1.7910429 1088.49395 1.128342e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 512.81129 531.901996 0.9879085 1.7872506 1086.44829 1.126297e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 506.41825 525.508949 0.9703260 1.8363436 1117.70988 1.157558e+03
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 838.52579 863.705750 2.6435556 6.6451184 2161.94635 2.214735e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 505.95537 528.227858 0.9636362 1.7408377 1068.39032 1.114880e+03
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 839.35590 861.388360 2.6653940 6.7072312 2165.44316 2.211633e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 508.24994 527.340644 0.9753313 1.8339834 1115.52707 1.155375e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 506.36548 525.456182 0.9701821 1.8305633 1114.58811 1.154436e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 508.33040 527.421098 0.9755518 1.8311262 1113.91985 1.153768e+03
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 837.25816 862.438115 2.6338320 6.6257667 2159.55613 2.212344e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 505.94895 528.221430 0.9636188 1.7362340 1065.60218 1.112092e+03
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 837.72919 859.761651 2.6528196 6.6820453 2162.36014 2.208550e+03
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 508.44820 527.538904 0.9758747 1.8307449 1113.65069 1.153499e+03
obs Indian4 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 836.73523 858.767693 2.6451655 6.7067658 2165.09549 2.211285e+03
obs Indian4 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 840.06014 858.945107 2.6864296 6.8371202 2176.53152 2.216123e+03
obs Indian4 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 835.56042 857.592885 2.6361473 6.6923453 2163.30045 2.209490e+03
obs Indian4 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 838.60255 857.487513 2.6750708 6.8182350 2174.22817 2.213819e+03
obs Indian4 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 1074.85520 1095.271265 2.6508477 5.3557359 2602.84665 2.645759e+03
mod Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate 442.05077 461.107669 0.8153761 1.3940340 874.30402 9.142697e+02
mod Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 443.62817 465.861221 0.8144033 1.3785710 865.65800 9.122846e+02
mod Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 440.05877 459.115672 0.8108007 1.3996773 880.74950 9.207152e+02
obs Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1072.10172 1095.920465 2.6226191 5.3213235 2600.65583 2.650720e+03
mod Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 440.60585 462.838897 0.8074798 1.3784782 868.43644 9.150631e+02
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 443.25936 462.316257 0.8181646 1.4047513 882.07215 9.220378e+02
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 444.80114 467.034190 0.8171062 1.3897514 874.01976 9.206464e+02
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1070.15228 1093.971025 2.6111293 5.3498523 2607.95050 2.658015e+03
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1059.29697 1086.518389 2.5366122 5.2213100 2586.58318 2.643800e+03
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 441.76491 463.997963 0.8101280 1.3890922 876.27327 9.228999e+02
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1071.02141 1094.840152 2.6162456 5.3111693 2598.69509 2.648760e+03
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 444.99650 467.229547 0.8175573 1.3906927 874.62768 9.212543e+02
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1055.97911 1083.200527 2.5177276 5.2065984 2584.24069 2.641457e+03
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 441.87898 464.112031 0.8103890 1.3896155 876.60560 9.232322e+02
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1065.69836 1089.517106 2.5850671 5.2842931 2594.37381 2.644438e+03
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 442.21253 461.269427 0.8157487 1.3981437 877.56859 9.175343e+02
obs Indian4 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1057.67333 1081.492076 2.5387633 5.2452234 2588.02962 2.638094e+03
obs Indian4 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1054.03398 1077.852720 2.5180388 5.2381714 2587.55482 2.637619e+03
obs Indian4 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 1066.55515 1086.971217 2.6017536 5.3607481 2606.98459 2.649897e+03
mod Indian4 (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 514.62632 538.267349 0.4687957 0.8489674 942.28789 9.907163e+02
mod Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 521.59228 545.233312 0.4731124 0.8426094 923.05225 9.714806e+02
obs Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1968.02060 1995.978326 2.7662597 5.8056923 4558.18094 4.615766e+03
mod Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 516.42169 544.002887 0.4686695 0.8378107 918.99517 9.754950e+02
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 519.56764 543.208669 0.4718537 0.8409972 920.14689 9.685753e+02
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1970.89503 1998.852760 2.7761920 5.7847204 4550.65164 4.608237e+03
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1944.16720 1976.118894 2.6785081 5.6860022 4525.57376 4.591385e+03
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 514.71198 542.293176 0.4676164 0.8365719 916.82244 9.733222e+02
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 1974.46083 2002.418563 2.7885628 5.8042191 4556.62645 4.614211e+03
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 531.63611 559.217304 0.4781464 0.8531019 948.58767 1.005087e+03
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 519.29920 542.940231 0.4716870 0.8407761 919.74281 9.681712e+02
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1978.38622 2006.343946 2.8022449 5.8478578 4570.61446 4.628199e+03
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1940.12125 1972.072938 2.6650295 5.6857174 4525.98397 4.591795e+03
