Last updated: 2021-11-01

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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 Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4725.135704 4756.560138 8.6793949 16.4150371 9222.55718 9285.288036
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 4724.880339 4760.793979 8.6645329 16.3981549 9223.96385 9295.656264
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4726.323026 4757.747461 8.6872292 16.5054630 9237.48701 9300.217872
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4749.791980 4781.216414 8.8435430 16.6117286 9252.64582 9315.376681
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 3437.984164 3463.553114 6.3606484 10.4757382 6221.24416 6271.967288
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3438.236656 3468.067098 6.3500511 10.1941752 6156.88031 6216.057285
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3435.531720 3465.362162 6.3336824 10.1636525 6150.56774 6209.744722
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4732.172066 4763.596500 8.7259260 16.4437454 9226.60875 9289.339604
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3425.995743 3460.087676 6.2643460 10.0663881 6135.87409 6203.504926
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4731.927628 4767.841267 8.7110567 16.4259987 9227.88180 9299.574207
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3439.896428 3469.726870 6.3601160 10.3922467 6205.23878 6264.415755
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 4732.644474 4764.068908 8.7290590 16.5215847 9239.54649 9302.277344
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 3423.665944 3449.234894 6.2743375 10.3995501 6209.32881 6260.051933
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3425.520462 3455.350904 6.2734666 10.1503253 6152.45701 6211.633987
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3414.645560 3444.476002 6.2087046 10.0871940 6141.99341 6201.170388
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4748.399315 4779.823749 8.8341892 16.5094836 9235.68638 9298.417239
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3407.552387 3441.644321 6.1550666 10.0036654 6129.33381 6196.964638
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4748.393309 4784.306949 8.8207334 16.4942553 9237.38152 9309.073926
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3425.779461 3455.609903 6.2750172 10.3475376 6200.86967 6260.046651
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4748.259145 4779.683579 8.8332483 16.5922594 9249.58383 9312.314689
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3127.185824 3158.283605 2.8855416 5.6289207 5991.80922 6053.532179
obs Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5389.448811 5422.206005 7.0823067 15.3057549 10050.62209 10114.814352
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5391.743401 5424.500595 7.0925220 15.2489423 10042.12988 10106.322134
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2970.836493 3006.376815 2.5437473 5.2808602 5834.77526 5905.315781
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5384.376470 5421.813264 7.0509139 15.2064932 10036.62705 10109.989634
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2976.947879 3008.045660 2.5602282 5.4467466 5901.28168 5963.004632
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 5384.312565 5417.069759 7.0594940 15.3085434 10049.58268 10113.774935
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3096.654331 3127.752112 2.8162440 5.6442914 5996.96273 6058.685689
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5396.026156 5428.783351 7.1116278 15.2571034 10044.64289 10108.835146
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2971.776421 3007.316742 2.5456516 5.3062392 5845.74100 5916.281523
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 5389.202875 5426.639668 7.0723223 15.2171392 10039.71303 10113.075608
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3000.202894 3031.300675 2.6080728 5.5109836 5931.18492 5992.907880
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5388.879331 5421.636526 7.0797738 15.3177451 10052.37825 10116.570508
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 5391.437108 5419.514703 7.1000717 15.2988391 10046.64878 10101.670720
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3028.238100 3059.335881 2.6669422 5.4041004 5890.19628 5951.919237
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5382.811628 5415.568822 7.0528415 15.2504409 10039.83552 10104.027780
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 3037.443994 3064.099235 2.6908428 5.6212409 5977.49019 6030.395577
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3004.618047 3035.715828 2.6172569 5.3798155 5877.42052 5939.143474
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5388.366588 5421.123783 7.0774939 15.2736884 10045.16459 10109.356850
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 3039.210046 3065.865287 2.6946290 5.6554951 5991.39952 6044.304909
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4655.159794 4689.855612 2.2059043 3.8895149 8281.21484 8349.764476
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 4800.493431 4830.232704 2.3662264 4.1188690 8499.37127 8558.128094
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4694.228253 4728.924071 2.2473272 4.3782225 8758.97340 8827.523033
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6831.407313 6865.817377 7.1186060 19.0189873 13257.41509 13324.815844
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4485.147489 4524.799853 2.0324195 3.8025588 8206.52153 8284.863970
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6831.944572 6871.270360 7.1134429 19.0088688 13259.26680 13336.296236
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 4625.622103 4660.317921 2.1750942 3.9949652 8396.58719 8465.136826
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 6821.709633 6851.203973 7.0914769 19.1049987 13261.29251 13319.064585
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6819.333470 6853.743534 7.0761000 18.9829752 13246.23920 13313.639960
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4599.743889 4639.396252 2.1464099 4.0032724 8410.17727 8488.519712
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6819.335590 6858.661378 7.0690910 18.9713290 13247.60015 13324.629587
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4771.298054 4805.993872 2.3313360 4.2331691 8624.28911 8692.838745
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6822.387109 6856.797173 7.0868263 19.0910648 13262.69756 13330.098313
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 6843.659870 6873.154211 7.1691109 19.1105844 13273.34152 13331.113601
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4545.896566 4580.592384 2.0940656 3.8743119 8275.87176 8344.421396
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6843.045218 6877.455282 7.1598189 19.0981350 13274.29159 13341.692349
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 4798.593133 4828.332406 2.3640861 4.2256619 8609.74687 8668.503698
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 6829.198360 6858.692700 7.1178682 19.0777605 13261.41688 13319.188958
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4623.482184 4658.178002 2.1728789 4.0413347 8443.50488 8512.054510
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6828.016763 6862.426828 7.1066438 19.0637728 13261.85493 13329.255691
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6265.092974 6301.630468 2.3849135 4.1789027 11455.82758 11528.512702
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 6059.094035 6095.631529 2.2116981 4.0619102 11329.56708 11402.252197
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9910.439392 9947.669168 6.4390065 16.9463104 21848.37034 21923.160809
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 5899.760498 5941.517634 2.0848717 3.4178869 10325.05141 10408.120119
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 9909.953039 9952.501355 6.4337005 16.9256609 21845.26324 21930.738064
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 6384.855911 6421.393406 2.4917865 3.8938769 10938.69271 11011.377828
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5943.767160 5980.304654 2.1202781 3.7632193 10907.22948 10979.914599
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 9895.176021 9927.087258 6.4107521 16.9697344 21846.62063 21910.726740
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 9840.060660 9877.290436 6.2904911 16.7274425 21756.74899 21831.539459
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 9839.926786 9882.475102 6.2860420 16.7051334 21753.19958 21838.674395
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6388.051411 6424.588905 2.4947028 4.0643677 11233.61641 11306.301534
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9891.496694 9928.726471 6.3986916 16.9573615 21844.84776 21919.638228
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 6066.369847 6097.687700 2.2192201 4.0836035 11354.55911 11416.860641
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 9908.439493 9940.350731 6.4390067 17.0039592 21861.67143 21925.777544
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6006.741502 6043.278996 2.1697195 3.6856816 10762.35268 10835.037798
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9907.964902 9945.194679 6.4337258 16.9893540 21860.40493 21935.195399
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 5953.958742 5985.276594 2.1297610 3.8022330 10961.45426 11023.755793
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 9838.223760 9870.134998 6.2908313 16.7952205 21773.27749 21837.383601
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5908.584732 5945.122226 2.0931484 3.5177727 10503.62041 10576.305527
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9838.023491 9875.253267 6.2862436 16.7798754 21771.83737 21846.627838
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 11873.914759 11913.920625 3.4075798 5.8722447 22564.48883 22644.679347
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 12216.563392 12256.569257 3.6781803 6.1126321 22850.39998 22930.590494
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 13516.574020 13561.170487 7.7392223 18.3141759 30546.10464 30636.457702
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 11698.694155 11738.700020 3.2769905 5.4487597 21807.30530 21887.495820
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12114.975361 12154.981226 3.5957856 5.9112053 22518.21110 22598.401615
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13492.888960 13531.910870 7.6962656 18.2344749 30504.74248 30583.801405
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13487.026671 13531.623139 7.6807499 18.2118538 30497.84237 30588.195428
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11526.259606 11566.265471 3.1533644 5.0676286 21054.31012 21134.500638
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13471.653321 13510.675231 7.6544303 18.1670329 30472.54933 30551.608256
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13466.182142 13510.778609 7.6397658 18.1432638 30465.17571 30555.528770
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13502.253724 13541.275633 7.7147873 18.3275234 30545.84771 30624.906636
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 11820.901210 11855.191951 3.3690322 5.5744414 21998.21861 22066.953341
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate 13491.908762 13525.356113 7.6982804 18.2538146 30509.16083 30576.925620
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11809.450540 11849.456406 3.3589412 5.5135889 21881.65291 21961.843428
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13486.150542 13525.172451 7.6829659 18.2249219 30499.60514 30578.664071
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 11636.378225 11670.668967 3.2332056 5.2036330 21295.44756 21364.182283
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 12161.488832 12195.779574 3.6349004 6.0525903 22761.54340 22830.278129
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 13470.213798 13503.661149 7.6555315 18.1865387 30476.98811 30544.752901
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11598.670148 11638.676013 3.2047004 5.1747860 21258.94168 21339.132201
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13464.818521 13503.840430 7.6410138 18.1555474 30466.54176 30545.600688
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 16329.746590 16364.276051 7.9902420 17.8551575 34755.29273 34824.725525
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 16327.223082 16367.507453 7.9824995 17.5997113 34628.48291 34709.487841
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 16328.805443 16363.334905 7.9886305 17.6215048 34636.14628 34705.579077
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 14620.943343 14657.450718 2.2996298 3.7450743 28198.97079 28272.926801
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 16316.580923 16356.865295 7.9643139 17.8015775 34730.18759 34811.192522
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 16314.840842 16360.880124 7.9579325 17.5750962 34618.07582 34710.652887
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 14322.116380 14364.708317 2.1954378 3.5509112 27414.36374 27500.645757
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 16318.843638 16359.128010 7.9681770 17.6001447 34627.71712 34708.722056
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 14742.059224 14772.482036 2.3436841 4.1275919 29914.94263 29976.572639
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 14411.207046 14447.714421 2.2264789 3.9233609 29206.48515 29280.441168
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 15017.485929 15060.077866 2.4438124 4.1240580 29739.98346 29826.265479
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 14649.061270 14685.568644 2.3096177 3.7342754 28117.14553 28191.101545
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 16419.936702 16465.975984 8.1392089 17.7645321 34727.38323 34819.960299
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 14343.726401 14386.318338 2.2027625 3.5327969 27292.17423 27378.456241
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 16426.982515 16467.266887 8.1550034 17.7933309 34739.13382 34820.138752
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15094.847202 15137.439139 2.4731263 4.1249731 29687.96592 29774.247935
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 14801.604361 14838.111735 2.3645638 3.8042797 28349.49104 28423.447057
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14478.283542 14520.875479 2.2489235 3.5863411 27468.74830 27555.030312
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16424.403211 16464.687582 8.1504967 17.7759031 34729.89267 34810.897606
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 16429.236542 16463.766003 8.1624418 17.8012975 34739.65999 34809.092787
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 11157.518543 11195.008030 8.5104178 17.8078952 21738.10060 21812.535655
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 11160.344013 11192.477859 8.5235483 17.8392460 21744.59584 21808.397314
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 6408.444277 6440.570451 1.8724895 2.9622199 11877.09870 11942.241299
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6390.801002 6428.281539 1.8607600 2.9158991 11744.48900 11820.488706
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 6375.175579 6407.301753 1.8526671 2.9279893 11795.56797 11860.710569
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 11049.377118 11081.510965 8.2266595 17.5930852 21649.35613 21713.157606
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 11050.360448 11087.849936 8.2239878 17.5802224 21649.18677 21723.621827
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 11045.702438 11088.547567 8.2065126 17.4191784 21601.74594 21686.814574
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6096.877236 6134.357773 1.6937745 2.5950400 10879.00610 10955.005800
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11046.073190 11083.562678 8.2127308 17.4321196 21602.22929 21676.664348
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6199.899721 6232.025895 1.7516460 2.7788479 11454.28710 11519.429704
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 6406.157195 6443.637731 1.8699233 2.9417233 11816.65323 11892.652936
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 6430.766472 6462.892646 1.8859085 3.0116597 12017.33916 12082.481762
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 11144.143910 11186.989038 8.4687169 17.7723587 21728.64544 21813.714082
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6138.757039 6176.237576 1.7166191 2.6523914 11057.12280 11133.122503
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 11149.023443 11186.512931 8.4873511 17.8003889 21734.44826 21808.883317
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6470.673191 6508.153727 1.9089168 3.0308013 12046.77032 12122.770025
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 11182.207405 11225.052534 8.5723325 17.9356110 21785.21315 21870.281784
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6205.605842 6243.086379 1.7537240 2.7418771 11321.46358 11397.463282
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11190.191712 11227.681200 8.5997209 17.9717984 21793.91765 21868.352712
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 7892.950436 7919.615551 3.1809792 5.0374304 16501.64457 16556.581897
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 17614.252353 17654.947494 8.4833481 18.2308244 40402.67743 40485.603633
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 7893.563783 7925.561921 3.1795380 5.0319195 16494.99671 16560.921512
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 17612.271857 17647.153406 8.4833815 18.2449189 40407.57946 40478.659063
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 7721.611122 7753.609260 3.0057954 4.6533613 15828.57353 15894.498327
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 17599.747215 17646.255947 8.4550972 18.1956879 40385.81797 40480.590779
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7719.310246 7756.641407 3.0015737 4.5852184 15661.28719 15738.199457
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 17597.834210 17638.529351 8.4552458 18.2113475 40391.70952 40474.635725
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate 7829.862969 7856.528084 3.1160689 4.8808651 16224.89210 16279.829434
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 7831.445826 7863.443964 3.1156441 4.8105647 16057.98970 16123.914498
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 7742.066553 7774.064691 3.0259558 4.7049120 15928.67433 15994.599126
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 17611.511937 17658.020670 8.4752245 18.2162364 40397.84908 40492.621886
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 7736.821947 7774.153108 3.0188003 4.6231016 15733.48755 15810.399814
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 17609.549330 17650.244471 8.4752886 18.2315350 40403.51608 40486.442287
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 7762.325363 7794.323501 3.0460557 4.7661562 16051.10107 16117.025864
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 17626.118738 17672.627470 8.5002809 18.2451136 40414.87244 40509.645246
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7753.384846 7790.716007 3.0351845 4.6651355 15816.98644 15893.898707
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17624.119515 17664.814656 8.5002822 18.2598911 40420.20962 40503.135832
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17624.951653 17665.646794 8.5017119 18.2451567 40410.82766 40493.753864
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 17622.952169 17657.833719 8.5017128 18.2595550 40415.92670 40487.006309
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 9966.992099 10000.430203 3.1273481 5.6331968 21087.10584 21155.182981
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 9851.606200 9885.044303 3.0359464 5.5372418 20963.07735 21031.154500
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 20350.679140 20392.401406 8.4167194 17.9075117 46453.12224 46538.077282
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 20348.155492 20395.838081 8.4100773 17.9006965 46452.46890 46549.560371
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 9853.481013 9892.492133 3.0358487 5.5088178 20912.83032 20992.253659
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 20346.158168 20387.880433 8.4100812 17.9075147 46453.57477 46538.529812
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 9793.644593 9827.082697 2.9910457 5.4793424 20880.35625 20948.433391
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20352.680028 20394.402293 8.4196590 17.9117822 46456.12007 46541.075108
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20350.474572 20398.157161 8.4134817 17.9056007 46455.91148 46553.002952
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 9792.572516 9831.583636 2.9886845 5.4321556 20794.89844 20874.321779
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 20348.482128 20390.204393 8.4134928 17.9133328 46457.69998 46542.655015
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 9766.473129 9799.911232 2.9702262 5.4527738 20842.19268 20910.269829
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 20345.171899 20380.933841 8.4115692 17.8930572 46438.64128 46511.459886
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20346.774231 20388.496497 8.4109855 17.8822390 46434.56481 46519.519848
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20345.079213 20392.761802 8.4055633 17.8768114 46434.86570 46531.957168
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9761.307821 9800.318942 2.9647601 5.3942262 20736.31885 20815.742187
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20343.079352 20384.801617 8.4055636 17.8844352 46436.58650 46521.541534
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate 9939.359236 9967.224323 3.1068084 5.6660927 21157.74095 21214.471900
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 9930.481025 9963.919129 3.0981325 5.5892977 21022.66757 21090.744719
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 9921.332351 9954.770455 3.0908548 5.5807935 21011.17869 21079.255833
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 5038.748412 5070.828343 1.2232946 1.9900649 8506.24641 8570.197662
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5293.477779 5330.904365 1.3271327 2.0800654 8708.41411 8783.023904
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 5228.386394 5260.466325 1.3004129 2.0622588 8676.58146 8740.532709
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 5127.208320 5159.288251 1.2586816 2.0218785 8580.71171 8644.662953
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 5247.468133 5279.548064 1.3084370 2.0759019 8717.67916 8781.630410
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 13829.365796 13863.133982 6.9793163 16.8113380 32719.92136 32788.747930
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13821.980322 13861.376539 6.9633967 16.7925882 32713.06875 32793.366418
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 13817.939164 13862.963413 6.9531689 16.7779777 32708.75484 32800.523605
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4986.898845 5024.325432 1.2022420 1.9051305 8195.77791 8270.387702
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 13819.571900 13858.968118 6.9593174 16.7842121 32708.43215 32788.729820
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 5253.453872 5285.533803 1.3109642 2.0825813 8739.83007 8803.781317
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 13800.680652 13834.448839 6.9307747 16.7368210 32677.75515 32746.581726
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13792.754681 13832.150899 6.9140566 16.7162767 32669.84043 32750.138100
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 13787.636511 13832.660760 6.9020924 16.6991579 32664.04177 32755.810534
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4996.976679 5034.403265 1.2061542 1.9162105 8236.25318 8310.862968
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13789.252864 13828.649082 6.9081681 16.7054227 32663.75643 32744.054092
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5089.178339 5121.258270 1.2433446 2.0393349 8668.72624 8732.677492
obs Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13849.504330 13888.900548 7.0101859 16.8074478 32724.01170 32804.309363
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 5103.650221 5135.730152 1.2491587 2.0618291 8745.33059 8809.281834
obs Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 13851.112988 13884.881175 7.0163437 16.8138117 32723.72759 32792.554156
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 6852.692252 6887.478464 0.9858225 1.7599465 13044.42415 13114.520083
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 6806.818127 6841.604340 0.9765799 1.7734539 13152.46714 13222.563068
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 6866.456468 6901.242681 0.9886127 1.7709727 13114.42567 13184.521604
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6843.669654 6884.253568 0.9835938 1.7537812 13010.31007 13092.088659
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 6936.930955 6971.717168 1.0030231 1.7904926 13219.49293 13289.588855
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 6917.273386 6957.857301 0.9985724 1.7763201 13135.82221 13217.600798
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14768.560122 14813.383326 9.6007377 17.7651851 29886.93891 29977.132998
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 14770.634532 14809.854835 9.6105025 17.8013275 29900.85751 29979.777341
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6959.551598 7000.135512 1.0072791 1.7937615 13237.44779 13319.226373
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 14766.928153 14800.545556 9.6064118 17.8047564 29899.08961 29966.735181
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14760.980468 14800.200771 9.5873815 17.7853577 29894.94899 29973.868817
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14756.693410 14801.516614 9.5723543 17.7320705 29872.58428 29962.778372
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14758.349590 14797.569893 9.5810904 17.7626991 29883.74046 29962.660292
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 6939.752236 6974.538449 1.0036043 1.7886467 13205.91033 13276.006256
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 6891.926934 6926.713146 0.9937968 1.8038432 13324.69891 13394.794840
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14766.882825 14806.103128 9.6015107 17.7720919 29886.48484 29965.404671
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 6983.278714 7018.064926 1.0126144 1.8069730 13312.12728 13382.223210
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 14759.929121 14793.546524 9.5896510 17.7915928 29893.97333 29961.618896
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14756.017066 14795.237369 9.5755161 17.7364414 29870.54387 29949.463699
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 14757.404228 14791.021631 9.5836118 17.7673173 29881.89491 29949.540474
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate 1949.055071 1973.441551 0.6574243 1.2632476 4222.27970 4272.252203
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 1950.807119 1980.070895 0.6573403 1.2604409 4214.92402 4274.891033
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 1950.525475 1979.789251 0.6572449 1.2626107 4223.88749 4283.854498
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 1818.553800 1847.817576 0.6140216 1.1635411 3853.23511 3913.202121
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1753.919483 1788.060556 0.5932895 1.0884681 3533.82636 3603.787869
