Last updated: 2021-08-24

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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: 2
  • Maximum: 5
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:

  • 112

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, 
               ~ lm(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] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 418.7281 433.9488 5.4431304 12.083902 1267.394 1302.469
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 416.2774 431.4982 5.3414833 11.744372 1255.751 1290.825
mod Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 734.0314 753.4852 4.9848505 6.888269 1222.427 1261.096
obs Atlantic (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 422.4300 437.6508 5.6003608 12.072771 1264.625 1299.699
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 712.8213 732.2752 4.5598304 6.446256 1199.154 1237.823
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 739.5724 759.0262 5.1022662 6.903637 1215.294 1253.963
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 417.6418 432.8625 5.3978386 11.745577 1254.935 1290.010
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 710.8216 730.2755 4.5216785 6.303148 1183.988 1222.657
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 423.5702 438.7909 5.6496924 12.060709 1263.363 1298.438
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + aou + silicate 737.7142 754.3889 5.1053080 6.991903 1222.068 1255.212
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 739.2987 758.7526 5.0964039 6.973224 1224.458 1263.126
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 739.2021 758.6560 5.0943356 6.874318 1212.177 1250.845
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 418.5937 433.8144 5.4375067 11.753702 1254.632 1289.706
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 726.4462 745.9000 4.8284854 6.589670 1196.979 1235.647
obs Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 424.1464 439.3671 5.6747894 12.059706 1262.911 1297.986
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + oxygen + silicate 739.6318 756.3065 5.1466085 7.025005 1222.984 1256.128
mod Atlantic (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 746.3635 765.8173 5.2499515 7.057904 1222.924 1261.593
obs Atlantic (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 419.0061 434.2268 5.4547846 12.031982 1265.248 1300.323
obs Atlantic (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate 417.6255 430.6718 5.4808362 12.045280 1261.378 1291.442
obs Atlantic (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 419.5894 434.8101 5.4793154 11.980624 1262.907 1297.982
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 2716.7918 2741.1466 5.7022739 10.974838 7190.739 7242.603
obs Atlantic (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 2718.7918 2747.2057 5.7022739 10.953592 7188.893 7249.400
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2952.8252 2982.0998 5.0381446 8.683343 6574.250 6635.023
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 2732.7337 2757.0885 5.8094664 11.140975 7222.779 7274.643
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2849.6271 2878.9017 4.5286701 8.224539 6489.412 6550.185
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2718.7004 2747.1143 5.7016651 10.903306 7175.038 7235.545
mod Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2929.3268 2958.6014 4.9173151 8.933243 6679.572 6740.345
obs Atlantic (26,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 2731.1619 2759.5758 5.7852757 11.087887 7215.338 7275.845
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2952.4097 2981.6843 5.0359827 8.789008 6612.606 6673.379
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 2742.6932 2767.0480 5.8774538 11.230669 7238.622 7290.486
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2843.4103 2872.6849 4.4996786 8.357474 6540.226 6600.999
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2730.6653 2759.0792 5.7819207 11.031699 7200.341 7260.849
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2939.0672 2968.3418 4.9670449 9.159974 6746.677 6807.450
obs Atlantic (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2740.7512 2769.1650 5.8504491 11.175776 7231.117 7291.624
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2956.4028 2985.6774 5.0567993 8.857754 6633.476 6694.249
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2852.3988 2881.6734 4.5416558 8.450762 6566.788 6627.561
mod Atlantic (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2947.0402 2976.3148 5.0081256 9.237786 6766.250 6827.023
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 2729.1657 2753.5205 5.7853017 11.078315 7208.718 7260.582
obs Atlantic (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2731.1628 2759.5766 5.7852817 11.059174 7207.475 7267.982
mod Atlantic (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2896.9374 2926.2120 4.7555034 9.313054 6815.450 6876.223
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3576.0246 3607.7203 3.2702964 6.091390 8477.590 8543.605
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 3585.4686 3612.6364 3.2977688 6.215376 8551.976 8608.560
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3490.8104 3522.5061 3.0728010 6.144061 8561.453 8627.468
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 3503.4266 3530.5944 3.1058080 6.195069 8583.699 8640.283
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 4591.7096 4619.4540 5.0633956 10.452709 11629.709 11687.644
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4579.0911 4611.4595 5.0144835 10.331842 11588.659 11656.250
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3473.3520 3505.0477 3.0338351 5.970375 8454.731 8520.746
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4579.7890 4612.1574 5.0168079 10.397753 11616.270 11683.861
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 4596.7478 4624.4922 5.0803629 10.430616 11618.278 11676.213
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4576.4597 4608.8282 5.0057298 10.279711 11567.483 11635.074