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 514.40159 541.982791 0.4674255 0.8363549 916.44712 9.729469e+02
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1967.37779 1995.335521 2.7640434 5.7949237 4554.66967 4.612255e+03
obs Indian4 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 1977.35056 2001.314332 2.8056164 5.8299879 4560.45395 4.609812e+03
obs Indian4 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1943.38221 1971.339945 2.6825691 5.7047158 4527.73648 4.585321e+03
mod Indian4 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 513.04112 536.682144 0.4678190 0.8475958 939.74688 9.881753e+02
obs Indian4 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1940.71331 1968.671043 2.6736569 5.7259268 4535.16424 4.592749e+03
mod Indian4 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 512.77807 536.419100 0.4676571 0.8473296 939.23106 9.876594e+02
obs Indian4 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1218.46644 1243.282684 2.5434845 5.3901855 2667.15425 2.717684e+03
obs Indian4 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 1234.29195 1255.563018 2.6335966 5.4923567 2683.43999 2.726751e+03
obs Indian4 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1213.29943 1238.115672 2.5179452 5.3575974 2660.54435 2.711074e+03
obs Indian4 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 1228.26111 1249.532178 2.6027575 5.4554819 2676.17909 2.719490e+03
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate -29.15241 -7.365140 0.2247676 0.4523870 -53.47071 -9.521051e+00
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate -27.43582 -2.017337 0.2246535 0.4466318 -64.66046 -1.338585e+01
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate -45.99778 -24.210506 0.2180835 0.4192590 -143.67349 -9.972383e+01
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1216.51401 1244.875428 2.5239254 5.3652129 2666.09399 2.723842e+03
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1233.83461 1258.650852 2.6209869 5.4752911 2684.07478 2.734604e+03
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate -29.34912 -7.561852 0.2246884 0.4523733 -53.49639 -9.546731e+00
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -27.61827 -2.199786 0.2245800 0.4465314 -64.91510 -1.364049e+01
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate -46.06805 -24.280781 0.2180560 0.4192968 -143.55093 -9.960127e+01
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1213.73792 1242.099339 2.5102776 5.3251981 2657.89175 2.715640e+03
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1229.73108 1254.547323 2.6000645 5.4293030 2674.83774 2.725367e+03
mod Indian4 (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate -27.27861 -5.491341 0.2255236 0.4558982 -44.45007 -5.004039e-01
obs Indian4 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1233.23900 1258.055242 2.6179397 5.4962462 2688.35285 2.738882e+03
mod Indian4 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate -49.39254 -27.605266 0.2167608 0.4185572 -145.23757 -1.012879e+02
mod Indian4 (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate -27.60071 -5.813436 0.2253935 0.4556081 -45.18465 -1.234988e+00
obs Indian4 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1234.46907 1259.285317 2.6242368 5.4964687 2688.35333 2.738883e+03
mod Indian4 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate -49.48094 -27.693673 0.2167264 0.4186065 -145.07993 -1.011303e+02
mod Indian4 (28.1, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 1765.82779 1793.176976 0.8393823 1.4264317 3484.82672 3.541396e+03
obs Indian4 (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3418.45284 3450.250139 2.8118350 6.0328494 8376.74544 8.442575e+03
obs Indian4 (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 3446.68605 3473.940879 2.8737539 6.1016006 8407.02580 8.463451e+03
mod Indian4 (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate 1762.82442 1790.173609 0.8375963 1.3634902 3269.94495 3.326514e+03
mod Indian4 (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate + silicate 1739.86244 1767.211622 0.8240664 1.4184951 3482.92057 3.539490e+03
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1739.06712 1770.974505 0.8224343 1.4012593 3432.89239 3.498890e+03
obs Indian4 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3424.23773 3456.035029 2.8235786 6.1354956 8435.68725 8.501517e+03
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1734.34622 1766.253601 0.8196853 1.3437386 3236.71402 3.302712e+03
mod Indian4 (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1724.21048 1756.117867 0.8138141 1.4005731 3444.25627 3.510254e+03
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1738.40762 1770.315003 0.8220497 1.4003223 3430.39404 3.496392e+03
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3445.83529 3477.632590 2.8678576 6.1324809 8429.81364 8.495643e+03
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3447.83130 3484.171080 2.8678494 6.0828446 8404.55134 8.479785e+03
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1738.57557 1770.482950 0.8221476 1.4016482 3434.64740 3.500645e+03
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3464.17802 3495.975319 2.9060085 6.1677541 8446.47202 8.512301e+03
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3463.36802 3499.707799 2.9001313 6.1516443 8441.66062 8.516894e+03
mod Indian4 (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 1765.78952 1793.138708 0.8393595 1.4258323 3482.89570 3.539465e+03
obs Indian4 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 3444.48277 3471.737605 2.8691958 6.1682803 8446.51738 8.502942e+03
obs Indian4 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3446.35067 3478.147975 2.8689227 6.0960965 8408.29221 8.474121e+03
mod Indian4 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 1765.80084 1793.150026 0.8393662 1.4269023 3486.39563 3.542965e+03
obs Indian4 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3461.39577 3493.193074 2.9001893 6.1759152 8451.85882 8.517688e+03