obs Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 6894.033359 6932.910278 8.9323845 17.9120435 11962.26619 12037.540312
obs Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6892.161915 6926.179220 8.9329870 17.9164635 11958.98895 12024.853809
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 1826.717635 1855.981411 0.6166109 1.1617860 3841.82545 3901.792458
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 1770.792376 1804.933449 0.5984721 1.0934119 3549.50986 3619.471369
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 6862.280047 6891.437736 8.8032622 17.8071186 11930.27498 11986.730579
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6863.093072 6897.110376 8.7977816 17.7864898 11930.73401 11996.598867
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 6861.428139 6900.305058 8.7808811 17.7627722 11930.00842 12005.282546
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 6859.469283 6893.486588 8.7810706 17.7673127 11926.72661 11992.591472
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 1831.452197 1860.715974 0.6181176 1.1606734 3834.68359 3894.650604
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1779.807389 1813.948462 0.6012596 1.0959640 3557.35164 3627.313151
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 6845.785890 6874.943579 8.7274091 17.7491424 11916.55376 11973.009355
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6846.628319 6880.645623 8.7221103 17.7315782 11917.49426 11983.359119
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 6845.984365 6884.861284 8.7100196 17.7168340 11918.43850 11993.712621
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6844.074987 6878.092292 8.7104337 17.7221444 11915.28888 11981.153744
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 1973.657301 2002.921078 0.6651285 1.2683879 4238.42354 4298.390549
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 3440.708195 3474.334573 0.5685016 0.9775497 5486.61998 5553.659734
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3366.248747 3405.479522 0.5577752 0.9521371 5272.51284 5350.725884
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 3398.303912 3437.534687 0.5622473 0.9476938 5215.98304 5294.196087
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 12083.784779 12121.894519 8.2502071 17.4789219 20880.49987 20954.275062
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 12082.865689 12126.419678 8.2431683 17.4716425 20881.51791 20965.832411
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 12137.236172 12175.345913 8.3801630 17.6566122 20946.39489 21020.170085
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 3567.379200 3601.005578 0.5867281 1.0186457 5824.04541 5891.085166
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 12081.788088 12114.453580 8.2502151 17.5535693 20895.93233 20959.168207
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 12080.924587 12119.034328 8.2433102 17.5456913 20896.81652 20970.591713
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 3440.523942 3474.150320 0.5684755 0.9780576 5491.49005 5558.529800
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 3362.449445 3401.680219 0.5572475 0.9525249 5277.69667 5355.909710
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3395.712137 3434.942911 0.5618844 0.9484016 5224.13739 5302.350434
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12083.242873 12121.352613 8.2488999 17.5312497 20893.93531 20967.710504
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12082.372531 12125.926520 8.2419797 17.5227668 20894.65889 20978.973399
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12137.095650 12175.205390 8.3798187 17.7118014 20960.65078 21034.425972
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 3441.608205 3475.234583 0.5686291 0.9766728 5477.99612 5545.035869
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3371.743330 3410.974104 0.5585392 0.9521589 5270.70976 5348.922805
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3402.923012 3442.153786 0.5628947 0.9475507 5212.64842 5290.861466
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12079.012898 12117.122639 8.2387037 17.6470632 20922.22845 20996.003644
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12080.745363 12124.299352 8.2380593 17.6378087 20923.75259 21008.067093
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 74.320137 82.523912 0.7086076 4.4808652 943.26314 969.766051
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 64.520655 72.724430 0.5984514 4.4396554 939.11467 965.617578
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 155.313286 163.088307 3.4384170 8.3914641 728.83640 751.807021
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 157.269803 166.340661 3.4356494 8.3239173 730.34424 757.143297
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 73.865157 82.068932 0.7030706 2.8593035 768.30313 794.806043
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 96.785117 104.988892 1.0438062 3.4208351 821.63956 848.142476
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 73.746473 81.950248 0.7016334 4.4712599 942.47178 968.974695
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 65.336953 73.540728 0.6069336 4.4565201 940.61109 967.113996
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 155.282917 163.057938 3.4364839 8.3554743 727.52270 750.493317
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 157.233587 166.304445 3.4333460 8.2892763 729.07348 755.872538
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 73.438638 81.642413 0.6979194 2.8567396 768.25076 794.753675
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 153.439915 162.510773 3.2004202 8.4141377 738.50301 765.302061
obs Indian1 (-Inf,26] cstar_tref ~ sal + temp + phosphate + silicate 152.634598 160.409619 3.2720146 8.5587879 738.28587 761.256492
mod Indian1 (-Inf,26] cstar_tref ~ sal + temp + silicate 105.192411 112.028891 1.2489584 4.3570307 911.71007 933.795833
obs Indian1 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 156.031236 165.102094 3.3577447 8.4466672 736.58810 763.387156
obs Indian1 (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 154.052694 161.827715 3.3590792 8.4770789 733.66930 756.639922
obs Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 156.044496 165.115354 3.3585693 8.4345374 736.12727 762.926327
obs Indian1 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 154.061834 161.836855 3.3596479 8.4633663 733.15870 756.129322
mod Indian1 (-Inf,26] cstar_tref ~ temp + phosphate + nitrate + silicate 99.372982 107.576757 1.0914337 4.2907598 916.91914 943.422051
mod Indian1 (-Inf,26] cstar_tref ~ temp + phosphate + silicate 118.365120 125.201599 1.5674116 4.7809866 935.29776 957.383516
mod Indian1 (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 72.183082 85.587721 0.3742508 1.9883398 1640.30467 1677.806255
mod Indian1 (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 109.537068 125.175813 0.4835305 1.9149029 1581.14631 1624.898160
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 113.375602 129.014347 0.4971689 1.7947499 1504.51664 1548.268483
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 178.914635 191.403962 1.5763175 5.5041939 1424.78520 1461.061666
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 177.897753 188.602891 1.5940265 4.9986547 1358.57859 1389.672702
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 178.238801 190.728129 1.5642578 4.9254070 1355.23868 1391.515149
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + aou + silicate 141.132002 154.536641 0.6168068 1.9392170 1545.81551 1583.317090
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 111.920144 125.324783 0.4991346 1.9861538 1612.80411 1650.305689
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 113.200177 128.838923 0.4965373 1.7820263 1496.66391 1540.415757
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 178.907355 191.396682 1.5761871 5.5053642 1424.92426 1461.200724
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 177.771205 188.476342 1.5917359 4.9862802 1357.14098 1388.235089
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 178.137112 190.626440 1.5624513 4.9146432 1353.95752 1390.233990
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 141.209533 154.614172 0.6171535 1.9279208 1538.64159 1576.143176
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate 179.860010 188.780958 1.6674389 5.3279429 1390.57041 1416.482175
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate 180.117170 190.822308 1.6347401 5.2878678 1391.93599 1423.030108
mod Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 109.360917 124.999663 0.4829137 1.8882758 1565.93241 1609.684258
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 180.012181 192.501508 1.5961006 5.1949980 1387.22037 1423.496840
obs Indian1 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 181.208905 191.914043 1.6551472 5.2707388 1388.46267 1419.556781
mod Indian1 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 91.197581 104.602220 0.4295389 1.8588035 1559.59845 1597.100030
mod Indian1 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 100.474257 113.878896 0.4594061 1.7910234 1510.84714 1548.348721
mod Indian1 (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate -61.084324 -48.321518 0.1342129 1.1984157 732.97057 767.189068
mod Indian1 (26.5,26.75] cstar_tref ~ sal + aou + oxygen + silicate -34.927495 -22.164689 0.1657315 0.9437973 593.77351 627.992013
mod Indian1 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate -56.953649 -44.190843 0.1387590 1.3567126 808.35272 842.571219
mod Indian1 (26.5,26.75] cstar_tref ~ sal + oxygen + nitrate + silicate -55.115013 -42.352207 0.1408319 1.1767551 724.71927 758.937770
mod Indian1 (26.5,26.75] cstar_tref ~ sal + phosphate + nitrate + silicate -98.959982 -86.197176 0.0988870 1.1901157 708.33620 742.554700
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 197.038514 208.745977 1.4337279 5.1677218 1582.71982 1615.580001
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 193.348996 207.007702 1.3573999 5.0879012 1580.56054 1618.897415
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 195.326778 210.936728 1.3571100 5.0586467 1580.62545 1624.439021
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 198.811838 212.470544 1.4306063 5.1451004 1583.86470 1622.201578
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate -32.098946 -19.336140 0.1695555 0.9235575 580.01439 614.232887
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate -14.591194 -1.828388 0.1952677 1.0438431 659.91264 694.131137
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 197.106712 208.814174 1.4346683 5.1781152 1584.05727 1616.917455
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 193.510121 207.168827 1.3595045 5.1013865 1582.25079 1620.587667
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 195.483408 211.093358 1.3591554 5.0678104 1581.74653 1625.560104
obs Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 198.893988 212.552694 1.4317368 5.1507907 1584.56272 1622.899594
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate -32.522434 -19.759628 0.1689774 0.9208053 578.06630 612.284800
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + phosphate + silicate -56.703230 -43.940424 0.1390396 0.9674886 605.12674 639.345241
mod Indian1 (26.5,26.75] cstar_tref ~ sal + temp + silicate -12.191929 -1.556257 0.2023198 1.0643561 668.62183 697.137243
obs Indian1 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 194.006008 207.664714 1.3660023 5.3074492 1608.83018 1647.167061
obs Indian1 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 194.063424 207.722130 1.3667567 5.3109878 1609.24210 1647.578974
mod Indian1 (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate -285.075936 -269.385213 0.0555978 0.6881256 245.81409 283.095341
mod Indian1 (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate -237.844649 -222.153926 0.0702431 0.6999892 290.66537 327.946627
mod Indian1 (26.75,27] cstar_tref ~ sal + phosphate + nitrate + silicate -403.198307 -387.507584 0.0309812 0.6639010 128.02626 165.307518
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate -415.442237 -397.136393 0.0288718 0.6214307 82.19986 125.694657
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 407.192974 425.215950 1.8364408 5.2321399 2227.94352 2272.810176
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 407.983644 428.581331 1.8250287 5.2140104 2229.37977 2280.655946
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 409.487267 427.510244 1.8582880 5.3145065 2242.32097 2287.187625
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -408.603477 -390.297634 0.0298660 0.6224681 89.07804 132.572833
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 407.075622 425.098598 1.8353303 5.2337936 2228.38276 2273.249408
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 407.851572 428.449260 1.8237867 5.2130671 2229.30800 2280.584169
obs Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 409.361141 427.384118 1.8570802 5.3132620 2242.18757 2287.054222
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate -84.740146 -69.049423 0.1498905 0.7429460 411.35431 448.635562
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + phosphate + nitrate + silicate -403.772215 -385.466372 0.0305889 0.6381382 107.36071 150.855504
mod Indian1 (26.75,27] cstar_tref ~ sal + temp + phosphate + silicate -138.053082 -122.362359 0.1151205 0.7382471 384.75070 422.031950
obs Indian1 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 410.315351 425.763617 1.8855761 5.2901818 2230.85764 2269.314775
obs Indian1 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 412.036226 430.059203 1.8828651 5.2784853 2232.77091 2277.637562
mod Indian1 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate -128.186939 -112.496216 0.1208829 0.6988877 354.02646 391.307714
obs Indian1 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 409.894891 425.343157 1.8814938 5.2872435 2230.66695 2269.124084
obs Indian1 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 411.590194 429.613170 1.8785411 5.2728568 2232.06205 2276.928698
mod Indian1 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate -134.024213 -118.333489 0.1174397 0.6951455 347.90970 385.190960
mod Indian1 (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate -194.215280 -180.724308 0.0554705 0.5591572 250.33601 285.948834
obs Indian1 (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 356.693151 374.113606 1.6591475 4.9247888 2239.21254 2283.816255
obs Indian1 (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 354.768724 369.700542 1.6598520 5.0573615 2263.71122 2301.942977
mod Indian1 (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate -197.218847 -183.727876 0.0542931 0.5556581 244.60664 280.219463
obs Indian1 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 359.109459 376.529913 1.6818235 4.9214640 2235.88929 2280.493000
obs Indian1 (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 357.203379 372.135197 1.6827112 5.0162302 2252.49370 2290.725456
mod Indian1 (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate -164.099647 -150.608676 0.0687834 0.5938124 304.93611 340.548939
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 358.469935 378.379026 1.6570682 4.8917437 2236.14856 2287.124231
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 356.558966 373.979421 1.6578972 4.9422739 2243.18585 2287.789561
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + aou + silicate -167.056115 -153.565144 0.0673461 0.6286351 341.38125 376.994072
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate -128.823505 -115.332534 0.0884940 0.5804879 301.86980 337.482624
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 358.649782 378.558873 1.6587433 4.8943799 2236.54171 2287.517376
obs Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 356.732061 374.152515 1.6595102 4.9434661 2243.26695 2287.870663
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate -166.356000 -152.865028 0.0676837 0.6292929 342.41778 378.030599
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate -181.851034 -170.608557 0.0614640 0.6665208 368.88728 398.564630
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate -183.315062 -169.824091 0.0599619 0.5530847 248.73044 284.343265
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + phosphate + silicate -183.077039 -169.586068 0.0600639 0.6543661 359.07993 394.692753
mod Indian1 (27,27.25] cstar_tref ~ sal + temp + silicate -120.623161 -109.380685 0.0951823 0.7023344 432.15480 461.832149
obs Indian1 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 357.070272 374.490727 1.6626663 5.0360716 2262.90063 2307.504345
obs Indian1 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 357.291655 374.712109 1.6647355 5.0575394 2267.23902 2311.842732
mod Indian1 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate -71.635623 -58.813882 0.1581638 0.6876106 624.28637 657.519201
mod Indian1 (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate -61.021185 -48.199444 0.1671539 0.7311839 690.32951 723.562342
mod Indian1 (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate -247.784153 -232.398064 0.0625380 0.6256040 504.06797 543.947373
obs Indian1 (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 426.651182 445.228904 1.7264497 5.4507331 2851.87424 2899.075274
mod Indian1 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate -242.930811 -227.544722 0.0641390 0.6088070 479.82036 519.699759
mod Indian1 (27.25,27.5] cstar_tref ~ sal + oxygen + silicate 9.699648 22.521389 0.2415925 0.7862918 730.50113 763.733971
mod Indian1 (27.25,27.5] cstar_tref ~ sal + phosphate + nitrate + silicate -237.980541 -222.594452 0.0658141 0.7205201 645.96316 685.842559
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou -118.122301 -105.300560 0.1241528 0.7393515 709.29830 742.531136
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 426.420552 444.998275 1.7245547 5.4109313 2842.62038 2889.821418
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 426.115033 447.346716 1.7057249 5.3835094 2842.25670 2896.200737
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 424.117112 442.694835 1.7057418 5.5011651 2866.02893 2913.229968
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen -115.510335 -102.688594 0.1258533 0.7409164 711.71709 744.949929
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 424.299790 440.223552 1.7235632 5.5107772 2862.30181 2902.759840
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 426.228312 444.806034 1.7229767 5.3995350 2840.07587 2887.276906
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 425.804828 447.036511 1.7032071 5.3614163 2837.23945 2891.183490
obs Indian1 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 423.805546 442.383269 1.7032130 5.4804777 2861.48745 2908.688484
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + phosphate -135.294160 -122.472419 0.1135310 0.7286120 691.95885 725.191686
mod Indian1 (27.25,27.5] cstar_tref ~ sal + temp + silicate -208.819583 -195.997842 0.0774112 0.6876979 611.57857 644.811401
obs Indian1 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 433.949724 452.527446 1.7875073 5.4667784 2848.44785 2895.648886
obs Indian1 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 434.012160 452.589883 1.7880388 5.4464222 2843.48880 2890.689832
obs Indian1 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 576.980810 594.412458 1.9612519 6.5703248 3294.29492 3336.500873
mod Indian1 (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate + silicate -421.259055 -404.100181 0.0451287 0.2587782 -511.08372 -469.842559
mod Indian1 (27.5,27.75] cstar_tref ~ oxygen + phosphate + silicate -290.421780 -276.122718 0.0755195 0.2898967 -379.46519 -345.097557
mod Indian1 (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate -382.771952 -365.613078 0.0523888 0.4199706 -28.74229 12.498877
mod Indian1 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate -382.878196 -365.719321 0.0523672 0.4045486 -63.85856 -22.617396
mod Indian1 (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate -374.583474 -360.284412 0.0544990 0.4179385 -31.82440 2.543238
mod Indian1 (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate -386.429446 -369.270572 0.0516514 0.4040646 -66.87151 -25.630346
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate -383.228010 -366.069135 0.0522963 0.4175666 -34.35847 6.882695
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 579.223172 599.560095 1.9630132 6.5485477 3293.83709 3343.077365
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 580.161256 603.403454 1.9553078 6.5402675 3296.66009 3352.934685
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 581.408195 601.745118 1.9789637 6.6094445 3304.97631 3354.216581
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate -380.722730 -363.563856 0.0528066 0.4181095 -31.78013 9.461038
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 579.601053 599.937976 1.9657624 6.5569991 3295.35579 3344.596061
obs Indian1 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 580.476285 603.718483 1.9575905 6.5436984 3297.20497 3353.479567
mod Indian1 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate -384.259630 -367.100755 0.0520876 0.4153770 -39.83821 1.402952
obs Indian1 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate 577.268283 594.699932 1.9633412 6.5511677 3290.34093 3332.546878
obs Indian1 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 578.168400 598.505324 1.9553595 6.5405816 3292.71977 3341.960043
obs Indian1 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 577.623138 595.054787 1.9659232 6.5656805 3293.07995 3335.285898
obs Indian1 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 578.498505 598.835429 1.9577516 6.5439786 3293.25103 3342.491309
mod Indian1 (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate + silicate -389.597157 -372.438282 0.0510211 0.3688052 -154.64658 -113.405415
obs Indian1 (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 244.795462 259.338224 1.7107899 10.4265651 1384.19443 1420.130915
obs Indian1 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 241.709321 254.174546 1.6951151 10.4409588 1380.18970 1410.992395
obs Indian1 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 243.366161 257.908923 1.6901926 10.4131286 1383.02300 1418.959487
mod Indian1 (27.75,27.85] cstar_tref ~ sal + aou + silicate -285.034415 -273.936876 0.0276450 0.1225433 -578.30224 -551.766724
mod Indian1 (27.75,27.85] cstar_tref ~ sal + nitrate + silicate -239.505674 -228.408135 0.0386372 0.1196613 -583.98441 -557.448891
mod Indian1 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate -281.662421 -270.564882 0.0283390 0.1379308 -528.28813 -501.752605
mod Indian1 (27.75,27.85] cstar_tref ~ sal + oxygen + silicate -286.395972 -275.298433 0.0273696 0.1153813 -604.07269 -577.537169
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou -281.884280 -270.786741 0.0282928 0.1346083 -538.34379 -511.808268
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 243.391979 257.934741 1.6905625 10.4190463 1383.24847 1419.184950
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 244.176374 260.796673 1.6732361 10.3883868 1385.55285 1426.623113
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 242.802135 257.344897 1.6821330 10.4262026 1383.21881 1419.155293
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + nitrate -238.924448 -227.826909 0.0388027 0.1242374 -566.22933 -539.693813
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen -281.116048 -270.018510 0.0284531 0.1347783 -537.54607 -511.010554
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 243.706027 258.248789 1.6950677 10.4279669 1383.72131 1419.657792
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 244.598145 261.218444 1.6792275 10.3980121 1386.10552 1427.175782
obs Indian1 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 243.204805 257.747567 1.6878830 10.4349380 1383.72866 1419.665148
mod Indian1 (27.75,27.85] cstar_tref ~ sal + temp + phosphate -281.766590 -270.669052 0.0283173 0.1411847 -518.84999 -492.314470
obs Indian1 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 245.488949 260.031711 1.7208739 10.4409913 1385.04432 1420.980802
mod Indian1 (27.75,27.85] cstar_tref ~ temp + aou + silicate -266.118810 -255.021272 0.0317703 0.1241608 -568.06357 -541.528048
mod Indian1 (27.75,27.85] cstar_tref ~ temp + oxygen + silicate -264.995976 -253.898437 0.0320337 0.1244173 -566.96481 -540.429288
obs Indian1 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate 367.232538 382.164356 1.7802430 9.6194096 1686.98726 1721.337728
mod Indian1 (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate -401.937536 -386.938678 0.0242681 0.0852586 -1015.59472 -980.046158
mod Indian1 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate -404.922202 -389.923344 0.0238690 0.0838506 -1026.15199 -990.603429
mod Indian1 (27.85,27.95] cstar_tref ~ sal + aou + silicate -403.692022 -391.192973 0.0243012 0.0853145 -1019.17969 -989.555887
mod Indian1 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate -407.505381 -392.506523 0.0235289 0.0810916 -1047.42346 -1011.874902
mod Indian1 (27.85,27.95] cstar_tref ~ sal + phosphate + nitrate + silicate -404.526546 -389.527688 0.0239216 0.0816793 -1042.90887 -1007.360307
mod Indian1 (27.85,27.95] cstar_tref ~ sal + phosphate + silicate -404.570400 -392.071352 0.0241830 0.0828017 -1038.23421 -1008.610413
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 369.385072 386.805527 1.7817692 9.6126522 1690.74226 1730.817811
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 370.718737 390.627828 1.7751117 9.6042650 1693.99287 1739.793495
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 368.829596 386.250051 1.7762176 9.6797392 1693.65846 1733.734005
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate -411.957165 -396.958307 0.0229542 0.0838777 -1026.11261 -990.564050
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 369.837653 387.258108 1.7863053 9.6187618 1691.27039 1731.345936
obs Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 371.293585 391.202676 1.7808537 9.6117325 1694.65057 1740.451201
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate -409.785497 -394.786639 0.0232328 0.0840982 -1024.37425 -988.825688
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate -410.059337 -395.060479 0.0231975 0.0836718 -1027.57448 -992.025921
mod Indian1 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate -403.832890 -388.834032 0.0240139 0.0826275 -1035.53736 -999.988805
obs Indian1 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 367.856612 382.788431 1.7864956 9.6272742 1687.68864 1722.039111
obs Indian1 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 369.131349 386.551804 1.7792313 9.6194864 1690.93827 1731.013822
obs Indian1 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate 368.298676 383.230494 1.7909378 9.6330574 1688.19500 1722.545474
obs Indian1 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 369.700811 387.121265 1.7849326 9.6265938 1691.57516 1731.650711
mod Indian1 (27.95,28.05] cstar_tref ~ sal + aou + phosphate -256.194639 -245.640269 0.0273002 0.0772697 -861.38198 -834.462613
mod Indian1 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate -254.236574 -241.571331 0.0272908 0.0737358 -885.95005 -853.646807
mod Indian1 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate -263.464271 -252.909901 0.0257210 0.0766500 -861.23366 -834.314298
mod Indian1 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate -261.664774 -248.999531 0.0256787 0.0688669 -921.73243 -889.429189
mod Indian1 (27.95,28.05] cstar_tref ~ sal + phosphate + nitrate + silicate -246.367437 -233.702194 0.0291091 0.0797270 -844.52657 -812.223327
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate -277.931740 -265.266497 0.0224733 0.0686063 -912.27407 -879.970831
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 435.489198 450.875287 2.1962127 10.0489344 2959.90387 2998.623230