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3484.7880 3516.4837 3.0593032 6.038534 8494.889 8560.904
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4589.4489 4621.8173 5.0490905 10.391440 11609.632 11677.223
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3497.1181 3528.8138 3.0870021 5.934459 8417.194 8483.209
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4574.4958 4606.8643 4.9992063 10.508071 11664.168 11731.759
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 3527.5377 3554.7055 3.1610334 6.123453 8524.378 8580.962
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 4585.9255 4613.6699 5.0439857 10.504822 11653.773 11711.708
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3470.5757 3502.2714 3.0276843 5.919429 8421.365 8487.380
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4578.9655 4611.3340 5.0140656 10.474387 11648.600 11716.190
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 3528.2045 3555.3722 3.1625743 6.178875 8560.914 8617.498
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 4590.4068 4618.1512 5.0590170 10.525613 11660.641 11718.576
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5420.9528 5456.6645 2.2433668 3.849117 11403.992 11477.247
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 5595.7618 5626.3719 2.4128259 4.063820 11664.438 11727.228
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5394.7667 5430.4785 2.2193020 4.273078 12153.970 12227.225
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 5435.7374 5466.3475 2.2589288 4.312709 12192.946 12255.736
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 5300.8218 5336.5335 2.1350721 3.851133 11493.413 11566.668
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 6921.9369 6957.1157 5.2135221 10.497030 15723.994 15796.006
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 6926.5545 6956.7077 5.2288784 10.473900 15705.775 15767.500
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6926.8888 6962.0676 5.2250089 10.467806 15706.901 15778.913
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5451.0468 5486.7585 2.2713454 4.071353 11794.272 11867.527
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6879.3762 6914.5550 5.1158307 10.360550 15660.433 15732.445
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5248.7699 5284.4816 2.0897872 3.810248 11449.437 11522.692
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6941.4907 6976.6695 5.2590280 10.540211 15742.293 15814.306
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 5542.5230 5573.1330 2.3604956 4.130790 11831.249 11894.038
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 6942.4978 6972.6510 5.2660613 10.565463 15751.115 15812.840
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate 6939.7778 6964.9055 5.2643764 10.524487 15725.186 15776.623
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 6936.4641 6966.6174 5.2519587 10.504898 15719.984 15781.709
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5314.6360 5350.3477 2.1472543 3.958231 11677.022 11750.277
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6901.2076 6936.3863 5.1657103 10.418605 15686.703 15758.715
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 5638.4837 5669.0937 2.4556564 4.312916 12078.464 12141.254
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 6900.3390 6930.4923 5.1683086 10.428310 15687.688 15749.413
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 10024.5027 10062.0501 5.7716450 11.254416 23718.990 23796.385
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7100.9053 7138.0369 2.6222048 4.066835 14333.546 14409.954
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6780.6288 6817.7604 2.3544881 4.080423 14732.047 14808.455
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 7108.2837 7140.1108 2.6304870 4.359782 15065.560 15131.053
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7068.5060 7105.6377 2.5937931 4.369631 15135.078 15211.486
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 9946.3050 9983.8524 5.6303954 11.001680 23550.730 23628.125
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 7075.0021 7112.1337 2.5994649 3.993732 14164.285 14240.693
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 9939.9386 9977.4860 5.6190489 11.181109 23697.371 23774.766
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6395.9509 6433.0825 2.0688158 4.261656 15314.661 15391.069
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 9941.9929 9974.1764 5.6262720 11.138762 23658.180 23724.519
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 9911.0384 9948.5857 5.5678288 10.873292 23461.409 23538.804
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7041.7696 7078.9013 2.5705793 4.121445 14561.088 14637.495
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9894.4438 9931.9912 5.5386295 10.979687 23555.450 23632.845
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 9987.6738 10019.8573 5.7083006 11.086374 23595.636 23661.975
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6568.7261 6605.8577 2.1925639 3.733978 14063.347 14139.754
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9980.9542 10018.5016 5.6925510 11.047304 23571.865 23649.261
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 6404.6773 6436.5044 2.0762909 4.290487 15360.543 15426.035
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 9955.5653 9987.7488 5.6505198 10.963727 23510.330 23576.669
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6371.0092 6408.1409 2.0515381 3.642721 13994.011 14070.418
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9944.9799 9982.5273 5.6280318 10.908343 23474.517 23551.912
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 11535.2475 11575.1464 3.2872114 5.582465 25016.441 25098.369
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 13063.4301 13102.9211 5.5479355 10.435849 31003.449 31084.943
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 11837.0598 11876.9587 3.5197318 5.574956 24657.050 24738.977
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 11330.8097 11370.7086 3.1384995 5.126169 23950.734 24032.661
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 13006.7214 13040.5708 5.4755553 10.403775 30993.718 31063.569