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 3 - 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
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

8.1.2 Best models

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

Version Author Date
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
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
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
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
Atlanto-Pacific - mod
(-Inf,26.5] 5 8 5 6 10 6 10
(-Inf,26] 6 10 6 4 10 5 10
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 8 6 5 10 5 8 7
(26.75,27] 10 6 7 10 6 7 3
(27,27.25] 9 7 4 10 4 7 7
(27.25,27.5] 7 9 5 10 5 6 8
(27.5,27.75] 6 8 6 10 6 7 8
(27.75,27.85] 7 3 4 7 6 5 9
(27.85,27.95] 6 2 4 8 6 5 10
(27.95,28.05] 5 NA 5 10 6 6 8
(28.05,28.1] 6 2 4 8 5 10 6
(28.1, Inf] 4 7 6 7 10 6 6
(28.1,28.15] 9 8 6 5 5 6 5
(28.15,28.2] 7 10 7 1 6 6 6
(28.2, Inf] 6 10 7 4 10 3 6
total 107.00 — 87.00 120.00 104.00 103.00 117.00
Indian1 - mod
(-Inf,26] 5 3 6 7 6 8 9
(26,26.5] 5 8 5 10 6 6 10
(26.5,26.75] 5 2 5 8 6 6 10
(26.75,27] 5 6 4 6 6 9 9
(27,27.25] 1 7 4 5 7 7 6
(27.25,27.5] 2 6 3 4 10 4 9
(27.5,27.75] 4 8 5 4 10 6 5
(27.75,27.85] 2 4 4 6 10 4 8
(27.85,27.95] 5 8 5 5 10 4 8
(27.95,28.05] 3 4 5 4 10 7 6
(28.05,28.1] 5 7 5 2 4 6 9
(28.1, Inf] 7 10 5 4 10 4 6
total 49.00 73.00 56.00 65.00 95.00 71.00 95.00
Indian2 - mod
(-Inf,26] 5 2 6 5 9 8 9
(26,26.5] 6 NA 6 10 4 5 8
(26.5,26.75] 5 4 5 10 6 4 10
(26.75,27] 5 5 5 10 7 3 9
(27,27.25] 4 7 5 5 7 5 6
(27.25,27.5] 2 8 3 6 5 4 7
(27.5,27.75] 3 5 3 8 4 8 6
(27.75,27.85] 3 1 3 4 5 10 8
(27.85,27.95] 4 2 5 8 7 10 7
(27.95,28.05] 3 7 4 7 7 6 8
(28.05,28.1] 3 10 3 5 5 5 8
(28.1, Inf] 6 10 4 3 7 7 6
total 49.00 — 52.00 81.00 73.00 75.00 92.00
Indian3 - mod
(-Inf,26] 3 5 4 6 10 7 10
(26,26.5] 4 6 5 7 8 10 7
(26.5,26.75] 5 2 5 10 5 6 8
(26.75,27] 3 5 4 10 8 4 5
(27,27.25] 4 6 4 2 10 5 10
(27.25,27.5] 3 7 4 2 6 10 10
(27.5,27.75] 2 3 3 5 8 7 6
(27.75,27.85] 4 3 4 7 8 6 4
(27.85,27.95] 6 3 3 7 10 6 3
(27.95,28.05] 3 5 4 2 6 8 9
(28.05,28.1] 5 10 2 NA 6 7 7
(28.1, Inf] 7 10 7 3 7 6 6
total 49.00 65.00 49.00 — 92.00 82.00 85.00
Indian4 - mod
(-Inf,26] 4 2 6 5 7 7 6
(26,26.5] 3 3 3 3 5 9 9
(26.5,26.75] 2 4 3 1 5 9 7
(26.75,27] 6 3 4 5 3 8 8
(27,27.25] 7 3 3 7 5 6 4
(27.25,27.5] 4 6 4 NA 10 5 6