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 436.658591 454.609028 2.1867322 10.0393429 2963.06306 3008.235645
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 438.505982 459.020768 2.1849948 10.0358593 2966.74988 3018.375685
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 437.486867 455.437304 2.1961860 10.0472149 2963.74588 3008.918461
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate -277.050851 -264.385608 0.0226361 0.0688304 -910.87580 -878.572561
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 435.237890 450.623979 2.1933400 10.0455694 2959.60730 2998.326657
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 436.327249 454.277687 2.1829618 10.0351567 2962.69349 3007.866072
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 438.210265 458.725050 2.1816321 10.0325449 2966.45860 3018.084411
obs Indian1 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 437.237703 455.188141 2.1933378 10.0443139 2963.49186 3008.664447
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + phosphate -268.240514 -257.686145 0.0247335 0.0789717 -841.45820 -814.538836
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate -268.619957 -255.954714 0.0242557 0.0661876 -940.20051 -907.897269
mod Indian1 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate -266.306400 -253.641156 0.0247201 0.0788912 -838.00772 -805.704484
obs Indian1 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 437.939386 455.889823 2.2013683 10.0701158 2965.82602 3010.998601
obs Indian1 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 437.549876 455.500313 2.1969069 10.0674372 2965.60007 3010.772650
mod Indian1 (28.05,28.1] cstar_tref ~ sal + aou + nitrate -227.551657 -218.092556 0.0214306 0.0703642 -745.00802 -720.019189
mod Indian1 (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate -250.078330 -238.727408 0.0166856 0.0654539 -766.65168 -736.665085
mod Indian1 (28.05,28.1] cstar_tref ~ sal + aou + phosphate -256.029317 -246.570215 0.0160263 0.0766260 -702.92315 -677.934326
obs Indian1 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 307.431983 323.928945 1.5873020 14.0285197 2898.16157 2941.188254
obs Indian1 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 305.741094 319.881347 1.5904503 14.0318517 2894.48034 2931.360356
mod Indian1 (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate -212.824004 -203.364902 0.0249058 0.0756104 -718.54827 -693.559441
mod Indian1 (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate -251.940020 -240.589098 0.0163717 0.0663460 -760.45117 -730.464577
mod Indian1 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate -262.226282 -252.767180 0.0150443 0.0737377 -719.66784 -694.679011
mod Indian1 (28.05,28.1] cstar_tref ~ sal + phosphate + nitrate -245.699309 -236.240208 0.0178079 0.0631335 -788.43091 -763.442081
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate -268.576279 -257.225357 0.0138155 0.0625157 -785.61078 -755.624190
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 307.504894 326.358565 1.5678145 13.9857173 2899.00774 2948.181088
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 306.372881 322.869843 1.5765621 13.9948990 2895.89858 2938.925266
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate -268.470894 -257.119972 0.0138304 0.0626019 -785.02199 -755.035396
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 307.538201 326.391872 1.5681492 13.9869728 2899.08953 2948.262885
obs Indian1 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 306.398531 322.895493 1.5768214 13.9961989 2895.97904 2939.005720
mod Indian1 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate -266.904106 -255.553184 0.0140533 0.0592738 -808.40220 -778.415608
obs Indian1 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 306.674330 323.171292 1.5796116 13.9983545 2896.22142 2939.248099
obs Indian1 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 305.732988 319.873241 1.5903677 14.0094219 2893.29647 2930.176479
obs Indian1 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 306.820249 323.317211 1.5810898 14.0012997 2896.44459 2939.471270
obs Indian1 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 305.876568 320.016821 1.5918321 14.0124148 2893.52053 2930.400545
mod Indian1 (28.1, Inf] cstar_tref ~ aou + nitrate + silicate -563.514103 -549.833110 0.0195584 0.0811716 -1921.45474 -1886.700708
mod Indian1 (28.1, Inf] cstar_tref ~ oxygen + nitrate + silicate -727.902654 -714.221662 0.0095105 0.0557249 -2373.42826 -2338.674226
mod Indian1 (28.1, Inf] cstar_tref ~ sal + aou + nitrate -549.206326 -535.525333 0.0208251 0.0639794 -2263.23930 -2228.485264
obs Indian1 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 418.512919 435.774276 2.4740299 13.2233757 2678.43271 2721.526581
obs Indian1 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 418.283693 433.079142 2.4993363 13.2924880 2678.61111 2715.548713
mod Indian1 (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate -699.374997 -685.694005 0.0107782 0.0498980 -2511.56173 -2476.807700
mod Indian1 (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate -750.404605 -733.987415 0.0085415 0.0467099 -2585.21438 -2543.509539
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate -697.179365 -680.762174 0.0107874 0.0461151 -2609.32847 -2567.623630
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 416.541579 436.268844 2.4182027 13.0367402 2671.21316 2720.463301
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 416.018390 433.279747 2.4388143 13.0869868 2670.33986 2713.433738
mod Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate -697.406638 -680.989447 0.0107767 0.0461664 -2607.80238 -2566.097545
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 416.941311 436.668576 2.4237644 13.0973049 2674.67147 2723.921615
obs Indian1 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 416.540900 433.802256 2.4461489 13.1503407 2673.96868 2717.062556
mod Indian1 (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate -725.913245 -709.496054 0.0095101 0.0550103 -2385.01399 -2343.309149
obs Indian1 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 420.360374 437.621731 2.5004380 13.1530757 2674.93004 2718.023917
obs Indian1 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 418.919054 433.714502 2.5084793 13.1864406 2672.89437 2709.831971
mod Indian1 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate -426.628268 -412.947276 0.0356511 0.0839059 -2028.95097 -1994.196942
mod Indian1 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate -726.742704 -710.325513 0.0094756 0.0546786 -2392.39571 -2350.690872
obs Indian1 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 420.372220 437.633577 2.5006082 13.2090459 2678.03477 2721.128645
obs Indian1 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + silicate 419.073618 433.869066 2.5107086 13.2443682 2676.12889 2713.066495
obs Indian2 (-Inf,26] cstar_tref ~ aou + oxygen + phosphate + silicate 575.762951 591.799924 3.3718710 10.3938829 1766.55886 1801.584546
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 568.944132 589.434908 1.8071095 3.6087060 1514.47598 1559.093920
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 541.229937 557.266910 2.8693874 9.8261971 1728.76077 1763.786458
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 542.955897 561.665699 2.8657153 9.7611539 1729.38542 1770.248727
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 538.876930 554.913903 2.8380103 9.7609572 1724.69995 1759.725643
obs Indian2 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 540.501868 559.211670 2.8330406 9.7034813 1725.66024 1766.523543
mod Indian2 (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 524.954877 545.445653 1.5408701 3.3122044 1462.62652 1507.244453
mod Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate 574.968504 589.604772 1.8739506 3.3815501 1433.83665 1465.706607
mod Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate 574.199112 591.762634 1.8552413 3.2225377 1389.74219 1427.986132
obs Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate 583.242354 599.279327 3.4918031 10.6668406 1781.58364 1816.609325
mod Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 503.172129 523.662904 1.4239351 2.6728006 1278.67689 1323.294824
mod Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 508.286597 525.850119 1.4611171 2.7705394 1303.76200 1342.005947
obs Indian2 (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 559.752734 575.789707 3.1288129 10.0337840 1744.66578 1779.691469
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate 563.170323 577.806591 1.7955327 3.1741764 1380.54827 1412.418224
obs Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate 578.694744 592.058888 3.4504807 10.5382948 1770.75518 1799.943254
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 562.365650 579.929173 1.7773792 3.0051360 1327.96071 1366.204657
obs Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 567.858142 583.895115 3.2495919 10.3254415 1761.32726 1796.352950
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 489.898846 510.389622 1.3570764 2.4799901 1216.07637 1260.694308
mod Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 495.205201 512.768723 1.3934810 2.5888624 1248.40056 1286.644509
obs Indian2 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 553.713236 569.750209 3.0417461 9.9181624 1737.17589 1772.201582
obs Indian2 (26,26.5] cstar_tref ~ aou + phosphate + silicate 536.851305 549.460248 4.2392390 10.3216930 1984.90996 2014.554765
obs Indian2 (26,26.5] cstar_tref ~ oxygen + phosphate + silicate 535.405417 548.014360 4.2060572 11.3243573 2053.60235 2083.247149
obs Indian2 (26,26.5] cstar_tref ~ sal + aou + phosphate 540.484412 553.093355 4.3237753 10.4047871 1988.43731 2018.082112
mod Indian2 (26,26.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 409.643695 428.673187 1.4152808 2.5809000 1388.96896 1434.086389
obs Indian2 (26,26.5] cstar_tref ~ sal + aou + phosphate + silicate 538.848263 553.978995 4.2391689 10.3190453 1988.71787 2024.291633
obs Indian2 (26,26.5] cstar_tref ~ sal + oxygen + phosphate 535.236478 547.845421 4.2021972 11.3163428 2053.17303 2082.817833
mod Indian2 (26,26.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 395.124612 414.154104 1.3264559 2.4390213 1345.84736 1390.964785
obs Indian2 (26,26.5] cstar_tref ~ sal + oxygen + phosphate + silicate 535.519365 550.650096 4.1631642 11.2773039 2055.45555 2091.029314
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 354.754628 373.784120 1.1077019 2.1418552 1260.60285 1305.720281
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + silicate 352.954126 369.265120 1.1086889 2.3366165 1362.25373 1400.925811
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + aou + silicate 524.244103 539.374834 3.9157105 11.7725282 2088.46690 2124.040666
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + nitrate + silicate 353.925383 370.236377 1.1135065 2.1909094 1282.92941 1321.601490
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 354.660043 373.689535 1.1072342 2.1407142 1260.10838 1305.225811
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + oxygen + silicate 352.826718 369.137711 1.1080584 2.3365196 1362.39303 1401.065112
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + phosphate 512.651628 525.260570 3.7168026 10.7998428 2028.63385 2058.278649
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 355.873963 374.903455 1.1132509 2.1282791 1250.26085 1295.378274
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 357.019638 373.330631 1.1289948 2.3973766 1386.22142 1424.893495
obs Indian2 (26,26.5] cstar_tref ~ sal + temp + phosphate + silicate 514.648255 529.778987 3.7167345 10.7956778 2032.37243 2067.946196
mod Indian2 (26,26.5] cstar_tref ~ sal + temp + silicate 371.335276 384.927771 1.2142971 2.6347440 1468.06007 1500.286804
obs Indian2 (26,26.5] cstar_tref ~ temp + phosphate + silicate 525.144144 537.753087 3.9779154 11.3437876 2058.58916 2088.233964
obs Indian2 (26.5,26.75] cstar_tref ~ aou + phosphate + silicate 393.006936 404.725963 2.9099023 7.6009132 1713.35423 1742.064073
obs Indian2 (26.5,26.75] cstar_tref ~ oxygen + phosphate + silicate 399.385160 411.104188 3.0329524 8.3012363 1771.02946 1799.739300
mod Indian2 (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 107.937435 122.450478 0.4312781 1.0133920 608.02171 644.300476
obs Indian2 (26.5,26.75] cstar_tref ~ sal + aou + phosphate 392.116606 403.835634 2.8931276 7.3922167 1694.00017 1722.710006
obs Indian2 (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 391.824742 405.887575 2.8503902 7.3359172 1694.37392 1728.825726
mod Indian2 (26.5,26.75] cstar_tref ~ sal + aou + silicate 113.110085 125.204288 0.4503215 1.0328679 611.60723 641.839543
mod Indian2 (26.5,26.75] cstar_tref ~ sal + nitrate + silicate 115.616195 127.710398 0.4571716 1.0928721 662.66261 692.894919
mod Indian2 (26.5,26.75] cstar_tref ~ sal + oxygen + nitrate + silicate 104.798846 119.311890 0.4232004 1.0084661 607.88536 644.164129
obs Indian2 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate 399.791491 411.510518 3.0409654 8.0651814 1750.46940 1779.179241
obs Indian2 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate + silicate 401.199951 415.262783 3.0293070 8.0476209 1753.35833 1787.810138
mod Indian2 (26.5,26.75] cstar_tref ~ sal + oxygen + silicate 116.310447 128.404650 0.4590876 1.0459110 618.87484 649.107150
mod Indian2 (26.5,26.75] cstar_tref ~ sal + phosphate + silicate 97.821420 109.915623 0.4106994 0.9978074 600.65540 630.887708
obs Indian2 (26.5,26.75] cstar_tref ~ sal + phosphate + silicate 401.778923 413.497950 3.0804647 9.8237807 1882.52965 1911.239489
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate 115.101899 129.614943 0.4502993 1.0328224 615.57682 651.855595
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + nitrate + silicate 92.324405 106.837449 0.3925637 0.9991354 615.29185 651.570617
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate 116.108413 130.621457 0.4530379 1.0352716 616.30706 652.585828
obs Indian2 (26.5,26.75] cstar_tref ~ sal + temp + phosphate 397.238702 408.957729 2.9909722 9.7619148 1879.79655 1908.506391
mod Indian2 (26.5,26.75] cstar_tref ~ sal + temp + phosphate + silicate 88.768679 103.281723 0.3842443 0.9544602 577.37089 613.649658
obs Indian2 (26.5,26.75] cstar_tref ~ sal + temp + phosphate + silicate 397.904164 411.966997 2.9651649 9.6615223 1877.56615 1912.017957
obs Indian2 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate 373.006989 384.726016 2.5555046 6.5457573 1621.84154 1650.551378
mod Indian2 (26.75,27] cstar_tref ~ sal + oxygen + nitrate 50.914413 64.934518 0.2861450 0.9208422 739.80364 773.141901
mod Indian2 (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate 41.790804 58.614930 0.2733930 0.8993927 722.96621 762.972127
mod Indian2 (26.75,27] cstar_tref ~ sal + oxygen + phosphate + silicate 24.561280 41.385407 0.2547538 0.8347713 652.02737 692.033285
mod Indian2 (26.75,27] cstar_tref ~ sal + phosphate + silicate 67.632648 81.652753 0.3064382 0.9228385 735.92887 769.267131
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 764.493968 783.019547 2.4684088 6.5485469 3087.40073 3130.008594
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 764.053234 785.666408 2.4498838 6.5217677 3087.30347 3137.012651
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 766.476785 788.089959 2.4682778 6.5333496 3088.35739 3138.066575
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + aou + silicate 65.851458 82.675584 0.3017260 0.9250083 743.96406 783.969976
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + nitrate 49.200666 63.220771 0.2841423 0.9133750 732.00249 765.340755
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + nitrate + silicate 40.977903 57.802030 0.2724837 0.8947944 717.99234 757.998249
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 763.930205 782.455783 2.4641174 6.5555806 3089.10430 3131.712165
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 763.591982 785.205157 2.4463986 6.5301486 3089.22254 3138.931722
obs Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 765.905848 787.519022 2.4639322 6.5388760 3089.77055 3139.479730
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate 66.837004 83.661130 0.3029472 0.9246584 743.17292 783.178834
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + phosphate 83.294159 97.314264 0.3267524 0.9230716 728.27353 761.611789
mod Indian2 (26.75,27] cstar_tref ~ sal + temp + phosphate + silicate 30.053666 46.877792 0.2605532 0.8525367 671.89564 711.901557
obs Indian2 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 764.393179 782.918757 2.4676410 6.5482849 3087.40131 3130.009180
obs Indian2 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 766.320380 784.845958 2.4823626 6.5660478 3089.93794 3132.545809
obs Indian2 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 764.453024 782.978602 2.4680968 6.5566229 3089.03969 3131.647559
obs Indian2 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 766.224153 784.749731 2.4816255 6.5706218 3090.90489 3133.512763
mod Indian2 (27,27.25] cstar_tref ~ sal + oxygen + nitrate 129.790707 143.810812 0.3953464 0.9274299 733.93044 767.611776
mod Indian2 (27,27.25] cstar_tref ~ sal + oxygen + phosphate 130.501323 144.521428 0.3964994 0.8580803 627.46514 661.146469
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + aou 131.965116 145.985221 0.3988852 0.8962916 685.29039 718.971717
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 597.024374 613.848500 2.6610009 6.7791850 2882.17375 2922.961646
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 598.419179 618.047326 2.6544090 6.7716586 2885.38655 2932.972427
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 576.470432 598.902600 2.4062546 6.4607218 2853.11420 2907.498064
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 576.862452 596.490599 2.4299600 6.4852787 2851.67464 2899.260520
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + aou + silicate 104.870871 121.694998 0.3540489 0.8498412 657.74546 698.163061
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + nitrate 128.651594 142.671699 0.3935050 0.9007464 696.74004 730.421375
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + nitrate + silicate 80.173326 96.997452 0.3199663 0.8270133 649.97279 690.390383
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen 132.539072 146.559177 0.3998246 0.8973084 685.98160 719.662935
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 594.753560 611.577686 2.6363509 6.7643992 2881.82165 2922.609549
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 596.347929 615.976076 2.6319718 6.7592696 2885.27020 2932.856080
obs Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 576.861717 596.489864 2.4299527 6.4953234 2853.65939 2901.245267
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 106.592495 123.416621 0.3565559 0.8526530 659.93064 700.348238
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + phosphate 129.485279 143.505385 0.3948518 0.8727481 652.64029 686.321620
mod Indian2 (27,27.25] cstar_tref ~ sal + temp + phosphate + silicate 120.152969 136.977095 0.3769327 0.8525166 641.65087 682.068463
obs Indian2 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 584.914082 604.542229 2.5114827 6.5661376 2859.59499 2907.180864
obs Indian2 (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 583.869248 600.693374 2.5213334 6.5767364 2856.69810 2897.486000
obs Indian2 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 583.344135 600.168261 2.5159131 6.5818680 2858.25705 2899.044943
obs Indian2 (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 731.392062 749.991260 2.1691382 6.9070303 3694.12667 3737.965323
obs Indian2 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 730.402725 752.101790 2.1494589 6.8498254 3687.24913 3738.394223
mod Indian2 (27.25,27.5] cstar_tref ~ sal + aou + silicate 63.321686 78.971180 0.2833189 0.6778294 513.26772 549.463449
mod Indian2 (27.25,27.5] cstar_tref ~ sal + nitrate + silicate 8.469690 24.119184 0.2408777 0.6179087 417.62934 453.825070
mod Indian2 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate 91.090455 106.739948 0.3075782 0.6493146 411.79124 447.986967
mod Indian2 (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate 74.231690 89.881184 0.2926131 0.6119053 333.79246 369.988189
mod Indian2 (27.25,27.5] cstar_tref ~ sal + phosphate + silicate 88.059734 103.709228 0.3048326 0.6625709 449.94627 486.142001
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou 72.830704 88.480198 0.2914028 0.6160364 347.32306 383.518788
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 731.751778 756.550710 2.1451973 6.7830664 3677.31979 3735.771328
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 741.227603 762.926668 2.2215803 6.8599778 3684.90862 3736.053712
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + nitrate 53.897408 69.546902 0.2755284 0.6062562 345.12835 381.324079
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen 74.868134 90.517628 0.2931646 0.6182775 350.68839 386.884126
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 731.140979 755.939911 2.1412062 6.7867792 3678.35540 3736.806938
obs Indian2 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 741.702692 763.401757 2.2248005 6.8707669 3687.00113 3738.146228
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + phosphate 80.909085 96.558579 0.2984514 0.6200254 346.87913 383.074860
mod Indian2 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 79.244177 98.023569 0.2952327 0.6026889 306.80834 350.243223
obs Indian2 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 732.883075 754.582140 2.1657748 6.8510643 3686.54239 3737.687491
obs Indian2 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 740.126398 758.725596 2.2276763 6.9197520 3693.22149 3737.060141
obs Indian2 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 732.112845 753.811910 2.1606949 6.8503036 3686.68621 3737.831303
obs Indian2 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 740.460984 759.060183 2.2299499 6.9256036 3694.31226 3738.150914
mod Indian2 (27.5,27.75] cstar_tref ~ aou + nitrate + silicate -156.462859 -140.280650 0.1554146 0.3344230 -496.67104 -458.665078
obs Indian2 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 945.286975 968.649742 2.2698916 7.9929251 4780.71951 4834.907292
obs Indian2 (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 943.313806 963.339035 2.2700380 8.0107843 4780.47932 4826.925996
mod Indian2 (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate -346.658647 -330.476437 0.0937148 0.2876393 -593.86489 -555.858926
obs Indian2 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 940.470690 967.170995 2.2330018 7.9533323 4777.33256 4839.261454
obs Indian2 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 938.765426 962.128192 2.2345844 7.9740383 4777.65896 4831.846741
mod Indian2 (27.5,27.75] cstar_tref ~ sal + aou + silicate -142.624289 -126.442079 0.1612412 0.3642021 -336.90771 -298.901750
mod Indian2 (27.5,27.75] cstar_tref ~ sal + nitrate + silicate -217.676658 -201.494449 0.1320649 0.3201558 -500.37483 -462.368862
mod Indian2 (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate -136.075801 -119.893591 0.1640740 0.3483249 -442.74197 -404.736008
mod Indian2 (27.5,27.75] cstar_tref ~ sal + oxygen + silicate -120.942000 -104.759790 0.1708125 0.3698165 -338.10394 -300.097972
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 940.699832 967.400137 2.2342321 7.9570225 4778.08106 4840.009955
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 939.042537 962.405304 2.2360735 7.9777291 4778.39939 4832.587174
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate -142.254911 -122.836260 0.1605434 0.3530087 -396.23746 -350.630299
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + nitrate -157.945734 -141.763524 0.1548029 0.3442631 -432.21481 -394.208842
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate -243.982301 -224.563649 0.1224880 0.3042741 -564.29814 -518.690981
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 942.184882 968.885186 2.2422222 7.9682339 4780.24588 4842.174781
obs Indian2 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 940.543613 963.906380 2.2441566 7.9887387 4780.51601 4834.703801
mod Indian2 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate -116.982159 -97.563508 0.1717052 0.3653214 -364.03716 -318.429999
obs Indian2 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 945.776422 969.139189 2.2725638 7.9988205 4781.88911 4836.076897
obs Indian2 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 947.223318 970.586085 2.2804818 8.0108127 4784.19518 4838.382969
mod Indian2 (27.75,27.85] cstar_tref ~ aou + nitrate + silicate -288.910607 -276.756523 0.0408369 0.1157303 -745.66586 -717.045248
mod Indian2 (27.75,27.85] cstar_tref ~ aou + phosphate + nitrate -123.435071 -111.280987 0.1093507 0.3158075 -176.60780 -147.987191
obs Indian2 (27.75,27.85] cstar_tref ~ aou + phosphate + nitrate + silicate 352.891432 367.108119 2.0930078 8.3286651 1755.55867 1789.971214
mod Indian2 (27.75,27.85] cstar_tref ~ aou + phosphate + silicate -128.724784 -116.570700 0.1059613 0.3177441 -171.76043 -143.139826
mod Indian2 (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate -246.413252 -234.259167 0.0525911 0.1321956 -678.88811 -650.267501
mod Indian2 (27.75,27.85] cstar_tref ~ sal + aou + nitrate -133.766083 -121.611999 0.1028289 0.2557739 -306.34389 -277.723278
obs Indian2 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 353.895029 370.481164 2.0798501 8.2970359 1757.29255 1797.440521
obs Indian2 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 352.263447 366.480134 2.0847055 8.3109249 1754.28241 1788.694949
mod Indian2 (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate -140.206181 -128.052097 0.0989616 0.2865894 -231.44011 -202.819501
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 355.853235 374.808818 2.0793000 8.2829270 1760.31633 1806.199721
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 354.261856 370.847991 2.0846845 8.2976417 1757.36818 1797.516146
mod Indian2 (27.75,27.85] cstar_tref ~ sal + temp + nitrate -150.889257 -138.735173 0.0928646 0.3180062 -169.58005 -140.959440
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 354.585465 373.541048 2.0626828 8.2651553 1758.96891 1804.852297
obs Indian2 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 352.973723 369.559858 2.0677577 8.2795084 1755.99692 1796.144890
mod Indian2 (27.75,27.85] cstar_tref ~ temp + aou + nitrate -136.223242 -124.069158 0.1013359 0.2913525 -222.42185 -193.801240
obs Indian2 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 354.746483 371.332618 2.0910886 8.3033746 1757.80656 1797.954530
mod Indian2 (27.75,27.85] cstar_tref ~ temp + nitrate + silicate -113.975996 -101.821912 0.1156842 0.3074782 -196.46920 -167.848588
mod Indian2 (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate -145.884298 -133.730214 0.0956728 0.2799387 -244.31412 -215.693512
obs Indian2 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 353.615352 370.201487 2.0761718 8.2886421 1756.68813 1796.836095
obs Indian2 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 352.731710 366.948397 2.0908931 8.3193245 1754.90270 1789.315244
mod Indian2 (27.85,27.95] cstar_tref ~ aou + nitrate + silicate -193.571129 -181.598883 0.0688689 0.1642507 -628.55522 -599.200652
mod Indian2 (27.85,27.95] cstar_tref ~ aou + phosphate + silicate -167.054632 -155.082386 0.0811165 0.2066397 -470.77867 -441.424108
mod Indian2 (27.85,27.95] cstar_tref ~ oxygen + nitrate + silicate -162.250980 -150.278734 0.0835578 0.1622391 -689.24186 -659.887297
mod Indian2 (27.85,27.95] cstar_tref ~ oxygen + phosphate + silicate -126.130166 -114.157920 0.1044290 0.2181116 -477.21447 -447.859910
mod Indian2 (27.85,27.95] cstar_tref ~ sal + aou + nitrate -147.181979 -135.209733 0.0917032 0.2437446 -359.29145 -329.936882