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13005.1408 13044.6318 5.4708511 10.335232 30916.377 30997.870
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 11815.7470 11855.6459 3.5027856 5.507972 24488.195 24570.122
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 13007.6643 13047.1553 5.4741660 10.399764 30993.488 31074.981
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11159.5947 11199.4936 3.0191439 4.827541 23213.712 23295.639
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 12985.0915 13018.9408 5.4471997 10.378111 30975.345 31045.196
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12983.4599 13022.9508 5.4424534 10.308752 30897.047 30978.540
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11881.2303 11921.1292 3.5551141 5.655964 24832.655 24914.582
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12984.9677 13024.4587 5.4444235 10.370993 30971.968 31053.461
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 11448.4319 11482.6310 3.2246783 5.223602 24100.155 24170.378
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11447.7734 11487.6723 3.2227375 5.168373 23939.752 24021.679
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13054.4091 13093.9000 5.5359350 10.416027 30984.877 31066.371
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 11286.1102 11320.3092 3.1082987 4.945962 23434.326 23504.549
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11267.4336 11307.3325 3.0937791 4.927186 23403.769 23485.696
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13032.6810 13072.1720 5.5071371 10.387413 30963.374 31044.867
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 13033.5776 13067.4270 5.5109675 10.452960 31037.219 31107.071
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 14517.3821 14557.7144 5.3026205 9.812362 32240.412 32322.852
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 14523.1946 14557.7651 5.3114458 9.842948 32273.367 32344.029
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 14132.0612 14173.9334 2.6986624 4.569471 29596.327 29681.856
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 13676.0400 13711.9304 2.4972717 4.180153 28338.616 28411.926
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 14678.7916 14719.1238 5.4879687 9.982156 32380.905 32463.345
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 13293.5297 13335.4018 2.3385135 3.838080 27086.894 27172.423
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 14523.8022 14564.1344 5.3098717 9.791466 32208.928 32291.368
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 13819.5144 13849.4231 2.5601075 4.617309 29997.229 30058.321
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 13403.1468 13439.0372 2.3835293 4.274766 28947.451 29020.761
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 14143.4046 14185.2767 2.7038967 4.565122 29568.877 29654.406
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 13712.5122 13748.4026 2.5128790 4.206770 28424.345 28497.656
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 13320.3262 13362.1984 2.3492425 3.853131 27135.428 27220.957
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 14534.9846 14575.3169 5.3225257 9.827530 32251.652 32334.091
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 13868.4962 13904.3866 2.5807365 4.334811 28844.065 28917.375
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13452.5315 13494.4036 2.4029008 3.955998 27510.850 27596.379
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14553.0326 14593.3648 5.3430121 9.876312 32307.606 32390.045
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14530.2920 14570.6243 5.3172119 9.849663 32283.732 32366.171
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 14535.0557 14569.6262 5.3248726 9.876762 32312.403 32383.065
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14550.9166 14591.2488 5.3406062 9.906531 32348.903 32431.343
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 14555.4240 14589.9945 5.3480088 9.933091 32376.758 32447.421
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 9567.2875 9605.0490 4.5581698 8.804595 21654.465 21731.798
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 7108.1625 7140.4103 2.2379579 3.752964 15609.571 15676.299
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 9567.3049 9599.6718 4.5609966 8.832870 21677.661 21743.946
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7097.6776 7129.9254 2.2306143 3.774101 15685.281 15752.009
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7016.3528 7053.9752 2.1731036 3.622363 15314.433 15392.282
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate 7049.2291 7081.4768 2.1969925 3.609298 15225.772 15292.500
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6720.0605 6757.6829 1.9803524 3.213567 14271.050 14348.900
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 9573.4741 9611.2356 4.5668441 8.809633 21657.041 21734.374
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 6896.4815 6928.7293 2.0942723 3.507293 15075.366 15142.094
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 9573.2904 9605.6574 4.5693940 8.840161 21682.555 21748.840
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 7069.3258 7106.9482 2.2094914 3.701464 15501.831 15579.680
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 7175.8000 7208.0478 2.2859160 3.788491 15639.079 15705.807
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 6804.4114 6842.0338 2.0334159 3.326597 14575.143 14652.992
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 9572.5029 9610.2644 4.5654813 8.832319 21679.888 21757.221
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6892.2922 6929.9146 2.0902129 3.451409 14900.247 14978.096
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 9579.7714 9617.5328 4.5756906 8.848602 21693.151 21770.484
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 9572.0001 9609.7616 4.5647760 8.809503 21657.492 21734.825
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 9572.1723 9604.5392 4.5678241 8.839199 21682.036 21748.321