(27.5,27.75] 4 6 4 2 5 10 6
(27.75,27.85] 4 3 7 4 10 6 7
(27.85,27.95] 7 5 6 5 10 7 6
(27.95,28.05] 6 1 7 9 7 7 7
(28.05,28.1] 5 6 5 4 6 6 10
(28.1, Inf] 6 10 6 4 5 10 4
total 58.00 52.00 58.00 — 78.00 90.00 80.00
Atlanto-Pacific - obs
(-Inf,26.5] 8 10 6 10 6 5 6
(-Inf,26] 6 10 6 6 10 5 8
(26,26.5] 5 6 5 10 6 8 10
(26.5,26.75] 6 6 4 10 8 5 10
(26.75,27] 7 6 6 10 9 4 7
(27,27.25] 6 5 4 10 6 10 8
(27.25,27.5] 6 5 4 10 6 10 8
(27.5,27.75] 7 6 5 10 5 10 7
(27.75,27.85] 6 5 4 10 6 10 8
(27.85,27.95] 4 5 6 10 8 10 6
(27.95,28.05] 4 5 6 10 8 10 6
(28.05,28.1] 6 6 4 10 10 8 5
(28.1, Inf] 9 5 2 10 5 5 9
(28.1,28.15] 2 6 8 10 6 5 10
(28.15,28.2] 4 5 6 10 8 6 10
(28.2, Inf] 8 6 7 10 9 7 5
total 94.00 97.00 83.00 156.00 116.00 118.00 123.00
Indian1 - obs
(-Inf,26] 6 10 6 10 4 5 8
(26,26.5] 4 6 6 10 8 5 10
(26.5,26.75] 5 10 5 10 6 4 6
(26.75,27] 5 10 5 10 7 7 6
(27,27.25] 5 8 5 10 6 10 6
(27.25,27.5] 5 9 4 10 6 10 6
(27.5,27.75] 6 7 6 10 7 10 6
(27.75,27.85] 6 9 6 10 6 10 5
(27.85,27.95] 6 5 6 10 5 9 8
(27.95,28.05] 6 5 6 10 4 10 8
(28.05,28.1] 5 6 5 10 9 6 9
(28.1, Inf] 5 6 8 10 8 5 10
total 64.00 91.00 68.00 120.00 76.00 91.00 88.00
Indian2 - obs
(-Inf,26] 6 4 6 10 10 5 8
(26,26.5] 5 6 5 10 8 6 10
(26.5,26.75] 6 10 4 10 6 5 8
(26.75,27] 6 10 4 10 8 6 5
(27,27.25] 7 10 3 10 6 6 7
(27.25,27.5] 6 6 4 10 5 10 8
(27.5,27.75] 6 5 6 10 6 8 8
(27.75,27.85] 5 6 4 10 6 10 9
(27.85,27.95] 5 6 5 10 6 8 10
(27.95,28.05] 4 6 6 10 5 8 10
(28.05,28.1] 5 8 5 10 6 6 10
(28.1, Inf] 5 7 5 10 6 7 10
total 66.00 84.00 57.00 120.00 78.00 85.00 103.00
Indian3 - obs
(-Inf,26] 3 3 2 5 4 8 10
(26,26.5] 2 6 2 5 7 8 10
(26.5,26.75] 5 1 4 10 6 6 8
(26.75,27] 6 1 4 10 6 5 8
(27,27.25] 7 7 3 10 8 6 4
(27.25,27.5] 5 6 3 10 7 10 4
(27.5,27.75] 5 7 4 10 10 9 5
(27.75,27.85] 5 6 5 10 6 8 10
(27.85,27.95] 8 5 2 10 6 6 10
(27.95,28.05] 8 6 2 10 5 6 10
(28.05,28.1] 8 5 2 10 6 6 10
(28.1, Inf] 6 5 4 10 6 8 10
total 68.00 58.00 37.00 110.00 77.00 86.00 99.00
Indian4 - obs
(-Inf,26] 4 6 2 8 5 4 8
(26,26.5] 4 NA 4 10 6 5 10
(26.5,26.75] 4 3 3 10 4 5 6
(26.75,27] 4 6 6 10 5 8 10
(27,27.25] 5 8 5 10 8 8 8
(27.25,27.5] 5 8 5 10 6 10 6
(27.5,27.75] 5 6 5 10 6 8 10
(27.75,27.85] 6 5 5 10 6 10 8
(27.85,27.95] 6 7 6 10 6 7 8
(27.95,28.05] 6 8 5 10 7 6 9
(28.05,28.1] 5 6 5 10 8 10 6
(28.1, Inf] 7 9 6 10 5 6 7
total 61.00 — 57.00 118.00 72.00 87.00 96.00