mod Indian2 (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate -206.825902 -192.459207 0.0626798 0.1263025 -833.36074 -798.135263
mod Indian2 (27.85,27.95] cstar_tref ~ sal + nitrate + silicate -137.911144 -125.938898 0.0971042 0.2510216 -344.15870 -314.804138
mod Indian2 (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate -173.543602 -159.176907 0.0769754 0.1464319 -758.14287 -722.917392
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 463.622822 482.589533 1.8337985 8.5916415 2222.35538 2266.300503
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 463.467825 485.144067 1.8160836 8.5566794 2222.86134 2273.084334
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 463.584757 482.551469 1.8334841 8.6152591 2224.16972 2268.114839
mod Indian2 (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate -138.577375 -124.210680 0.0955192 0.2172402 -455.00394 -419.778460
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 460.151390 479.118102 1.8053463 8.5629504 2218.86543 2262.810554
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 460.778441 482.454683 1.7942156 8.5345138 2220.14881 2270.371811
obs Indian2 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 461.076429 480.043140 1.8128846 8.5941919 2221.62525 2265.570377
obs Indian2 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 461.685176 477.942357 1.8343136 8.5958627 2218.70503 2256.372275
obs Indian2 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 461.997755 480.964466 1.8204239 8.5626134 2219.51514 2263.460263
mod Indian2 (27.85,27.95] cstar_tref ~ temp + nitrate + silicate -106.745313 -94.773067 0.1177033 0.2485254 -390.70467 -361.350108
obs Indian2 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate 458.384839 474.642020 1.8072457 8.5683938 2215.37361 2253.040862
obs Indian2 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 459.470522 478.437233 1.7998178 8.5416064 2216.95675 2260.901876
mod Indian2 (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate -249.792281 -231.768603 0.1005162 0.2006145 -871.54499 -830.221378
mod Indian2 (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate -268.083031 -250.059354 0.0945322 0.2035272 -828.69865 -787.375041
mod Indian2 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate -258.392157 -240.368479 0.0976569 0.1919991 -922.66790 -881.344288
mod Indian2 (27.95,28.05] cstar_tref ~ sal + phosphate + nitrate + silicate -249.955239 -231.931561 0.1004613 0.2030507 -854.05809 -812.734476
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate -270.146286 -252.122609 0.0938800 0.1635634 -1151.95217 -1110.628560
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate -318.919137 -297.891513 0.0791732 0.1389160 -1309.23516 -1261.024281
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 826.969265 852.903241 2.0677950 10.4433207 4408.48717 4468.185863
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 827.082670 849.774900 2.0793884 10.4553564 4406.65369 4458.890046
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate -299.170508 -281.146830 0.0851675 0.1977641 -836.44448 -795.120866
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate -269.987571 -251.963893 0.0939300 0.1640513 -1147.29531 -1105.971694
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -318.736447 -297.708823 0.0792218 0.1393771 -1304.11085 -1255.899972
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 821.277213 843.969443 2.0476964 10.4459016 4403.51549 4455.751855
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 823.031548 848.965524 2.0463661 10.4173849 4404.00797 4463.706667
obs Indian2 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 823.188291 845.880521 2.0580753 10.4295819 4402.22333 4454.459692
mod Indian2 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate -275.764530 -257.740852 0.0921266 0.1802494 -989.00588 -947.682263
obs Indian2 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 825.470997 848.163226 2.0705414 10.4470052 4405.10155 4457.337915
obs Indian2 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 825.255577 844.706059 2.0803398 10.4573697 4402.95412 4447.728148
obs Indian2 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 819.531144 838.981626 2.0490725 10.4486931 4399.93896 4444.712986
obs Indian2 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 821.328290 844.020519 2.0479731 10.4201295 4400.44140 4452.677762
obs Indian2 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 821.249978 840.700460 2.0584112 10.4311987 4398.43893 4443.212951
mod Indian2 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate + silicate -299.141273 -279.866142 0.0627444 0.1367106 -1003.37777 -958.106510
obs Indian2 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 933.174619 950.096309 9.9291538 20.1818404 4129.68119 4170.915410
mod Indian2 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate -292.229972 -272.954841 0.0646417 0.1330336 -1043.94880 -998.677536
obs Indian2 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 935.064734 954.806705 9.9247553 20.1601167 4132.13374 4180.240334
mod Indian2 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate -279.281668 -262.760127 0.0689438 0.1373405 -1032.95835 -994.154415
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate -299.055190 -279.780059 0.0627677 0.1367392 -1003.24849 -957.977233
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 933.153669 950.075358 9.9283150 20.1931137 4130.66380 4171.898020
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate -292.179276 -272.904145 0.0646558 0.1330718 -1043.68508 -998.413824
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 935.042167 954.784138 9.9238522 20.1715998 4133.13917 4181.245763
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 936.983758 959.546011 9.9215152 20.1634727 4136.60036 4191.579328
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 935.125791 954.867762 9.9271990 20.1872300 4134.24102 4182.347617
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate -301.001581 -284.480040 0.0627822 0.1372048 -1003.51021 -964.706267
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -299.052328 -279.777196 0.0627685 0.1367449 -1003.20516 -957.933900
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 933.096146 950.017836 9.9260124 20.2009472 4131.44520 4172.679427
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate -292.148232 -272.873100 0.0646645 0.1330576 -1043.85652 -998.585259
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 934.982173 954.724144 9.9214518 20.1794810 4133.93155 4182.038150
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 936.940569 959.502822 9.9197875 20.1728746 4137.48034 4192.459303
obs Indian2 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 935.078510 954.820481 9.9253066 20.1962290 4135.09557 4183.202170
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate -290.537284 -274.015743 0.0656788 0.1373600 -1015.78977 -976.985833
mod Indian2 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate + silicate -300.854516 -281.579384 0.0622828 0.1339065 -1024.59285 -979.321591
obs Indian2 (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate 1945.814247 1970.140883 2.3415111 12.2271249 8917.81004 8971.199171
obs Indian2 (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1944.100143 1972.481218 2.3313260 12.2111578 8916.99835 8979.285677
obs Indian2 (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 1943.158051 1967.484687 2.3342226 12.2202812 8915.23827 8968.627403
mod Indian2 (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate -1071.185970 -1046.118305 0.0786635 0.1629114 -3456.26895 -3400.989672
mod Indian2 (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate + silicate -1075.784062 -1050.716398 0.0782892 0.1666959 -3351.39217 -3296.112890
mod Indian2 (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate -1063.506437 -1038.438773 0.0792927 0.1633256 -3454.39292 -3399.113647
mod Indian2 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate -1081.839382 -1056.771718 0.0777990 0.1623848 -3457.82566 -3402.546388
mod Indian2 (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate -1063.826402 -1038.758738 0.0792664 0.1672609 -3350.05110 -3294.771824
mod Indian2 (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate -1085.578722 -1060.511058 0.0774978 0.1646224 -3394.37675 -3339.097476
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate -1066.645152 -1037.399543 0.0788712 0.1628058 -3458.18973 -3393.697237
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate -1093.979384 -1064.733776 0.0766662 0.1607477 -3481.55027 -3417.057783
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1949.098224 1981.533739 2.3395441 12.2208498 8924.27629 8995.461803
obs Indian2 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 1948.087770 1976.468845 2.3422630 12.2282297 8922.15055 8984.437877
mod Indian2 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -1066.672693 -1037.427084 0.0788689 0.1628063 -3458.14329 -3393.650805
obs Indian2 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate 1945.917169 1970.243805 2.3417940 12.2299336 8918.39223 8971.781368
obs Indian2 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 1946.490171 1974.871247 2.3378751 12.2159737 8919.05927 8981.346596
obs Indian2 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate 1944.653389 1977.088904 2.3273706 12.2001008 8918.20265 8989.388160
obs Indian2 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate + silicate 1943.757022 1972.138097 2.3303873 12.2097077 8916.55812 8978.845446
mod Indian2 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate -1098.901718 -1069.656109 0.0762757 0.1604168 -3484.86389 -3420.371403
obs Indian2 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1947.099216 1975.480292 2.3395469 12.2282956 8921.68983 8983.977159
obs Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate 803.797971 821.901650 3.3297894 6.9725406 1900.46907 1938.362656
obs Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 803.500157 824.621116 3.3045503 6.9135754 1898.45064 1942.659822
obs Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 793.950292 818.088531 3.1805553 6.7850150 1890.39445 1940.919230
mod Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 604.792235 626.865277 1.3344957 2.2415658 1197.56675 1243.363292
obs Indian3 (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 793.890444 815.011403 3.2010541 6.8414269 1892.30030 1936.509476
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 497.517945 519.590987 0.9787414 1.8855750 1090.17822 1135.974767
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 805.320028 826.440987 3.3245238 6.9509202 1902.19121 1946.400386
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 796.341862 820.480101 3.2058425 6.8276388 1894.70533 1945.230106
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 595.416813 617.489854 1.2988209 2.1791505 1175.08489 1220.881431
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 796.077145 817.198103 3.2243162 6.8812573 1896.30338 1940.512560
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 688.744851 710.817892 1.7009571 2.8244451 1375.23984 1421.036378
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 496.866266 518.939307 0.9768997 1.8800884 1087.76254 1133.559081
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 806.122133 827.243092 3.3333654 6.9714714 1904.28283 1948.492008
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 797.442250 821.580489 3.2175448 6.8509611 1897.08700 1947.611776
mod Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 593.227698 615.300739 1.2906293 2.1667713 1170.80727 1216.603814
obs Indian3 (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 797.180416 818.301375 3.2361168 6.9044853 1898.65463 1942.863809
mod Indian3 (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate 640.768641 659.688390 1.4893084 2.5161484 1285.86462 1325.118804
mod Indian3 (-Inf,26] cstar_tref ~ temp + aou + phosphate + silicate 668.053455 686.973205 1.6115069 2.6367921 1312.48574 1351.739924
mod Indian3 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 629.556611 648.476360 1.4418214 2.4434079 1263.74604 1303.000221
mod Indian3 (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + silicate 657.045114 675.964864 1.5610422 2.5551374 1287.94622 1327.200404
mod Indian3 (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 1423.599805 1447.488290 1.4381887 2.7671511 2668.81581 2716.054160
mod Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1303.118825 1330.988725 1.2321206 2.5609763 2550.27670 2605.388107
obs Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2015.361692 2042.756213 3.6168529 7.9356060 3706.63054 3759.738326
obs Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2016.979094 2048.287118 3.6149834 7.9012121 3705.84834 3766.542955
mod Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1453.452239 1481.322139 1.4896656 3.0392232 2811.85362 2866.965031
obs Indian3 (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2015.400931 2042.795452 3.6170447 7.9059102 3702.62810 3755.735883
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1287.823422 1315.693321 1.2085537 2.4802983 2503.17700 2558.288412
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2011.125000 2038.519521 3.5962047 7.9234827 3703.54156 3756.649343
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2012.648445 2043.956469 3.5938895 7.8906703 3702.94874 3763.643353
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1444.176326 1472.046226 1.4723204 2.9553895 2770.82611 2825.937522
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2010.944911 2038.339432 3.5953296 7.8938832 3699.48528 3752.593062
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2010.382927 2033.863945 3.6023231 7.9438820 3702.71704 3748.237997
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1285.446359 1313.316258 1.2049319 2.4622941 2492.56549 2547.676895
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2010.110205 2037.504727 3.5912764 7.9225143 3703.05910 3756.166887
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2011.589593 2042.897617 3.5887507 7.8901306 3702.51249 3763.207099
mod Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1442.416098 1470.285997 1.4690518 2.9316239 2758.98993 2814.101339
obs Indian3 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2009.845918 2037.240439 3.5899941 7.8928974 3698.97492 3752.082701
mod Indian3 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 1380.712726 1404.601211 1.3623813 2.6394277 2597.07837 2644.316717
mod Indian3 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 1370.316734 1394.205219 1.3446152 2.6109155 2580.56431 2627.802663
mod Indian3 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 1476.631380 1500.519866 1.5377857 3.1175156 2846.99468 2894.233035
obs Indian3 (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3742.304810 3778.961011 3.1950571 8.6389950 6392.27607 6461.311253
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1867.931920 1894.058140 1.2152081 2.8675923 3328.48487 3378.204558
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1787.702338 1818.182929 1.1313497 2.7057659 3213.81093 3271.817241
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3730.326177 3762.400353 3.1730541 8.6702242 6386.52966 6446.935445
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3730.867839 3767.524040 3.1698511 8.5958435 6378.04572 6447.080900
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1779.529733 1810.010323 1.1233381 2.7418975 3226.48791 3284.494216
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3729.788918 3761.863094 3.1718737 8.6852453 6388.48210 6448.887882
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1858.880279 1885.006499 1.2056807 2.8452183 3313.54829 3363.267983
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 3727.838505 3755.330656 3.1719826 8.6965999 6386.25552 6438.031904
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1781.006922 1811.487512 1.1247820 2.6908684 3203.11573 3261.122036
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3724.881728 3756.955904 3.1611129 8.6572828 6380.93127 6441.337050
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3725.477589 3762.133790 3.1580406 8.5810729 6372.19383 6441.229007
mod Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1772.117154 1802.597745 1.1161207 2.7238486 3214.01256 3272.018868
obs Indian3 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3724.464053 3756.538229 3.1601987 8.6730970 6383.08461 6443.490391
mod Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 1792.585448 1818.711668 1.1381415 2.7153893 3218.04893 3267.768617
obs Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3740.011413 3772.085589 3.1944080 8.6616455 6391.59576 6452.001541
mod Indian3 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 1790.627447 1816.753667 1.1362053 2.7734311 3244.23153 3293.951217
mod Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 1784.058255 1810.184475 1.1297334 2.7003579 3206.34877 3256.068462
obs Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3735.912135 3767.986311 3.1853525 8.6473552 6386.68607 6447.091856
mod Indian3 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1780.832628 1806.958848 1.1265691 2.7567095 3231.16655 3280.886243
obs Indian3 (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 4257.240836 4285.691040 2.9656814 7.8861168 8510.60929 8566.400161
obs Indian3 (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4257.029280 4290.221185 2.9618122 7.8763375 8510.70554 8575.794891
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 1832.197580 1863.514815 0.9841191 2.2664908 3507.17672 3567.968155
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1970.051296 2001.368531 1.0945686 2.4827102 3723.96810 3784.759539
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4253.124961 4286.316865 2.9549937 7.8820156 8510.37692 8575.466276
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4253.129790 4291.063395 2.9515154 7.8684074 8509.48394 8583.871770
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1821.200512 1852.517747 0.9758038 2.2465716 3487.12607 3547.917502
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 1967.122186 1993.965530 1.0937842 2.4837093 3720.31788 3772.424823
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1957.288142 1988.605377 1.0838421 2.4604863 3702.92116 3763.712599
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4251.470305 4284.662210 2.9521087 7.8829384 8509.80998 8574.899337
obs Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4251.718960 4289.652566 2.9490583 7.8691057 8508.97640 8583.364230
mod Indian3 (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate 1976.461492 2003.304836 1.1016947 2.4972131 3733.65716 3785.764109
mod Indian3 (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 1840.753867 1867.597211 0.9921678 2.2746044 3513.78348 3565.890424
obs Indian3 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 4251.335700 4279.785904 2.9553613 7.8853483 8507.43474 8563.225612
obs Indian3 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4251.504368 4284.696273 2.9521681 7.8744662 8507.40575 8572.495103
mod Indian3 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 1946.576840 1973.420185 1.0765812 2.4632646 3697.44679 3749.553737
mod Indian3 (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 1827.160018 1854.003362 0.9818153 2.2532215 3491.58583 3543.692772
obs Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 4249.720441 4278.170646 2.9525447 7.8863204 8506.90114 8562.692012
obs Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4250.130722 4283.322627 2.9497752 7.8752893 8506.95174 8572.041095
mod Indian3 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 1936.982646 1963.825990 1.0686408 2.4465174 3681.50688 3733.613821
mod Indian3 (27,27.25] cstar_tref ~ aou + nitrate + silicate 1354.025456 1375.108486 0.9253384 1.7874071 2443.96593 2485.309405
obs Indian3 (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1986.494697 2014.221734 3.0738661 8.1363311 3989.17270 4043.429463
mod Indian3 (27,27.25] cstar_tref ~ oxygen + nitrate + silicate 1386.088031 1407.171061 0.9554267 1.8482807 2505.85340 2547.196879
mod Indian3 (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate 1023.678731 1044.761761 0.6654558 1.1155987 1561.31491 1602.658391
mod Indian3 (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 1166.075076 1191.374713 0.7655452 1.3478253 1924.48965 1974.101823
obs Indian3 (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1987.142949 2014.869987 3.0764350 8.1229275 3987.75427 4042.011026
obs Indian3 (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1986.810927 2018.498970 3.0672036 8.1130305 3989.33598 4051.343708
mod Indian3 (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 1302.387323 1327.686960 0.8771065 1.5660257 2203.74841 2253.360581
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1983.823165 2011.550202 3.0633019 8.1091258 3984.34783 4038.604586
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1983.738968 2015.427011 3.0550854 8.1001858 3986.16984 4048.177569
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1982.377907 2010.104945 3.0576020 8.1037852 3982.94914 4037.205901
obs Indian3 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1982.339229 2014.027272 3.0495797 8.0949904 3984.81033 4046.818058
mod Indian3 (27,27.25] cstar_tref ~ temp + aou + nitrate 1195.374496 1216.457526 0.7898359 1.5320014 2158.01671 2199.360188
mod Indian3 (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 1195.720831 1221.020467 0.7885335 1.5293393 2158.80436 2208.416536
obs Indian3 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1984.486010 2012.213047 3.0659196 8.1236755 3986.55537 4040.812133
mod Indian3 (27,27.25] cstar_tref ~ temp + oxygen + nitrate 1194.347485 1215.430516 0.7890268 1.5370287 2163.64801 2204.991482
mod Indian3 (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 1194.147173 1219.446810 0.7872960 1.5339468 2163.91085 2213.523018
obs Indian3 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 1985.059025 2008.825057 3.0761023 8.1369815 3985.53213 4032.037927
obs Indian3 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1983.151464 2010.878502 3.0606515 8.1170599 3985.04657 4039.303334
mod Indian3 (27,27.25] cstar_tref ~ temp + phosphate + nitrate 1170.565081 1191.648112 0.7705198 1.2944594 1837.24076 1878.584237
mod Indian3 (27.25,27.5] cstar_tref ~ aou + nitrate + silicate 1873.678237 1896.116657 0.9993860 1.8679645 3151.49503 3194.966332
mod Indian3 (27.25,27.5] cstar_tref ~ oxygen + nitrate + silicate 1890.610521 1913.048941 1.0123475 1.9074972 3198.31928 3241.790580
mod Indian3 (27.25,27.5] cstar_tref ~ sal + aou + nitrate 2034.186877 2056.625297 1.1292329 2.0103575 3326.23010 3369.701404
obs Indian3 (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 2384.540608 2409.935296 2.4884287 6.0770144 4618.61869 4668.139518
obs Indian3 (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2386.299588 2415.926725 2.4878396 6.0609453 4618.81552 4676.589824
obs Indian3 (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2386.178094 2415.805230 2.4875427 6.0488357 4615.96536 4673.739661
mod Indian3 (27.25,27.5] cstar_tref ~ sal + nitrate + silicate 2025.169361 2047.607781 1.1215099 2.1374007 3458.39612 3501.867422
mod Indian3 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate 2088.680210 2111.118630 1.1770483 2.1256894 3453.96431 3497.435610
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2388.937330 2418.564466 2.4942942 6.0666886 4621.28921 4679.063513
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2390.655786 2424.515370 2.4936044 6.0374787 4618.40287 4684.430637
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2388.905392 2418.532528 2.4942159 6.0549509 4618.56353 4676.337826
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 1860.570559 1887.496663 0.9879614 1.9456158 3237.23540 3289.400958
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2391.291404 2420.918540 2.5000688 6.0722731 4623.59944 4681.373741
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2393.054805 2426.914390 2.4994878 6.0427734 4620.66500 4686.692776
obs Indian3 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2391.318516 2420.945653 2.5001354 6.0607474 4620.94821 4678.722511
mod Indian3 (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 2039.327093 2066.253197 1.1319348 2.1653489 3491.51915 3543.684706
mod Indian3 (27.25,27.5] cstar_tref ~ temp + aou + nitrate 1820.971924 1843.410344 0.9600926 1.7673267 3026.13052 3069.601818
obs Indian3 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2400.490156 2430.117292 2.5227620 6.0746466 4628.09765 4685.871951
mod Indian3 (27.25,27.5] cstar_tref ~ temp + nitrate + silicate 1926.362598 1948.801018 1.0402702 2.0011281 3304.34032 3347.811622
mod Indian3 (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate 1825.781953 1848.220373 0.9636136 1.7737448 3034.49441 3077.965715
mod Indian3 (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate 1210.258848 1233.372530 0.5374637 0.9135935 1720.48614 1765.301620
mod Indian3 (27.5,27.75] cstar_tref ~ sal + aou + nitrate 1096.470927 1119.584609 0.4983010 0.8724288 1600.64633 1645.461809
obs Indian3 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3103.938943 3139.901067 2.4926381 6.8306175 6150.60349 6220.672798
mod Indian3 (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate 1142.194121 1165.307802 0.5136825 0.8894919 1651.45506 1696.270541
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 3068.236644 3095.208237 2.4336624 6.8226040 6123.16461 6175.716593
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3070.205441 3101.672300 2.4336051 6.7977269 6121.17873 6182.489380
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3069.468504 3105.430628 2.4285796 6.7705473 6117.09797 6187.167279
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3067.523417 3098.990276 2.4286803 6.8010483 6120.47885 6181.789498
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 1176.263971 1204.000389 0.5247534 0.9089147 1712.45073 1766.229305
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + nitrate 1194.127299 1217.240981 0.5317298 0.9124516 1718.11524 1762.930718
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 1108.202691 1135.939109 0.5015358 0.8822483 1634.16301 1687.941579
obs Indian3 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 3100.989897 3136.952022 2.4870923 6.8326601 6149.48962 6219.558927
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 1166.421171 1194.157589 0.5213304 0.9047965 1700.55374 1754.332317
mod Indian3 (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 1130.882370 1158.618788 0.5091560 0.8917322 1662.38032 1716.158894
obs Indian3 (27.5,27.75] cstar_tref ~ temp + aou + phosphate 3066.996360 3089.472688 2.4350593 6.8259505 6120.39066 6164.183977
obs Indian3 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate 3068.948685 3095.920278 2.4349716 6.8009276 6118.36319 6170.915172
obs Indian3 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3068.737042 3100.203901 2.4309076 6.7732928 6114.46748 6175.778127
obs Indian3 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 3066.816209 3093.787803 2.4310529 6.8088139 6119.06595 6171.617928
mod Indian3 (27.5,27.75] cstar_tref ~ temp + nitrate + silicate 1167.643846 1190.757528 0.5224487 0.9085661 1707.59003 1752.405509
mod Indian3 (27.5,27.75] cstar_tref ~ temp + phosphate + silicate 1179.665983 1202.779665 0.5266416 0.9155946 1727.90974 1772.725219
obs Indian3 (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1433.652221 1459.875643 2.3370198 6.6869131 3025.09528 3076.585006
obs Indian3 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1433.453762 1459.677185 2.3362790 6.6640715 3022.11565 3073.605378
obs Indian3 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1435.450339 1465.419965 2.3362662 6.6522101 3024.61534 3083.460740
obs Indian3 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1433.453367 1459.676789 2.3362775 6.6804263 3024.17489 3075.664617
mod Indian3 (27.75,27.85] cstar_tref ~ sal + aou + silicate 217.152722 236.428081 0.3255764 0.6687842 422.88359 460.332895
mod Indian3 (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 44.714599 67.845030 0.2535816 0.4834873 28.07199 73.011160
mod Indian3 (27.75,27.85] cstar_tref ~ sal + oxygen + silicate 167.830540 187.105900 0.3033645 0.6186565 326.05279 363.502101
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1432.741228 1458.964650 2.3336213 6.6654585 3021.91317 3073.402893
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1434.738447 1464.708073 2.3336109 6.6528232 3024.31677 3083.162171
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 1432.738511 1458.961934 2.3336111 6.6829713 3024.11464 3075.604366
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 37.066137 60.196568 0.2508181 0.4849073 30.52191 75.461075
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 35.525752 58.656183 0.2502652 0.4820766 23.50589 68.445064
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1432.390389 1458.613811 2.3323138 6.6677948 3022.02141 3073.511131
obs Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1434.389280 1464.358906 2.3323096 6.6550486 3024.41324 3083.258637
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 37.026188 60.156620 0.2508038 0.4848395 30.35407 75.293238
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 35.854750 58.985182 0.2503832 0.4828034 25.30368 70.242850
mod Indian3 (27.75,27.85] cstar_tref ~ sal + temp + silicate 44.058880 63.334239 0.2540705 0.4945293 50.54880 87.998105
mod Indian3 (27.75,27.85] cstar_tref ~ temp + aou + phosphate 225.137211 244.412570 0.3293221 0.6721503 430.24836 467.697666
obs Indian3 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1433.046103 1459.269526 2.3347581 6.6869065 3024.77215 3076.261873
mod Indian3 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate 216.185278 235.460638 0.3251255 0.6612216 410.19043 447.639742
obs Indian3 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 1715.932114 1739.045329 2.7989372 8.8424740 3832.45698 3878.309957
obs Indian3 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1717.740975 1744.706392 2.7981687 8.8345872 3835.49509 3888.990224
obs Indian3 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1715.020544 1745.838163 2.7792551 8.8011637 3833.20073 3894.338030
obs Indian3 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1713.085625 1740.051043 2.7795150 8.8203594 3831.31908 3884.814218
mod Indian3 (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate -88.062675 -65.820013 0.2049159 0.4275730 -123.47747 -79.319870
mod Indian3 (27.85,27.95] cstar_tref ~ sal + oxygen + silicate 65.529938 84.065490 0.2653525 0.5532086 174.50691 211.304909
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 1714.665837 1737.779052 2.7938496 8.8425613 3831.75047 3877.603442
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1716.511042 1743.476460 2.7932283 8.8333701 3834.66842 3888.163562
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1714.258557 1745.076176 2.7762140 8.8018871 3832.84745 3893.984751
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1712.311123 1739.276541 2.7764237 8.8229984 3831.16466 3884.659800
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate -154.521292 -132.278631 0.1834979 0.3668940 -300.50729 -256.349698
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate -153.920795 -131.678134 0.1836810 0.3660917 -302.97796 -258.820364
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1716.708392 1747.526012 2.7860032 8.8127852 3835.41763 3896.554933
obs Indian3 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1714.862314 1741.827731 2.7866194 8.8350309 3833.91449 3887.409627
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate -154.511587 -132.268925 0.1835009 0.3669006 -300.48628 -256.328680
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate -153.882422 -131.639760 0.1836928 0.3665020 -301.69545 -257.537858
mod Indian3 (27.85,27.95] cstar_tref ~ sal + temp + silicate -155.600012 -137.064460 0.1837789 0.3682562 -300.23566 -263.437667
mod Indian3 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate -9.720676 12.521986 0.2333958 0.4687073 -13.62764 30.529961
mod Indian3 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate 70.859513 89.395064 0.2677121 0.5616500 191.75402 228.552019
mod Indian3 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate -13.188319 9.054342 0.2320553 0.4646312 -23.76046 20.397135
obs Indian3 (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2241.662950 2271.052301 2.3278535 7.5804717 5690.33731 5749.997176
obs Indian3 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2241.219749 2270.609100 2.3268052 7.5792288 5689.85276 5749.512627
obs Indian3 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2240.076404 2273.664234 2.3193842 7.5659550 5689.46515 5757.647848
obs Indian3 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2243.594736 2272.984087 2.3324280 7.5793663 5691.06165 5750.721512
mod Indian3 (27.95,28.05] cstar_tref ~ sal + aou + phosphate -47.664747 -28.262082 0.2232471 0.4356929 -145.41250 -105.880509
mod Indian3 (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate -31.462497 -8.179300 0.2277196 0.4626931 -43.75930 3.679089
mod Indian3 (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate -31.844539 -8.561342 0.2275981 0.4578636 -60.89994 -13.461542
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2243.440753 2272.830104 2.3320630 7.5847830 5692.13672 5751.796587
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2242.090794 2275.678624 2.3241372 7.5708352 5691.50660 5759.689304
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 2245.929549 2275.318900 2.3379689 7.5848627 5693.38700 5753.046868
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate -47.329000 -24.045802 0.2227288 0.4621768 -44.00693 3.431467
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate -76.640091 -53.356893 0.2137950 0.4308890 -154.46698 -107.028587
obs Indian3 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2245.087671 2278.675501 2.3312264 7.5789597 5694.72367 5762.906373
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate -47.427405 -24.144207 0.2226982 0.4621097 -44.23154 3.206854
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate -38.871771 -15.588573 0.2253752 0.4590901 -55.61587 -8.177473
mod Indian3 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate -79.498428 -56.215230 0.2129432 0.4320715 -149.60265 -102.164259
obs Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2243.106657 2272.496008 2.3312713 7.5823586 5691.45568 5751.115548
mod Indian3 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate -27.206088 -3.922891 0.2290773 0.4003792 -301.18869 -253.750298
obs Indian3 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2245.530434 2274.919786 2.3370208 7.5879954 5693.85553 5753.515395
mod Indian3 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate -33.129662 -9.846464 0.2271900 0.3963470 -317.54470 -270.106308
mod Indian3 (28.05,28.1] cstar_tref ~ aou + phosphate + silicate -64.749301 -45.923346 0.2152187 0.3926431 -281.24798 -242.922539
mod Indian3 (28.05,28.1] cstar_tref ~ sal + aou + phosphate -146.556981 -127.731026 0.1893183 0.3619394 -383.09093 -344.765488
mod Indian3 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate -144.804174 -122.213027 0.1892449 0.3485469 -437.95536 -391.964829
obs Indian3 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1631.407111 1658.230289 2.5925090 6.9984377 3833.43186 3887.780753
mod Indian3 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate -177.675684 -155.084538 0.1797415 0.3193438 -567.18921 -521.198679
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate -145.684051 -123.092904 0.1889841 0.3616048 -380.21970 -334.229170
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate -143.808324 -117.451986 0.1889473 0.3481301 -435.50594 -381.850317
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1634.239503 1661.062680 2.6032983 7.0151114 3837.27060 3891.619492
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1630.251681 1660.906741 2.5805419 6.9385852 3826.03680 3888.149824
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1639.002001 1665.825178 2.6215411 6.9824903 3833.28973 3887.638620
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate -145.525377 -122.934230 0.1890311 0.3617715 -379.55503 -333.564501
mod Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate -143.646274 -117.289936 0.1889953 0.3483346 -434.62618 -380.970561
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1632.310571 1662.965631 2.5883441 6.9467904 3828.16542 3890.278440
obs Indian3 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1642.406605 1669.229783 2.6346608 6.9965501 3836.85684 3891.205737
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1628.555934 1655.379112 2.5816934 6.9477275 3823.72231 3878.071205
mod Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate -117.372606 -94.781459 0.1975592 0.3550318 -418.95514 -372.964609
obs Indian3 (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 1637.155848 1660.147143 2.6221325 7.0010918 3832.55105 3879.135819
obs Indian3 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1630.970290 1657.793467 2.5908491 6.9527337 3825.41972 3879.768618
mod Indian3 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate -124.369745 -101.778598 0.1954044 0.3500657 -439.10228 -393.111753
obs Indian3 (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 1640.420450 1663.411745 2.6347143 7.0063669 3834.55651 3881.141275
obs Indian3 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4407.660541 4441.230481 2.8245979 9.4870329 10926.52158 10994.311525
mod Indian3 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate -157.019367 -127.799046 0.2216412 0.3993329 -806.39869 -747.320281
obs Indian3 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 4408.441430 4437.215665 2.8289944 9.4964842 10926.79048 10984.896145
mod Indian3 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate -156.017128 -121.926754 0.2215265 0.3992029 -803.57970 -734.654892
obs Indian3 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4405.183468 4438.753409 2.8206875 9.4873571 10925.29116 10993.081110
mod Indian3 (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate -108.942959 -74.852586 0.2270076 0.4159462 -624.86246 -555.937650
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate -174.082689 -139.992315 0.2194583 0.3954870 -841.60199 -772.677177
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4409.114309 4442.684249 2.8268954 9.4766878 10924.24872 10992.038667
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate -175.445441 -136.485014 0.2190755 0.3947554 -845.21302 -766.441805
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4407.008071 4445.373717 2.8204108 9.4692681 10923.86658 11001.340810
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate -84.565912 -50.475538 0.2298990 0.4157631 -635.62817 -566.703361
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate -178.009558 -143.919185 0.2190113 0.3947534 -849.01951 -780.094705
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4418.282909 4451.852850 2.8414286 9.4929374 10933.92370 11001.713646
mod Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate -179.931652 -140.971225 0.2185658 0.3939114 -853.77898 -775.007765
obs Indian3 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4411.332400 4449.698046 2.8272403 9.4782383 10928.82251 11006.296734
obs Indian3 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 4413.208287 4441.982521 2.8365467 9.4878084 10926.77618 10984.881849
mod Indian3 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate -155.042783 -120.952409 0.2216386 0.4000644 -793.58944 -724.664626
obs Indian3 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4409.498775 4443.068715 2.8275034 9.4772843 10924.62981 10992.419754
mod Indian3 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate -163.333521 -129.243147 0.2206865 0.3982365 -812.42088 -743.496067
obs Indian3 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4415.149558 4448.719498 2.8364535 9.4914698 10931.82468 10999.614625
obs Indian4 (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 18.818432 17.568989 0.4271005 4.6123984 70.72566 69.151679
obs Indian4 (26,26.5] cstar_tref ~ sal + aou + phosphate + nitrate 25.363677 24.114234 0.7369032 3.3639130 70.75066 69.176682
obs Indian4 (26,26.5] cstar_tref ~ sal + oxygen + phosphate + nitrate 29.923290 28.673847 1.0775274 2.5338800 67.05152 65.477538
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate -Inf -Inf 0.0000000 1.3569345 -Inf -Inf
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate -Inf -Inf 0.0000000 4.0132014 -Inf -Inf
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate -Inf -Inf 0.0000000 1.3923915 -Inf -Inf
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate -Inf -Inf 0.0000000 4.0193739 -Inf -Inf
obs Indian4 (26,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate -Inf -Inf 0.0000000 4.2292551 -Inf -Inf
obs Indian4 (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate -Inf -Inf 0.0000000 3.6358951 -Inf -Inf
obs Indian4 (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate -Inf -Inf 0.0000000 3.6647111 -Inf -Inf
mod Indian4 (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
obs Indian4 (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 132.390938 140.637315 2.8506281 7.5301461 324.11896 342.173716
mod Indian4 (26.5,26.75] cstar_tref ~ aou + phosphate + nitrate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
mod Indian4 (26.5,26.75] cstar_tref ~ aou + phosphate + silicate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
mod Indian4 (26.5,26.75] cstar_tref ~ oxygen + phosphate + nitrate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
mod Indian4 (26.5,26.75] cstar_tref ~ oxygen + phosphate + silicate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
mod Indian4 (26.5,26.75] cstar_tref ~ phosphate + nitrate + silicate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
obs Indian4 (26.5,26.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 134.210292 143.634723 2.8399200 7.5140956 327.86977 348.503782
mod Indian4 (26.5,26.75] cstar_tref ~ sal + aou + phosphate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
mod Indian4 (26.5,26.75] cstar_tref ~ sal + oxygen + phosphate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
obs Indian4 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 132.236393 140.482770 2.8414647 7.9134355 328.79647 346.851231
obs Indian4 (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 134.044879 143.469310 2.8301502 7.4683537 327.24082 347.874828
obs Indian4 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 132.175052 140.421429 2.8378358 7.9068700 328.70038 346.755141
obs Indian4 (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 134.008903 143.433334 2.8280298 7.4633539 327.16758 347.801592
mod Indian4 (26.5,26.75] cstar_tref ~ temp + aou + phosphate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
obs Indian4 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 130.306402 137.374725 2.8456120 7.9814106 325.61683 341.092341
obs Indian4 (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 132.163803 140.410180 2.8371708 7.4821214 323.44696 341.501718
mod Indian4 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate -Inf -Inf 0.0000000 0.0000000 -Inf -Inf
obs Indian4 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 130.227956 137.296279 2.8409653 7.9717741 325.48007 340.955574
obs Indian4 (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 132.101818 140.348194 2.8335094 7.4762009 323.35579 341.410545
mod Indian4 (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 168.169829 182.154229 0.6760384 1.7873073 439.32481 467.965117
mod Indian4 (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 154.207157 170.522290 0.6086432 1.5152801 392.76446 426.178152
mod Indian4 (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 157.698735 174.013868 0.6227861 1.5057756 391.76315 425.176840
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 153.900812 170.215946 0.6074178 1.5008690 389.96756 423.381248
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1497.743448 1523.623102 2.9170239 10.8705013 3628.22740 3680.103179
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1492.225626 1521.802373 2.8804603 10.8339097 3624.70745 3683.994055
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 158.292624 174.607758 0.6252242 1.4971068 390.20509 423.618780
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 1493.254343 1519.133997 2.8951353 10.9912150 3634.50735 3686.383129
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 154.090708 170.405841 0.6081771 1.4981956 389.50304 422.916734
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 1485.077330 1507.259891 2.8652847 10.9432265 3622.97117 3667.436127
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1486.143752 1512.023406 2.8608000 10.7985794 3615.43044 3667.306220
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1478.839490 1508.416238 2.8164864 10.7541992 3610.12110 3669.407708
mod Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 158.857655 175.172789 0.6275527 1.4966103 390.21841 423.632100
obs Indian4 (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1480.642439 1506.522094 2.8345152 10.9069749 3620.12488 3672.000663
obs Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1493.910081 1519.789735 2.8983224 10.9800850 3634.09049 3685.966272
mod Indian4 (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 164.055005 178.039405 0.6579827 1.7256549 428.40628 457.046587
mod Indian4 (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 176.010887 189.995287 0.7118276 1.9252552 462.11678 490.757089
obs Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 1489.541520 1511.724081 2.8868270 10.9519119 3626.47008 3670.935034
obs Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1480.775925 1506.655580 2.8351501 10.8987399 3619.59213 3671.467915
mod Indian4 (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 162.717859 176.702259 0.6522198 1.6961641 423.24845 451.888759
obs Indian4 (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 1940.105169 1966.054941 5.9332476 12.6273648 3527.86464 3578.090829
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 562.720407 588.336782 0.6294054 1.2173483 1027.72937 1078.107086
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate 676.367738 698.324632 0.7698932 1.5049916 1252.85102 1296.031916
obs Indian4 (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1941.265505 1970.922387 5.9249777 12.5699149 3527.52976 3584.931120
mod Indian4 (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 614.758196 640.374571 0.6891327 1.3992995 1175.71324 1226.090954
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 539.494531 565.110906 0.6044461 1.1791310 992.91720 1043.294915
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 648.351482 670.308376 0.7332180 1.4511713 1212.84608 1256.026983
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1942.691370 1968.641142 5.9587917 12.6647626 3531.28943 3581.515623
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1936.235700 1965.892582 5.8756798 12.5051848 3521.39785 3578.799212
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 583.695845 609.312221 0.6528310 1.3499159 1135.20581 1185.583523
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 1934.263675 1960.213447 5.8759529 12.6592675 3528.29736 3578.523550
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 773.723487 795.680380 0.9122017 1.5423240 1271.92885 1315.109753
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 539.123861 564.740237 0.6040559 1.1832164 996.48745 1046.865166
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 642.062303 664.019197 0.7252281 1.4450883 1207.90437 1251.085268
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1941.582688 1967.532460 5.9478277 12.6512310 3529.99922 3580.225418
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1934.517705 1964.174587 5.8589356 12.4858679 3519.49588 3576.897239
mod Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 578.748235 604.364610 0.6472280 1.3491059 1133.73908 1184.116800
obs Indian4 (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1932.552962 1958.502733 5.8592788 12.6401045 3526.41270 3576.638891
obs Indian4 (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1936.765852 1962.715623 5.9004267 12.5908655 3524.26478 3574.490971
obs Indian4 (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1935.396253 1961.346025 5.8870180 12.5757260 3522.77254 3572.998738
mod Indian4 (27.25,27.5] cstar_tref ~ aou + nitrate + silicate 1079.935970 1100.570316 0.7781109 1.6350373 1962.46529 2002.317363
obs Indian4 (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2762.286804 2790.862336 5.5754619 13.5081620 4954.00437 5008.780929
mod Indian4 (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 1063.707018 1088.468233 0.7627791 1.5621319 1900.24712 1948.069601
obs Indian4 (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2761.696898 2794.354649 5.5590023 13.4898920 4955.27204 5017.873818
mod Indian4 (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 1135.150252 1159.911467 0.8246535 1.6654693 2006.58378 2054.406257
mod Indian4 (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 1088.185882 1112.947097 0.7834382 1.6057030 1944.22545 1992.047932
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1056.891413 1085.779498 0.7554733 1.5537079 1894.46560 1950.258491
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2753.651393 2782.226926 5.5207703 13.4524061 4945.28524 5000.061795
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2754.843089 2787.500840 5.5156785 13.4320668 4947.27623 5009.878002
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 1136.209181 1165.097265 0.8238067 1.6612358 2006.85790 2062.650793
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1057.872730 1086.760814 0.7562831 1.5651446 1904.57229 1960.365185
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2751.667693 2780.243225 5.5082827 13.4315845 4942.64554 4997.422098
obs Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2752.701492 2785.359244 5.5022105 13.4095362 4944.41986 5007.021638
mod Indian4 (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1133.698186 1162.586270 0.8215515 1.6669542 2010.88563 2066.678528
mod Indian4 (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 1055.089837 1079.851052 0.7556370 1.5695822 1904.11244 1951.934918
obs Indian4 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate 2760.153726 2784.647039 5.5746150 13.5064177 4949.80070 4996.752035
obs Indian4 (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2758.369780 2786.945312 5.5505870 13.4672681 4948.82600 5003.602554
mod Indian4 (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1056.223778 1080.984993 0.7565730 1.5828339 1915.60852 1963.431004
obs Indian4 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 2759.525865 2784.019179 5.5706209 13.4942946 4948.53300 4995.484333
obs Indian4 (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2756.938065 2785.513598 5.5415226 13.4490226 4946.67019 5001.446750
mod Indian4 (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 1315.581660 1341.655478 0.7592335 1.4724991 2391.32209 2442.586785
obs Indian4 (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2524.301829 2557.032308 4.1309482 11.7764112 4971.24968 5034.889210
mod Indian4 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 1320.088942 1346.162760 0.7622413 1.4744507 2394.37133 2445.636021
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1317.581657 1348.001111 0.7592335 1.4504567 2364.43333 2424.242134
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2519.533039 2548.172208 4.1180299 11.7867321 4966.61753 5022.302122
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2519.817485 2552.547964 4.1100459 11.7358678 4964.95445 5028.593975
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1320.182210 1350.601664 0.7609675 1.4503109 2364.35434 2424.163147
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2518.387087 2547.026257 4.1126950 11.7631989 4963.79896 5019.483549
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1319.522187 1349.941642 0.7605270 1.4514399 2365.93197 2425.740779
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2518.120732 2546.759901 4.1114560 11.7738077 4964.62200 5020.306586
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2518.566289 2551.296768 4.1042327 11.7226969 4963.02368 5026.663207
mod Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1321.901340 1352.320795 0.7621159 1.4512577 2365.78554 2425.594342
obs Indian4 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2517.068611 2545.707780 4.1065655 11.7481922 4961.66313 5017.347716
mod Indian4 (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 1341.591358 1367.665176 0.7767550 1.4682858 2386.88087 2438.145556
obs Indian4 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2519.822158 2548.461327 4.1193769 11.7808375 4966.24155 5021.926134
mod Indian4 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 1340.365501 1366.439319 0.7759202 1.4665254 2384.33705 2435.601739
mod Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 1340.660210 1366.734028 0.7761208 1.4674159 2385.61427 2436.878963
obs Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2519.203348 2547.842517 4.1164943 11.7721743 4965.09136 5020.775949
mod Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1339.316563 1365.390382 0.7752066 1.4656848 2383.10720 2434.371895
obs Indian4 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2517.266302 2541.814162 4.1167875 11.7802618 4961.87070 5009.600350
mod Indian4 (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate 478.535879 496.242197 0.6063847 1.0817889 795.14422 829.975286
mod Indian4 (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 477.211061 498.458643 0.6024444 1.0647535 783.13846 824.935742
obs Indian4 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1449.442546 1474.420957 3.7451274 10.6389378 3064.53342 3113.847076
obs Indian4 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1451.429236 1479.975992 3.7450323 10.6167930 3066.98879 3123.347253
obs Indian4 (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1451.597759 1476.576171 3.7605629 10.6328987 3065.19732 3114.510974
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 471.499555 492.747137 0.5957352 1.0635523 782.80387 824.601151
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 473.268926 498.057771 0.5954659 1.0556893 779.14338 827.906872
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1443.328434 1468.306845 3.7016826 10.5938143 3058.30290 3107.616552
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1445.324992 1473.871748 3.7016583 10.5656949 3060.34695 3116.705418
mod Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 485.870540 510.659385 0.6103625 1.0798478 800.79093 849.554426
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 1445.506790 1470.485202 3.7171032 10.5811906 3058.53229 3107.845947
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 1440.116257 1461.526324 3.6931294 10.6459430 3057.28086 3099.549713
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1439.143004 1464.121415 3.6722334 10.5694739 3054.47165 3103.785310
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1441.140440 1469.687196 3.6722154 10.5377196 3056.26459 3112.623053
obs Indian4 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1441.020722 1465.999134 3.6854162 10.5509289 3054.14547 3103.459122
mod Indian4 (27.75,27.85] cstar_tref ~ temp + aou + nitrate 478.382585 496.088903 0.6062024 1.0817009 795.08088 829.911947
mod Indian4 (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 476.951391 498.198972 0.6021377 1.0625232 780.98569 822.782972