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
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
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
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
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
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
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
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: rparams_local$MLR_target`

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
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
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
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
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
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
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
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
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
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
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
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
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 

[[7]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[8]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[9]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[10]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16

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
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
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
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 

[[4]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[5]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16

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
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

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

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

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

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

Version Author Date
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
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
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
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
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
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 

[[7]]

Version Author Date
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]]

Version Author Date
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 

[[9]]

Version Author Date
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 

[[10]]

Version Author Date
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 

[[11]]

Version Author Date
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 

[[12]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
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 

[[14]]

Version Author Date
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 

[[15]]

Version Author Date
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
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
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 

[[17]]

Version Author Date
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 

[[18]]

Version Author Date
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 

[[19]]

Version Author Date
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 

[[20]]

Version Author Date
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 

[[21]]

Version Author Date
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 

[[22]]

Version Author Date
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 

[[23]]

Version Author Date
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
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
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 

[[25]]

Version Author Date
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 

[[26]]

Version Author Date
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 

[[27]]

Version Author Date
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 

[[28]]

Version Author Date
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 

[[29]]

Version Author Date
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
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 

[[30]]

Version Author Date
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
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
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 

[[31]]

Version Author Date
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
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
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 

[[32]]

Version Author Date
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
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
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
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

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

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

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

Version Author Date
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
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
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
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
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
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 

[[7]]

Version Author Date
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]]

Version Author Date
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 

[[9]]

Version Author Date
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 

[[10]]

Version Author Date
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 

[[11]]

Version Author Date
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 

[[12]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
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 

[[14]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
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
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 

[[16]]

Version Author Date
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 

[[17]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
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 

[[19]]

Version Author Date
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 

[[20]]

Version Author Date
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 

[[21]]

Version Author Date
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 

[[22]]

Version Author Date
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 

[[23]]

Version Author Date
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 

[[24]]

Version Author Date
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 

[[25]]

Version Author Date
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 

[[26]]

Version Author Date
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 

[[27]]

Version Author Date
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
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 

[[29]]

Version Author Date
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
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 

[[30]]

Version Author Date
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
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
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
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

Version Author Date
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
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
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 

[[32]]

Version Author Date
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
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
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

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
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
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 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/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] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.9     
 [5] kableExtra_1.3.1 knitr_1.33       olsrr_0.5.3      GGally_2.0.0    
 [9] lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.3     
[21] tibble_3.1.3     ggplot2_3.3.5    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         bslib_0.2.5.1            utf8_1.1.4              
[10] R6_2.5.0                 nortest_1.0-4            DBI_1.1.0               
[13] colorspace_2.0-2         withr_2.3.0              gridExtra_2.3           
[16] tidyselect_1.1.0         curl_4.3                 compiler_4.0.3          
[19] git2r_0.27.1             cli_3.0.1                rvest_0.3.6             
[22] xml2_1.3.2               labeling_0.4.2           sass_0.4.0              
[25] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[28] digest_0.6.27            foreign_0.8-80           rmarkdown_2.10          
[31] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.1.1       
[34] highr_0.8                dbplyr_1.4.4             rlang_0.4.11            
[37] readxl_1.3.1             rstudioapi_0.13          jquerylib_0.1.4         
[40] generics_0.1.0           farver_2.0.3             jsonlite_1.7.1          
[43] zip_2.1.1                car_3.0-10               magrittr_1.5            
[46] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[49] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[52] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[55] carData_3.0-4            MASS_7.3-53              plyr_1.8.6              
[58] grid_4.0.3               blob_1.2.1               parallel_4.0.3          
[61] promises_1.1.1           crayon_1.3.4             lattice_0.20-41         
[64] haven_2.3.1              hms_0.5.3                pillar_1.6.2            
[67] reprex_0.3.0             glue_1.4.2               evaluate_0.14           
[70] RcppArmadillo_0.10.1.2.0 data.table_1.14.0        modelr_0.1.8            
[73] vctrs_0.3.8              tweenr_1.0.2             httpuv_1.5.4            
[76] cellranger_1.1.0         gtable_0.3.0             polyclip_1.10-0         
[79] reshape_0.8.8            assertthat_0.2.1         openxlsx_4.2.3          
[82] xfun_0.25                RcppEigen_0.3.3.7.0      later_1.2.0             
[85] viridisLite_0.3.0        ellipsis_0.3.2           here_0.1