mod Indian4 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 484.347157 505.594738 0.6109332 1.0806153 797.45780 839.255082
mod Indian4 (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 476.913729 498.161311 0.6020932 1.0619357 780.41222 822.209497
mod Indian4 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 484.264373 505.511954 0.6108341 1.0799829 796.85928 838.656562
mod Indian4 (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate 440.884138 462.985617 0.5018050 0.8449234 630.30767 673.633150
mod Indian4 (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 458.172740 480.274218 0.5167783 0.8566188 642.71980 686.045284
obs Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 1631.142090 1653.657526 3.1617582 12.3747393 3724.96584 3769.417227
obs Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1620.071694 1646.339702 3.0968381 12.3089138 3715.83923 3767.699181
obs Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 1621.839344 1651.859925 3.0956961 12.2560781 3716.38805 3775.656563
obs Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 1633.138593 1659.406601 3.1617407 12.3302923 3726.19721 3778.057162
mod Indian4 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + silicate 448.707220 470.808698 0.5085259 0.8687550 662.85236 706.177842
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 478.042664 500.144143 0.5345399 0.8746748 663.02966 706.355142
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 1628.590530 1651.105965 3.1489787 12.4030405 3724.95916 3769.410548
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1617.805879 1644.073887 3.0857202 12.3390088 3716.12671 3767.986664
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1619.221310 1649.241891 3.0828583 12.3035192 3717.52167 3776.790187
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 1630.474896 1656.742904 3.1484008 12.3736281 3727.05847 3778.918418
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 449.511884 471.613362 0.5092223 0.8677205 661.21019 704.535673
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1618.583771 1644.851780 3.0895327 12.3687761 3718.50678 3770.366734
obs Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1619.602095 1649.622676 3.0847222 12.3369572 3719.85780 3779.126312
mod Indian4 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 449.689456 471.790934 0.5093761 0.8674855 660.83656 704.162046
mod Indian4 (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 442.330326 464.431805 0.5030407 0.8457934 631.21207 674.537550
mod Indian4 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 459.743376 481.844855 0.5181605 0.8575232 643.57574 686.901227
mod Indian4 (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 443.343972 465.445450 0.5039086 0.8465401 632.04609 675.371573
mod Indian4 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 460.798991 482.900470 0.5190916 0.8582152 644.27338 687.598864
mod Indian4 (27.95,28.05] cstar_tref ~ aou + oxygen + nitrate + silicate 400.577187 424.540956 0.3928104 0.7902218 780.72456 828.185543
obs Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2387.890825 2416.466357 3.6363575 13.7750488 5547.01128 5603.885244
obs Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 2375.182775 2407.840526 3.5758127 13.7089541 5535.84220 5600.841011
obs Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2373.502250 2402.077783 3.5771171 13.7113184 5532.24975 5589.123711
mod Indian4 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + silicate 421.672131 445.635899 0.4032795 0.7565205 714.39583 761.856808
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 401.841652 429.799382 0.3924503 0.7434448 691.83142 747.202567
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 2412.480413 2436.973727 3.7484256 13.7844744 5561.03316 5609.782266
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2401.715580 2430.291113 3.6942006 13.7231330 5551.67106 5608.545024
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 2378.027833 2410.685584 3.5874451 13.6106224 5529.50000 5594.498817
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 424.032026 451.989756 0.4034605 0.7552047 715.60484 770.975984
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 2376.050247 2404.625780 3.5875369 13.6120415 5525.63391 5582.507870
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 423.085691 447.049460 0.4039909 0.7568489 715.00436 762.465346
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 425.929201 449.892970 0.4054258 0.7634705 728.67521 776.136186
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2412.015635 2440.591167 3.7378936 13.7419440 5559.87950 5616.753463
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 2381.488963 2414.146715 3.6016473 13.6027280 5531.10285 5596.101659
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 424.372257 452.329987 0.4036317 0.7555626 716.33887 771.710010
obs Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2379.500819 2408.076351 3.6016961 13.6050121 5527.30288 5584.176838
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 423.175698 447.139467 0.4040363 0.7568738 715.05139 762.512367
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 424.167271 448.131040 0.4045361 0.7641605 730.17975 777.640727
mod Indian4 (27.95,28.05] cstar_tref ~ sal + temp + silicate 424.724844 444.694651 0.4058282 0.7774874 753.16185 792.712670
mod Indian4 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6.989631 30.584097 0.2380578 0.3826212 -180.92917 -134.387900
mod Indian4 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + silicate 5.214076 25.437904 0.2381821 0.3847900 -179.19954 -139.307021
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6.923540 30.518006 0.2380212 0.3827104 -180.65417 -134.112902
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate 1335.338175 1359.875495 3.5491501 12.4856778 3060.04477 3108.858515
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate 1331.124892 1359.167545 3.5046110 12.4410202 3057.82520 3113.612336
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate + nitrate + silicate 1328.300225 1359.848208 3.4704120 12.4067343 3056.99593 3119.756454
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + oxygen + phosphate + silicate 1327.216507 1355.259159 3.4768811 12.4132133 3053.91273 3109.699864
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1326.575688 1354.618340 3.4723555 12.4972440 3057.94598 3113.733117
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 7.935553 31.530019 0.2385821 0.3833146 -179.52476 -132.983493
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1325.299282 1349.836603 3.4774661 12.5062314 3054.87315 3103.686894
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 6.641186 26.865014 0.2389739 0.3847138 -180.10024 -140.207728
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 5.031496 25.255324 0.2380810 0.3930266 -157.69967 -117.807155
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6.950151 30.544618 0.2380360 0.3827846 -180.46641 -133.925145
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1328.090845 1356.133497 3.4830654 12.4649604 3057.19767 3112.984799
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8.071060 31.665526 0.2386573 0.3834427 -179.24594 -132.704668
obs Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1326.481209 1351.018530 3.4858301 12.4693858 3053.67566 3102.489406
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 6.957041 27.180870 0.2391495 0.3847456 -180.17143 -140.278915
mod Indian4 (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 5.760864 29.355331 0.2373785 0.3855705 -172.43996 -125.898695
obs Indian4 (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 1335.502868 1360.040189 3.5503383 12.4877867 3060.25829 3109.072035
obs Indian4 (28.05,28.1] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate 1336.599399 1364.642051 3.5438248 12.4812731 3063.35482 3119.141957
mod Indian4 (28.1, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 364.969908 393.305687 0.2992243 0.5845049 687.18328 744.607086
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 411.268769 439.604547 0.3076770 0.5928238 732.59786 790.021672
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 362.617079 395.675487 0.2984416 0.5806403 666.36618 733.360622
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 398.069795 431.128204 0.3048762 0.5934500 743.90681 810.901260
mod Indian4 (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 399.296053 432.354461 0.3051012 0.5893251 716.51759 783.512036
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 361.011203 394.069612 0.2981534 0.5801514 663.42017 730.414617
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4756.834684 4789.791273 4.3778815 13.6492652 11253.19361 11319.680883
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 4747.138670 4784.803343 4.3467329 13.6102172 11243.98206 11319.967510
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 4756.336886 4789.293475 4.3765513 13.6480386 11252.71570 11319.202966
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 355.046351 388.104760 0.2970852 0.5777177 648.30988 715.304321
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4771.838572 4804.795160 4.4181666 13.6346578 11257.63933 11324.126595
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4753.617894 4791.282567 4.3639608 13.5689969 11239.20742 11315.192874
mod Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 392.992442 426.050851 0.3039462 0.5915427 732.43814 799.432582
obs Indian4 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4759.444241 4792.400830 4.3848616 13.5966181 11244.33135 11310.818621
mod Indian4 (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 363.019969 391.355748 0.2988734 0.5838804 683.42492 740.848733
obs Indian4 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate 4765.297905 4798.254493 4.4005597 13.5743681 11242.84539 11309.332659
obs Indian4 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate + nitrate + silicate 4762.188701 4799.853374 4.3868550 13.5389343 11237.51981 11313.505262
obs Indian4 (28.1, Inf] cstar_tref ~ temp + aou + oxygen + phosphate + silicate 4776.653858 4809.610447 4.4311740 13.5997210 11253.18133 11319.668600
mod Indian4 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 355.780231 384.116009 0.2975743 0.5806694 663.50433 720.928145
obs Indian4 (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4784.933526 4817.890114 4.4536291 13.6587202 11268.53366 11335.020934
obs Indian5 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate 25.287061 26.470408 0.5062278 1.3096967 54.08877 54.947574
obs Indian5 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20.101694 21.482266 0.3396106 1.0123531 48.41734 49.419280
obs Indian5 (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 20.137255 21.320602 0.3802719 1.2665427 50.31214 51.170945
obs Indian5 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate 23.257097 24.440445 0.4522391 1.2495283 51.95071 52.809515
obs Indian5 (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21.311438 22.692010 0.3632197 1.1323415 51.50150 52.503439
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate -132.969826 -120.817716 0.0663168 0.2397408 -134.29292 -116.166419
obs Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 23.735685 24.919033 0.4644246 1.2902718 52.92199 53.780796
obs Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 24.736404 26.116976 0.4393444 1.2407122 55.50145 56.503393
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate -191.753802 -177.576340 0.0385413 0.1834133 -198.27243 -177.124844
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate -156.787899 -144.635788 0.0536125 0.1986383 -165.26408 -147.137581
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate -133.207156 -121.055046 0.0661764 0.2397648 -134.49234 -116.365841
obs Indian5 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 23.806672 24.990019 0.4662598 1.2508986 52.27637 53.135174
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate -191.964316 -177.786855 0.0384689 0.1839272 -198.32141 -177.173818
mod Indian5 (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate -156.751869 -144.599759 0.0536297 0.1992136 -165.07443 -146.947929
mod Indian5 (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate -134.076471 -121.924361 0.0656648 0.2102182 -142.68317 -124.556663
mod Indian5 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate -118.424026 -106.271916 0.0755139 0.2205443 -126.89896 -108.772460
obs Indian5 (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 8.157849 9.341197 0.1954616 1.2211524 40.37812 41.236925
mod Indian5 (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate -131.573913 -119.421803 0.0671485 0.2123222 -140.00935 -121.882844
mod Indian5 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate -115.912450 -103.760340 0.0772264 0.2228166 -124.23329 -106.106781
obs Indian5 (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 8.183559 9.366907 0.1957410 1.1805890 39.83495 40.693755
obs Indian5 (27.75,27.85] cstar_tref ~ aou + phosphate + nitrate + silicate 287.627075 298.053093 6.4387612 11.5646216 537.77955 558.186942
obs Indian5 (27.75,27.85] cstar_tref ~ oxygen + phosphate + nitrate + silicate 287.647483 298.073500 6.4403257 11.5532746 537.60324 558.010628
mod Indian5 (27.75,27.85] cstar_tref ~ sal + aou + phosphate 101.341926 112.995593 0.4413113 1.3558071 212.38819 232.229791
obs Indian5 (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 289.553737 301.717424 6.4331422 11.5392732 541.40542 565.214036
mod Indian5 (27.75,27.85] cstar_tref ~ sal + aou + silicate 93.865556 105.519223 0.4201298 1.3468008 205.91697 225.758572
mod Indian5 (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 97.932592 111.916993 0.4258822 1.3472838 211.55061 235.360531
obs Indian5 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 289.548393 301.712080 6.4327329 11.5367709 541.36809 565.176712
mod Indian5 (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 98.668811 112.653211 0.4279500 1.3419474 211.67365 235.483566
obs Indian5 (27.75,27.85] cstar_tref ~ sal + phosphate + nitrate + silicate 287.553934 297.979951 6.4331573 12.1551768 546.28824 566.695628
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 107.620811 121.605211 0.4539109 1.3681408 220.64497 244.454891
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 103.325690 117.310090 0.4412641 1.3521030 216.06744 239.877353
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 291.477665 305.379022 6.4273189 11.5301413 545.27879 572.488637
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 95.610199 109.594599 0.4194246 1.3338366 208.64949 232.459412
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 107.104699 121.089100 0.4523723 1.3665141 220.12154 243.931454
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 102.811565 116.795965 0.4397741 1.3505714 215.54983 239.359751
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 291.468300 305.369657 6.4266023 11.5191738 545.11257 572.322422
mod Indian5 (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 95.315815 109.300215 0.4186131 1.3329135 208.34584 232.155753
obs Indian5 (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 289.487575 301.651263 6.4280772 11.9420028 547.33237 571.140992
obs Indian5 (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 289.592050 301.755738 6.4360771 11.5519838 541.59292 565.401538
obs Indian5 (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 289.568193 301.731880 6.4342494 11.5391822 541.40157 565.210186
mod Indian5 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate 52.663792 68.920973 0.2906114 1.0448217 417.08867 451.606402
mod Indian5 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 54.405322 73.372033 0.2902732 0.9492279 378.97510 419.245785
mod Indian5 (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 52.395426 71.362138 0.2876571 0.9502957 378.69348 418.964165
obs Indian5 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 966.218566 987.385730 5.5475666 11.7268692 2204.99298 2248.852371
obs Indian5 (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 964.229232 982.372515 5.5477612 11.7303079 2201.20204 2238.795803
mod Indian5 (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 65.569495 81.826676 0.3080065 1.0364876 419.23442 453.752151
mod Indian5 (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 64.049377 80.306558 0.3059046 1.0416765 420.80141 455.319144
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 54.630512 73.597223 0.2905678 0.9499849 379.41773 419.688419
obs Indian5 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 968.033420 992.224464 5.5441890 11.6506750 2204.32705 2254.452070
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 52.616972 71.583683 0.2879443 0.9511435 379.17714 419.447828
obs Indian5 (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 966.075415 987.242578 5.5449549 11.6559587 2200.64860 2244.507988
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 52.506152 68.763333 0.2904051 1.0453441 417.23041 451.748142
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 54.234229 73.200940 0.2900496 0.9495283 379.05042 419.321104
obs Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 967.529381 991.720426 5.5350042 11.6552273 2204.67240 2254.797418
mod Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 52.222651 71.189362 0.2874333 0.9507042 378.81635 419.087033
obs Indian5 (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 965.575685 986.742848 5.5358473 11.6608059 2201.01106 2244.870455
obs Indian5 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 966.463683 987.630847 5.5520414 11.6958673 2203.06166 2246.921056
obs Indian5 (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 964.675629 982.818912 5.5559136 11.7648818 2203.26040 2240.854167
obs Indian5 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 965.932916 987.100079 5.5423563 11.7000131 2203.38089 2247.240278
obs Indian5 (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 964.148234 982.291517 5.5462833 11.7703504 2203.65111 2241.244871
mod Indian5 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate 457.025049 480.424433 0.4451628 0.9273122 1067.45658 1115.294232
mod Indian5 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 458.402117 485.701398 0.4447831 0.9261047 1069.34205 1125.152645
mod Indian5 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 459.645795 483.045179 0.4467639 0.9314705 1074.66886 1122.506510
mod Indian5 (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 460.618082 487.917363 0.4461353 0.9276479 1071.90239 1127.712984
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 457.909205 481.308589 0.4457023 0.9280160 1068.63648 1116.474134
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 459.263116 486.562397 0.4453080 0.9268009 1070.51190 1126.322490
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 1950.249480 1972.915394 4.8619892 11.3944177 4908.62075 4955.902014
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1951.477304 1977.920870 4.8561811 11.3670906 4908.89872 4964.060199
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1940.015454 1970.236672 4.7560313 11.1537265 4883.75489 4946.796576
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 461.420038 488.719319 0.4466257 0.9282930 1072.98332 1128.793909
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 1949.836481 1976.280047 4.8438621 11.2450668 4892.06620 4947.227676
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 458.040145 481.439529 0.4457823 0.9281387 1068.84431 1116.681956
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 459.387995 486.687276 0.4453842 0.9269231 1070.71984 1126.530431
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 1948.230295 1970.896209 4.8468160 11.3585122 4903.75973 4951.040992
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1949.376334 1975.819900 4.8404131 11.3347792 4904.52332 4959.684794
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1936.796205 1967.017424 4.7323893 11.1181501 4878.86640 4941.908090
mod Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 461.528632 488.827914 0.4466922 0.9284019 1073.16835 1128.978942
obs Indian5 (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1947.665885 1974.109451 4.8276138 11.2157401 4888.06718 4943.228658
obs Indian5 (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1938.666341 1965.109907 4.7608257 11.3785686 4910.63779 4965.799262
obs Indian5 (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1935.444937 1961.888503 4.7371441 11.3468997 4906.33672 4961.498200
mod Indian5 (28.05,28.1] cstar_tref ~ sal + aou + nitrate 174.206083 192.028684 0.3314204 0.7482765 458.34395 493.813698
mod Indian5 (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 163.074233 184.461355 0.3231870 0.6884323 382.59746 425.161158
mod Indian5 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate 166.792630 188.179753 0.3254974 0.7402833 450.42128 492.984972
obs Indian5 (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 1435.223977 1459.588450 4.6736706 12.2305060 3224.98175 3274.216941
mod Indian5 (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 178.236377 199.623500 0.3327120 0.7095842 413.55348 456.117173
obs Indian5 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate 1433.224431 1454.108265 4.6736750 12.2358927 3221.34960 3263.551188
obs Indian5 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1432.936664 1457.301136 4.6514524 12.2027487 3222.31608 3271.551266
obs Indian5 (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 1430.986353 1451.870186 4.6519339 12.2077978 3218.67778 3260.879373
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 166.721849 188.108972 0.3254532 0.7402011 450.30433 492.868029
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 146.654586 171.606229 0.3119816 0.6628104 347.88130 397.538944
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1435.796951 1460.161424 4.6792528 12.2388933 3225.74623 3274.981416
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 1435.246952 1463.092063 4.6544602 12.1975008 3226.06192 3282.330711
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 168.102719 193.054362 0.3250674 0.6887655 387.48634 437.143983
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1433.269863 1457.634335 4.6546824 12.2015324 3222.34536 3271.580548
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 166.663865 188.050988 0.3254171 0.7400331 450.08605 492.649748
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 146.681895 171.633537 0.3119980 0.6627414 347.78593 397.443576
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1435.192940 1459.557412 4.6733684 12.2313530 3225.02918 3274.264372
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 1434.471051 1462.316163 4.6469426 12.1884005 3225.17774 3281.446531
mod Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 168.090296 193.041939 0.3250597 0.6886343 387.30277 436.960421
obs Indian5 (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1432.482935 1456.847407 4.6470576 12.1917148 3221.40848 3270.643672
mod Indian5 (28.1, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 1098.026734 1124.888568 0.5579235 0.9325370 1992.04992 2048.412048
obs Indian5 (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3982.547068 4014.108452 4.6564346 12.7682797 10824.38808 10890.104951
obs Indian5 (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 4010.516494 4037.569108 4.7615915 12.8776076 10851.35682 10907.685572
mod Indian5 (28.1, Inf] cstar_tref ~ oxygen + nitrate + silicate 1097.761901 1120.146763 0.5586687 0.9358865 2003.76572 2050.734153
mod Indian5 (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1101.441003 1128.302838 0.5593908 0.9343160 1997.14331 2053.505439
obs Indian5 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 4013.342974 4040.395589 4.7716308 12.9261812 10863.39144 10919.720188
obs Indian5 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 4013.115660 4044.677044 4.7637179 12.9154241 10864.48597 10930.202846
obs Indian5 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 3965.111842 4001.181995 4.5894847 12.6930798 10806.97472 10882.079719
obs Indian5 (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 4006.046147 4037.607531 4.7386891 12.8482271 10847.33418 10913.051051
mod Indian5 (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 1099.752935 1126.614769 0.5586649 0.9199323 1920.57107 1976.933198
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1099.887303 1131.226110 0.5578637 0.9123950 1884.72253 1950.478344
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1074.073988 1105.412795 0.5468958 0.9239741 1983.33156 2049.087377
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 3996.432081 4032.502234 4.6978560 12.8083278 10839.94393 10915.048928
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 4015.718255 4047.279639 4.7729653 12.8924476 10859.38865 10925.105522
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1099.900463 1131.239270 0.5578693 0.9125597 1885.64073 1951.396538
mod Indian5 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1074.101510 1105.440317 0.5469074 0.9242069 1984.54297 2050.298787
obs Indian5 (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 4017.557556 4053.627709 4.7723938 12.8952308 10864.03096 10939.135963
mod Indian5 (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 1098.008191 1124.870025 0.5579156 0.9318010 1988.10587 2044.467992
obs Indian5 (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4024.806588 4056.367972 4.8053986 12.9174983 10866.70858 10932.425454
mod Indian5 (28.1, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 1098.014042 1124.875876 0.5579181 0.9328695 1993.85714 2050.219262
obs Pacific (-Inf,26] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 21613.064272 21654.573197 11.7891916 29.2403862 34008.59945 34087.049113
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 21452.941394 21494.450319 11.4543973 27.6559160 33633.44333 33711.892988
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 21342.094315 21389.533087 11.2241775 27.4089588 33521.60498 33611.261737
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 21948.558348 21990.067273 12.5227315 28.9247709 34164.65850 34243.108161
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 15976.591349 16011.784780 5.1763834 9.8272961 23804.26069 23870.575530
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 15519.983918 15561.042921 4.7403736 9.1576968 23213.40909 23290.776402
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 15952.286257 15993.345260 5.1503239 9.7556492 23755.91176 23833.279070
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate + silicate 15452.506452 15499.431026 4.6776023 8.9975546 23088.99800 23177.417786
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15903.431312 15944.490314 5.1022726 9.6928251 23698.56180 23775.929112
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21512.046933 21553.555858 11.5768570 28.0154316 33734.58625 33813.035913
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15499.010430 15545.935004 4.7195249 9.0985785 23171.42940 23259.849179
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 21410.158160 21457.596932 11.3624750 27.7775842 33630.56345 33720.220201
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 15988.197896 16023.391326 5.1879235 9.8019707 23794.82605 23861.140887
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15464.321513 15505.380515 4.6900173 9.0100105 23098.83807 23176.205381
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15989.325402 16030.384404 5.1870551 9.7960001 23795.02823 23872.395544
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21569.599295 21611.108220 11.6973566 28.3276499 33825.69525 33904.144912
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15453.813532 15500.738106 4.6787755 8.9980431 23089.88597 23178.305755
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 21472.680946 21520.119717 11.4910149 28.0920381 33725.67884 33815.335593
obs Pacific (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21536.396540 21577.905465 11.6276865 29.0274050 33923.38262 34001.832281
obs Pacific (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21539.227007 21580.735931 11.6336095 29.0261913 33925.02582 34003.475483
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12563.614104 12604.681160 2.6808223 5.0773823 21070.78578 21150.520984
obs Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 15808.221935 15847.999312 9.2099379 21.6411714 27789.36166 27866.419690
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 12673.381817 12708.582151 2.7388640 5.1770836 21242.38720 21310.731665
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15814.000787 15853.778164 9.2222094 21.5294153 27764.67788 27841.735908
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 12201.372362 12248.306141 2.5000700 4.9359165 20770.77096 20861.896910
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 15688.164218 15733.624078 8.9545270 21.2615509 27640.79640 27728.862724
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 12475.143566 12516.210622 2.6357525 5.1325408 21134.07128 21213.806487
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 15835.190868 15874.968246 9.2673470 21.7373565 27825.79209 27902.850119
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15835.479823 15875.257200 9.2679641 21.5982861 27791.85771 27868.915743
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 12434.771312 12481.705090 2.6144358 5.1670257 21177.56953 21268.695480
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 15714.260485 15759.720345 9.0085324 21.3387682 27672.61713 27760.683447
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12658.230525 12699.297581 2.7298762 5.3270548 21463.17162 21542.906825
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15858.662547 15898.439924 9.3176027 21.8071248 27854.01383 27931.071856
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 15969.536651 16003.631546 9.5631123 21.9748884 27943.91757 28009.967308
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12541.784304 12582.851360 2.6696304 5.1400278 21161.35257 21241.087775
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15814.052932 15853.830309 9.2223202 21.6338968 27790.38500 27867.443032
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12688.339008 12723.539342 2.7467261 5.2636433 21375.00837 21443.352830
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12662.739143 12703.806199 2.7322360 5.2987961 21423.75385 21503.489056
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15830.420804 15870.198181 9.2571670 21.6757418 27808.46538 27885.523412
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 12799.791834 12834.992168 2.8060253 5.4104458 21613.04679 21681.391248
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 14358.105615 14391.659812 9.0099966 21.0667322 24868.50316 24933.273328
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 14268.003817 14307.150380 8.8031697 20.8235961 24772.30021 24847.865399
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 10814.455488 10848.605429 2.8501611 4.8325147 17123.50634 17189.523589
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 14407.680797 14441.234994 9.1233288 21.2330213 24929.85026 24994.620422
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11392.885472 11432.727069 3.2510581 5.5165757 18103.69036 18180.710490
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14324.064871 14363.211434 8.9284898 20.9777621 24834.79923 24910.364419
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 10528.854113 10574.387368 2.6678062 4.4784916 16570.71022 16658.733224
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14263.273199 14308.012128 8.7882427 20.8140823 24770.77891 24857.139130
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 10761.356980 10801.198577 2.8145318 4.8341082 17128.10499 17205.125117
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14355.774674 14394.921237 9.0001629 21.1069351 24879.29631 24954.861501
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 10655.553011 10701.086266 2.7461039 4.6664568 16873.46684 16961.489838
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14301.666770 14346.405699 8.8737320 20.9586106 24822.32672 24908.686941
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10862.799882 10902.641480 2.8804785 4.9905586 17360.79923 17437.819357
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 14397.340398 14430.894595 9.0995729 21.2010581 24917.68881 24982.458974
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10706.666019 10746.507617 2.7796066 4.7122024 16941.60700 17018.627130
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14321.973251 14361.119814 8.9237823 20.9931711 24837.18822 24912.753412
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 10827.623374 10861.773315 2.8587426 4.9166363 17248.64424 17314.661489
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10829.190574 10869.032172 2.8584601 4.8885793 17211.52755 17288.547679
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14365.592423 14404.738986 9.0224702 21.1489240 24893.47707 24969.042260
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 10929.609710 10963.759651 2.9260881 5.0687013 17471.41805 17537.435298
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 14672.431512 14708.519510 2.7299227 5.0379763 22447.32257 22516.114531
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 20136.099498 20171.633065 9.2940589 20.9591688 32588.58564 32656.404480
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 14655.986036 14698.088700 2.7216123 5.0262755 22427.81731 22508.074600
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 20068.792080 20110.247907 9.1780116 20.7438094 32495.83260 32574.954586
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 20118.519441 20154.053007 9.2644850 20.8345498 32544.74401 32612.562851
obs Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate 20190.345898 20225.879464 9.3859111 20.9465619 32613.95758 32681.776419
obs Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 20114.772602 20156.228429 9.2548378 20.7642332 32526.12074 32605.242724
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14278.085751 14320.188415 2.5568131 4.6696711 21750.83124 21831.088526
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20124.807527 20166.263354 9.2716899 20.9090970 32571.66139 32650.783368
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 14216.445567 14264.562898 2.5300588 4.6034948 21626.36287 21718.085487
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 20081.498932 20128.877021 9.1958439 20.7794530 32515.47903 32605.904147
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 20145.279289 20186.735116 9.3061642 20.9045561 32581.35331 32660.475294
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14350.860558 14392.963223 2.5877544 4.8692953 22087.98418 22168.241465
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 14210.012027 14258.129358 2.5273698 4.7401387 21843.78846 21935.511082
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 20115.511529 20162.889618 9.2527222 20.9267969 32574.46368 32664.888802
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 14557.649697 14593.737695 2.6786183 5.0296539 22396.05021 22464.842176
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14467.143011 14509.245676 2.6379728 4.9653990 22272.80383 22353.061120
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 20094.306996 20135.762823 9.2205639 20.8746484 32545.75777 32624.879755
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 14649.136060 14685.224058 2.7194314 5.2229217 22703.79735 22772.589313
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14486.806082 14528.908747 2.6465604 5.1119638 22490.69996 22570.957252
obs Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate 29385.440564 29423.651331 7.3114674 17.0665591 49130.57418 49204.121701
obs Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 29387.422943 29432.002171 7.3114524 17.0662378 49134.38890 49220.194342
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18671.207468 18714.994630 2.7328220 5.1605296 29310.72992 29394.713899
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 18913.839104 18951.370957 2.8210852 5.4855836 29980.22066 30052.206921
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 29296.196372 29334.407139 7.2361437 17.0079195 49050.45169 49123.999213
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17302.477619 17346.264781 2.2875589 4.3175347 27117.52035 27201.504324
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 29266.884902 29311.464130 7.2099006 16.9799290 49022.18561 49107.991053
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 29262.291494 29313.239183 7.2043866 16.9710961 49017.77857 49115.841937
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 18911.968948 18955.756109 2.8196669 5.4709796 29957.49059 30041.474565
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 29288.366934 29332.946162 7.2278951 16.9961920 49042.72154 49128.526979
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 29313.850785 29352.061552 7.2509825 17.0516910 49083.88775 49157.435268
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17482.806777 17526.593938 2.3417929 4.4019566 27365.87095 27449.854926
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 29285.637651 29330.216879 7.2256064 17.0239434 49056.38282 49142.188260
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 29281.747239 29332.694928 7.2206694 17.0147941 49052.19709 49150.260457
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19082.410434 19126.197596 2.8828100 5.5793682 30205.90563 30289.889609
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 29306.928383 29351.507611 7.2434793 17.0397832 49076.56584 49162.371283
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 17346.840710 17384.372563 2.3013815 4.3361468 27170.74282 27242.729084
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17238.875297 17282.662458 2.2687317 4.2950674 27045.64786 27129.631832
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 17547.470801 17585.002654 2.3621660 4.4238354 27431.90155 27503.887818
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17470.268690 17514.055852 2.3379808 4.3974172 27351.70580 27435.689776
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate 29548.926278 29587.536969 5.9739881 15.6612455 50061.17663 50135.364236
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 29540.252936 29585.298741 5.9670705 15.6463737 50049.93942 50136.491633
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20884.327069 20929.912334 1.9710803 4.0186899 34173.28871 34261.166114
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 21714.845754 21753.918838 2.1430970 4.3633624 35505.01529 35580.338778
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20638.343303 20683.928568 1.9229487 3.9451218 33849.60283 33937.480237
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 21313.326934 21352.400018 2.0583369 4.2053462 34894.94437 34970.267864
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 19741.862790 19787.448054 1.7572696 3.7407069 32832.89638 32920.773788
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 29556.200229 29594.810919 5.9787071 15.6627185 50066.58853 50140.776143
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 29547.479192 29592.524998 5.9717531 15.6480984 50055.46754 50142.019749
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 29549.218841 29600.699762 5.9715843 15.6220591 50044.33286 50143.249676
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 29558.173780 29603.219585 5.9786900 15.6366553 50055.59857 50142.150781
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 19838.070281 19877.143365 1.7746999 3.7583914 32927.90052 33003.224014
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19695.962635 19741.547900 1.7491818 3.7307130 32781.01957 32868.896981
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 29564.057378 29602.668069 5.9838087 15.6697952 50075.57878 50149.766392
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 29555.317168 29600.362973 5.9768363 15.6554305 50064.59667 50151.148880
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 29557.074153 29608.555074 5.9766786 15.6276859 50052.49472 50151.411536
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 29566.036291 29611.082096 5.9837950 15.6420280 50063.61510 50150.167309
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 19795.145516 19834.218600 1.7670603 3.7488826 32879.11584 32954.439336
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 19979.724811 20025.310076 1.7997846 3.7809042 33063.49081 33151.368221
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 20103.828684 20142.901768 1.8227398 3.8238772 33248.08759 33323.411082
obs Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 32499.234509 32538.167272 6.8439808 18.2642106 55066.74362 55141.564728
obs Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 32501.031561 32546.453117 6.8438379 18.2496060 55063.12546 55150.416755
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 32469.222447 32514.644003 6.8214777 18.2378387 55036.74870 55124.039996
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate + silicate 32468.028967 32519.939317 6.8192369 18.2181203 55028.58938 55128.350864
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 19028.524583 19073.650476 1.8620619 3.5575411 29505.18651 29591.585665
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 18818.200991 18863.326884 1.8205027 3.4860482 29199.13741 29285.536565
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 18981.416974 19020.096311 1.8530696 3.5299663 29396.85441 29470.910835
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 18141.759738 18186.885631 1.6930261 3.3595226 28525.76354 28612.162698
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 32469.222411 32514.643967 6.8214777 18.2464646 55041.16866 55128.459961
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 32467.955671 32519.866021 6.8191855 18.2259283 55032.54961 55132.311093
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 18144.502686 18183.182023 1.6938881 3.3603886 28526.51926 28600.575683
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 18693.318600 18731.997937 1.7966522 3.5053449 29209.69993 29283.756349
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 18141.353925 18186.479818 1.6929524 3.3607310 28529.49048 28615.889635
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 32471.263203 32516.684759 6.8229101 18.2571617 55047.95300 55135.244300
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 32469.905234 32521.815583 6.8205534 18.2361403 55039.03474 55138.796220
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 18144.013158 18182.692494 1.6937991 3.3615943 28530.20330 28604.259724
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 18372.244089 18417.369982 1.7354260 3.3922325 28724.90904 28811.308197
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 18449.624045 18488.303381 1.7502733 3.4072947 28800.98619 28875.042608
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 32516.945234 32562.366790 6.8550518 18.2645774 55080.96664 55168.257937
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 32529.834494 32575.256050 6.8641480 18.2809402 55097.58178 55184.873073
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7598.036410 7632.294951 1.3257343 2.6578504 11976.64703 12041.833264
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 7696.076873 7730.335414 1.3551995 2.6692070 12039.64847 12104.834706
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 7713.819608 7748.078149 1.3606015 2.7557847 12210.84815 12276.034382
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 7798.711959 7832.970500 1.3867474 2.7775161 12287.62759 12352.813819
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 7541.446288 7575.704829 1.3090192 2.6178395 11874.89206 11940.078293
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18374.300240 18415.237311 8.7203326 21.9266320 29827.24913 29905.044208
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 18369.519934 18416.305159 8.7087966 21.9150935 29824.46827 29913.376937
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 18367.555437 18408.492509 8.7088569 22.1444638 29869.73770 29947.532782
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 7837.034250 7871.292792 1.3987143 2.9363074 12582.87562 12648.061857
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 7891.707625 7925.966166 1.4159661 2.9313079 12600.23135 12665.417583
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 7519.639697 7553.898238 1.3026345 2.5976700 11825.97992 11891.166158
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18373.334064 18414.271135 8.7186878 21.9330523 29828.02903 29905.824107
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 18368.938747 18415.723972 8.7078084 21.9221696 29825.63298 29914.541638
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18366.961668 18407.898740 8.7078474 22.1525624 29871.08209 29948.877167
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 7834.749813 7869.008354 1.3979980 2.9353645 12580.21389 12645.400128
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 7898.475114 7932.733655 1.4181163 2.9359325 12611.17555 12676.361787
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate 18373.003199 18408.092118 8.7215294 21.9398104 29826.54567 29893.227169
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18369.274207 18410.211279 8.7117798 21.9296787 29824.73400 29902.529083
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate 18371.979837 18407.068756 8.7197871 21.9458284 29827.20090 29893.882396
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18368.563959 18409.501031 8.7105719 21.9361017 29825.67442 29903.469497
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 7539.451684 7574.458037 1.0736412 2.3367211 12449.43694 12516.250183
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 7379.600893 7420.441639 1.0397901 2.2753658 12226.33047 12304.279249
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 7966.266110 8001.272464 1.1682888 2.5463880 13134.56993 13201.383170
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 25870.179067 25907.147317 9.6980366 25.0196790 42483.29508 42553.871746
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 25870.369892 25913.499517 9.6955326 24.9950710 42479.70819 42562.047628
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 25851.763469 25901.054469 9.6670574 24.9586678 42461.02742 42555.129641
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 7518.736961 7559.577707 1.0688247 2.3396953 12448.94797 12526.896748
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 25857.103622 25900.233247 9.6771909 24.9952746 42471.28998 42553.629422
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 7535.574980 7570.581333 1.0728176 2.3360616 12445.94509 12512.758333
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 25875.355315 25918.484940 9.7024343 25.0178261 42488.83833 42571.177770
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 25858.646813 25907.937814 9.6765599 24.9826630 42471.70188 42565.804104
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7527.680564 7568.521310 1.0707186 2.3439216 12463.32636 12541.275141
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 25863.659313 25906.788938 9.6862503 25.0190160 42481.67966 42564.019102
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 8108.230481 8137.402442 1.2020598 2.4674868 13021.71829 13077.395995
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 8091.271167 8126.277521 1.1975572 2.4493501 12974.65073 13041.463974
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 25875.045494 25912.013745 9.7047753 25.0288132 42488.78716 42559.363821
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 25862.197039 25905.326664 9.6842288 24.9951414 42474.50942 42556.848866
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 8173.502008 8202.673969 1.2176911 2.4857123 13093.05995 13148.737655
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 8152.013466 8187.019819 1.2120428 2.4683553 13046.07540 13112.888643
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 25869.558543 25912.688168 9.6944098 25.0200833 42485.72732 42568.066763
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 38299.420232 38332.421466 8.2058222 24.8409494 69014.06327 69078.048067
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate 38296.879082 38336.480563 8.2023935 24.8134584 69003.01601 69079.797763
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 38300.238159 38339.839639 8.2049296 24.8257294 69010.62736 69087.409118
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 38298.013971 38344.215698 8.2017405 24.8007034 69000.86113 69090.439844
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 10511.156435 10547.936789 1.1357906 2.6378196 18045.26862 18115.831745
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 9772.715410 9815.625823 1.0184483 2.4482851 17105.89048 17188.214125
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 38327.138414 38373.340141 8.2237534 24.8433771 69039.01407 69128.592783
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 38324.068822 38376.870796 8.2199174 24.8159173 69027.62028 69129.995955
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 9323.930228 9366.840642 0.9533103 2.4039119 16716.50765 16798.831293
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 38325.409455 38371.611182 8.2224449 24.8450525 69038.58803 69128.166749
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 10856.460116 10893.240470 1.1950449 2.6405646 18232.57878 18303.141902
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9784.159788 9827.070202 1.0201664 2.4506604 17119.22838 17201.552018
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9347.986925 9390.897338 0.9566939 2.4076038 16741.44009 16823.763731
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 10263.272221 10300.052575 1.0950738 2.5480508 17660.59099 17731.154111
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 38325.139398 38364.740878 8.2237541 24.8573081 69041.09600 69117.877753
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 38322.459891 38368.661618 8.2202133 24.8234807 69027.18901 69116.767728
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 10307.435007 10344.215361 1.1022194 2.5757724 17762.68882 17833.251940
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 38324.180288 38363.781769 8.2230282 24.8566910 69040.18436 69116.966112
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 10315.144815 10351.925169 1.1034717 2.5580714 17717.06222 17787.625338
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 10382.527323 10419.307677 1.1144768 2.5886812 17839.60202 17910.165139
mod Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + silicate 6112.729289 6141.533755 0.8879625 2.0077732 10948.83858 11004.453094
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 23907.387849 23950.525463 7.2979211 27.3270576 44164.91204 44248.209915
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 5995.937259 6030.502618 0.8657726 1.9843598 10830.60297 10897.340395
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6001.666572 6041.992825 0.8664607 1.9700626 10795.84776 10873.708085
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 23948.085581 23991.223195 7.3403894 27.1917497 44164.74111 44248.038984
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 23898.700927 23948.001057 7.2868101 27.1374082 44117.18045 44212.378025
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 5311.409063 5351.735315 0.7479722 1.8634079 10139.18768 10217.048011
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 23898.274880 23941.412494 7.2884454 27.2804342 44147.28932 44230.587193
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6005.223222 6045.549474 0.8671175 1.9699551 10797.22221 10875.082538
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 23988.775982 24031.913595 7.3830970 27.3113207 44223.14623 44306.444105
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate + silicate 23963.263029 24012.563159 7.3541930 27.2824165 44199.63324 44294.830810
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5326.632935 5366.959188 0.7504020 1.8652361 10152.71202 10230.572348
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 6001.778981 6036.344340 0.8668507 1.9705279 10794.17504 10860.912459
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 23971.842493 24008.817590 7.3673944 27.2403561 44191.48343 44262.881608
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 23909.094518 23952.232132 7.2996971 27.1720061 44130.58488 44213.882753
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5312.077982 5346.643342 0.7483976 1.8641928 10138.87161 10205.609028
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 23911.220968 23948.196066 7.3039929 27.3315392 44166.38122 44237.779403
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 6004.673303 6039.238662 0.8673854 1.9702603 10794.77861 10861.516028
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 23992.166270 24035.303884 7.3866666 27.3181303 44227.28175 44310.579625
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 5329.802510 5364.367870 0.7512289 1.8665223 10155.17912 10221.916546
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 27660.781232 27692.436754 6.7644323 19.9965612 55033.62916 55095.970195
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate 27662.501235 27700.487862 6.7642041 19.8718424 54972.71125 55047.520496
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 27664.430391 27708.748122 6.7641464 19.8643090 54972.73941 55060.016868
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 27662.726959 27700.713586 6.7643880 19.9960653 55037.34146 55112.150712
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 27628.225189 27666.211816 6.7363347 19.9363825 54986.47435 55061.283596
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 27629.907770 27674.225501 6.7360771 19.8051302 54921.95898 55009.236439
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 19725.337293 19766.603259 0.9567350 2.3607566 40657.34304 40738.754878
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 19093.778423 19135.044388 0.9155131 2.4097702 40766.89236 40848.304195
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 19655.912874 19697.178840 0.9521144 2.3598114 40619.02457 40700.436407
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 17318.589268 17359.855234 0.8089134 2.4048739 39775.14654 39856.558380
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 19051.205400 19099.349027 0.9126719 2.4086150 40739.73766 40834.718140
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19625.951690 19674.095317 0.9499946 2.3540150 40559.94758 40654.928053
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 27633.075405 27677.393137 6.7386478 19.9251859 54986.32259 55073.600045
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate + silicate 27628.796774 27679.445610 6.7335534 19.9075053 54977.51412 55077.259788
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 17281.507780 17329.651407 0.8067118 2.4005439 39724.18647 39819.166942
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19061.321894 19109.465521 0.9133159 2.4075636 40736.36136 40831.341837
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19634.084055 19682.227681 0.9505335 2.3527748 40552.99348 40647.973954
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17300.476208 17348.619835 0.8077796 2.4002060 39732.65658 39827.637059
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 27716.974622 27754.961249 6.8087332 20.0108012 55076.27017 55151.079416
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 27714.116017 27758.433749 6.8047497 19.9936023 55068.56327 55155.840725

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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
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340d731 jens-daniel-mueller 2021-08-06
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29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
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127b801 jens-daniel-mueller 2021-07-24
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2477316 jens-daniel-mueller 2021-07-23
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910d64a jens-daniel-mueller 2021-07-02
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955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
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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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

8.1.2 Best models

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 Best models

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

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26.5] 5 8 5 6 10 6 10
(26.5,26.75] 5 6 6 10 5 9 9
(26.75,27] 7 6 5 10 5 10 7
(27,27.25] 6 8 4 6 6 10 9
(27.25,27.5] 6 10 6 5 5 7 8
(27.5,27.75] 7 2 5 8 10 6 6
(27.75,27.85] 8 4 5 6 10 8 5
(27.85,27.95] 8 NA 6 10 8 5 4
(27.95,28.05] 7 NA 6 10 6 6 7
(28.05,28.1] 7 1 6 9 7 7 6
(28.1,28.15] 8 10 6 2 5 6 6
(28.15,28.2] 8 10 7 1 6 5 5
(28.2, Inf] 7 10 6 4 10 3 6
total 89.00 — 73.00 87.00 93.00 88.00 88.00
Indian1 - mod
(-Inf,26] 3 4 3 4 8 6 10
(26,26.5] 5 8 5 4 7 7 8
(26.5,26.75] 4 5 3 3 10 9 5
(26.75,27] 3 6 4 5 8 10 7
(27,27.25] 2 5 2 4 10 8 7
(27.25,27.5] 3 5 4 4 8 5 4
(27.5,27.75] 2 9 4 7 7 5 4
(27.75,27.85] 3 2 4 2 8 5 6
(27.85,27.95] 4 5 2 6 10 7 4
(27.95,28.05] 3 6 3 8 10 2 5
(28.05,28.1] 4 8 4 4 10 2 3
(28.1, Inf] 4 10 6 NA 5 5 5
total 40.00 73.00 44.00 — 101.00 71.00 68.00
Indian2 - mod
(-Inf,26] 5 6 4 9 2 6 10
(26,26.5] 3 6 3 4 10 10 8
(26.5,26.75] 3 4 3 2 10 10 4
(26.75,27] 1 4 4 4 10 7 6
(27,27.25] 2 3 4 3 10 4 8
(27.25,27.5] 2 3 3 4 10 4 5
(27.5,27.75] 3 6 3 1 8 8 4
(27.75,27.85] 5 9 3 2 3 4 4
(27.85,27.95] 4 8 3 2 5 9 2
(27.95,28.05] 3 10 4 4 10 5 6
(28.05,28.1] 4 10 5 6 10 5 7
(28.1, Inf] 6 10 4 6 7 7 4
total 41.00 79.00 43.00 47.00 95.00 79.00 68.00
Indian3 - mod
(-Inf,26] 5 5 6 9 6 6 9
(26,26.5] 6 6 7 10 6 4 7
(26.5,26.75] 5 4 5 10 6 4 10
(26.75,27] 4 6 6 5 6 7 10
(27,27.25] 4 10 5 2 2 6 5
(27.25,27.5] 3 9 3 1 5 6 5
(27.5,27.75] 2 6 3 2 7 7 7
(27.75,27.85] 3 2 4 3 8 8 7
(27.85,27.95] 2 2 5 4 7 9 8
(27.95,28.05] 3 3 4 6 8 8 7
(28.05,28.1] 7 3 3 10 7 4 6
(28.1, Inf] 5 10 5 9 8 7 7
total 49.00 66.00 56.00 71.00 76.00 76.00 88.00
Indian4 - mod
(26.75,27] 6 4 7 6 6 10 7
(27,27.25] 6 4 7 6 10 6 7
(27.25,27.5] 6 7 4 3 7 10 6
(27.5,27.75] 6 5 4 5 6 10 8
(27.75,27.85] 8 7 4 3 3 7 8
(27.85,27.95] 7 3 6 4 4 9 7
(27.95,28.05] 5 3 4 3 9 10 8
(28.05,28.1] 5 4 5 4 10 10 8
(28.1, Inf] 7 8 6 3 7 10 5
total 56.00 45.00 47.00 37.00 62.00 82.00 64.00
Indian5 - mod
(27.5,27.75] 5 2 5 6 6 8 10
(27.75,27.85] 5 3 5 4 10 5 6
(27.85,27.95] 5 6 8 4 10 8 5
(27.95,28.05] 7 6 7 4 10 6 6
(28.05,28.1] 7 7 4 3 10 6 6
(28.1, Inf] 5 10 6 2 6 8 6
total 34.00 34.00 35.00 23.00 52.00 41.00 39.00
Pacific - mod
(-Inf,26] 6 10 6 4 10 5 10
(26,26.5] 6 5 6 10 4 10 8
(26.5,26.75] 6 5 5 10 5 9 9
(26.75,27] 6 10 6 10 4 5 8
(27,27.25] 6 7 4 10 6 5 9
(27.25,27.5] 4 5 4 6 10 10 6
(27.5,27.75] 3 6 4 5 10 10 7
(27.75,27.85] 4 5 4 3 10 8 6
(27.85,27.95] 6 7 4 3 6 5 10
(27.95,28.05] 5 5 4 5 6 10 9
(28.05,28.1] 6 4 4 6 5 10 8
(28.1, Inf] 4 7 6 7 10 6 6
total 62.00 76.00 57.00 79.00 86.00 93.00 96.00
Atlantic - obs
(-Inf,26.5] 7 7 6 10 10 7 6
(26.5,26.75] 6 8 5 10 6 7 9
(26.75,27] 4 8 6 10 6 5 10
(27,27.25] 4 8 6 10 6 5 10
(27.25,27.5] 5 9 6 10 6 6 9
(27.5,27.75] 10 6 6 10 5 8 4
(27.75,27.85] 8 5 8 10 8 8 4
(27.85,27.95] 8 5 6 10 6 10 6
(27.95,28.05] 6 6 7 10 10 6 7
(28.05,28.1] 4 5 6 10 8 6 10
(28.1,28.15] 3 6 7 10 6 7 10
(28.15,28.2] 6 5 6 10 10 6 8
(28.2, Inf] 8 8 5 10 10 6 5
total 79.00 86.00 80.00 130.00 97.00 87.00 98.00
Indian1 - obs
(-Inf,26] 4 5 4 10 6 6 10
(26,26.5] 3 6 3 8 10 4 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 5 8 5 10 6 6 10
(27,27.25] 5 6 5 10 8 10 6
(27.25,27.5] 5 7 6 10 8 6 9
(27.5,27.75] 6 9 5 10 5 5 9
(27.75,27.85] 7 7 6 10 8 6 7
(27.85,27.95] 6 9 5 10 5 5 9
(27.95,28.05] 5 6 5 10 8 6 10
(28.05,28.1] 6 5 4 10 6 10 8
(28.1, Inf] 6 5 4 10 6 10 8
total 63.00 79.00 57.00 118.00 84.00 80.00 106.00
Indian2 - obs
(-Inf,26] 5 2 6 10 4 5 9
(26,26.5] 4 NA 3 9 7 7 4
(26.5,26.75] 3 NA 4 10 7 6 3
(26.75,27] 5 4 5 10 6 4 10
(27,27.25] 6 4 4 10 7 6 10
(27.25,27.5] 6 6 4 10 5 10 8
(27.5,27.75] 7 6 7 10 6 10 6
(27.75,27.85] 6 6 4 10 6 10 7
(27.85,27.95] 5 8 5 10 6 6 10
(27.95,28.05] 4 6 6 10 5 8 10
(28.05,28.1] 6 5 6 10 10 4 8
(28.1, Inf] 10 6 7 10 2 7 7
total 67.00 — 61.00 119.00 71.00 83.00 92.00
Indian3 - obs
(-Inf,26] 7 6 7 10 10 6 6
(26,26.5] 6 6 7 10 10 6 7
(26.5,26.75] 5 7 6 10 8 7 9
(26.75,27] 6 10 6 10 4 5 8
(27,27.25] 6 10 7 10 6 6 7
(27.25,27.5] 7 6 6 10 9 6 7
(27.5,27.75] 9 6 2 10 6 6 9
(27.75,27.85] 8 8 6 10 8 7 6
(27.85,27.95] 8 5 6 10 10 6 6
(27.95,28.05] 8 8 6 10 7 8 6
(28.05,28.1] 6 6 4 10 6 9 9
(28.1, Inf] 7 10 4 10 7 5 7
total 83.00 88.00 67.00 120.00 91.00 77.00 87.00
Indian4 - obs
(26,26.5] 5 7 5 10 7 6 7
(26.5,26.75] 6 10 6 10 5 6 8
(26.75,27] 4 7 6 10 7 6 10
(27,27.25] 6 8 6 10 7 8 8
(27.25,27.5] 6 10 6 10 5 6 8
(27.5,27.75] 5 7 6 10 7 8 9
(27.75,27.85] 6 6 7 10 10 6 7
(27.85,27.95] 8 6 6 10 10 5 6
(27.95,28.05] 7 6 6 10 10 6 7
(28.05,28.1] 8 6 8 10 8 7 10
(28.1, Inf] 6 7 7 10 6 7 10
total 67.00 80.00 69.00 110.00 82.00 71.00 90.00
Indian5 - obs
(27.5,27.75] 6 5 4 10 8 5 5
(27.75,27.85] 4 10 4 10 6 10 5
(27.85,27.95] 6 5 4 10 6 10 8
(27.95,28.05] 5 6 5 10 8 6 10
(28.05,28.1] 4 7 7 10 10 6 6
(28.1, Inf] 9 6 7 10 7 8 4
total 34.00 39.00 31.00 60.00 45.00 45.00 38.00
Pacific - obs
(-Inf,26] 7 9 7 10 7 7 6
(26,26.5] 6 8 5 10 6 7 9
(26.5,26.75] 7 9 6 10 4 6 7
(26.75,27] 9 6 6 10 6 7 5
(27,27.25] 6 6 6 10 8 5 8
(27.25,27.5] 6 5 6 10 10 4 8
(27.5,27.75] 7 10 7 10 6 6 6
(27.75,27.85] 5 8 5 10 6 6 10
(27.85,27.95] 6 7 4 10 7 6 10
(27.95,28.05] 10 6 4 10 5 4 6
(28.05,28.1] 7 8 3 10 6 7 9
(28.1, Inf] 10 7 6 10 4 4 4
total 86.00 89.00 65.00 120.00 75.00 69.00 88.00

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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 AIC vs BIC

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

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 RMSE vs VIF

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
ce9412c jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20 

[[2]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
5a36231 jens-daniel-mueller 2021-09-22 
GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )
[[1]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
ce9412c jens-daniel-mueller 2021-09-22 

[[2]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: 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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 By model domain

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

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24 

[[3]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[7]]

Version Author Date
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
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
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
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
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
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
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[11]]

Version Author Date
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27 

[[12]]

Version Author Date
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27 

[[13]]


[[14]]

8.6.4 Latitudinal mean

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

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

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

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[4]]

Version Author Date
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
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
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16 

[[6]]

Version Author Date
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27 

[[7]]

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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

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

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

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

spatial_residual %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[29]]

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
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
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 
GLODAP_glanced_vif %>% 
  ggplot(aes(Variables,
             log10(VIF),
             col = data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Version Author Date
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

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

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

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

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

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

sessionInfo()
R version 4.0.3 (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