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 9577.8759 9615.6373 4.5730260 8.818482 21664.091 21741.424
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 9578.4332 9610.8002 4.5766214 8.851121 21691.379 21757.664
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 8614.5112 8641.5871 3.2259303 5.089780 19240.741 19297.133
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 8616.5104 8649.0014 3.2259295 5.058522 19156.794 19224.465
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 8483.3522 8515.8433 3.0991795 4.825950 18714.347 18782.018
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8468.6322 8506.5384 3.0836201 4.681159 18297.128 18376.077
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate 8612.7544 8639.8302 3.2242247 5.082223 19222.634 19279.026
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 13387.2537 13427.3465 4.6030175 9.040946 31338.926 31421.254
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 8597.3953 8629.8864 3.2074206 4.927048 18806.836 18874.507
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 13387.0931 13421.4584 4.6048828 9.050511 31347.455 31418.022
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 13269.4452 13309.5379 4.4851101 8.829495 31089.760 31172.088
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 13271.4865 13305.8517 4.4891044 8.842046 31101.934 31172.502
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 8518.5195 8551.0106 3.1321622 4.904239 18884.192 18951.862
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 8496.2024 8534.1086 3.1093184 4.734701 18414.548 18493.497
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 13067.1358 13107.2286 4.2896344 8.566279 30790.549 30872.878
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 8548.0797 8580.5707 3.1601575 4.981318 19055.824 19123.494
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8519.1398 8557.0461 3.1308617 4.785944 18531.643 18610.592
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13067.4030 13107.4957 4.2898869 8.564515 30787.909 30870.237
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 13112.1135 13152.2063 4.3323430 8.610309 30837.432 30919.760
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 13113.5071 13147.8723 4.3355825 8.670779 30918.768 30989.335
obs Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13513.7963 13553.8890 4.7331213 9.233982 31552.291 31634.619
obs Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 13512.1888 13546.5540 4.7335306 9.248959 31568.610 31639.177
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 10792.3889 10820.4629 3.4536836 6.083439 25098.279 25156.378
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 10737.2584 10770.9472 3.4053780 6.010169 24987.994 25057.713
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 10706.1108 10739.7997 3.3793270 5.952674 24884.072 24953.792
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 10686.8010 10726.1046 3.3616188 5.913952 24817.633 24898.971
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 16151.5630 16193.0619 4.4314661 8.724799 38259.009 38344.283
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16484.8650 16526.3639 4.7057487 9.255359 39037.700 39122.974
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 16483.2753 16518.8457 4.7060966 9.255924 39034.476 39107.568
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16329.6555 16371.1543 4.5759724 8.961849 38600.930 38686.203
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 16329.4345 16365.0050 4.5774394 8.963333 38598.739 38671.830
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 11004.4448 11038.1336 3.6372587 6.213940 25190.166 25259.885
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 10951.2343 10990.5379 3.5880836 6.131876 25061.982 25143.321
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 16202.6395 16244.1384 4.4724370 8.794946 38362.114 38447.387
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 11124.4649 11158.1537 3.7464962 6.328214 25321.886 25391.605
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16703.5586 16745.0574 4.8948770 9.598738 39512.527 39597.801
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11060.3064 11099.6100 3.6858818 6.226937 25164.602 25245.940
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16196.2360 16237.7349 4.4672798 8.781333 38340.668 38425.941
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 16226.5746 16268.0734 4.4917666 8.891227 38521.605 38606.878
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 16225.1919 16260.7623 4.4922662 8.901111 38534.590 38607.682
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 10978.5118 11012.2006 3.6140772 6.230523 25255.997 25325.717
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 11085.2206 11118.9094 3.7104213 6.337306 25386.565 25456.284
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 5606.8478 5633.9237 1.3045316 2.343556 11984.901 12040.424
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 5391.8957 5424.3867 1.2220581 2.204239 11526.084 11592.711
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 5600.3249 5632.8159 1.3011890 2.315225 11873.999 11940.627
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 5393.8316 5431.7378 1.2220345 2.171567 11382.289 11460.020
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 13057.7987 13091.9486 4.7567008 9.113681 31524.141 31594.702
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 13032.0993 13071.9409 4.7267141 9.039822 31435.833 31518.153
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 13068.8202 13102.9702 4.7686853 9.117368 31522.993 31593.553
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 13031.7750 13071.6166 4.7263641 9.039311 31435.269 31517.590
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 13059.6990 13093.8489 4.7587650 9.094876 31495.390 31565.950
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 5623.9568 5656.4478 1.3104784 2.331829 11929.037 11995.664
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13047.8122 13087.6538 4.7437012 9.094872 31507.636 31589.957
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 5439.3085 5477.2147 1.2388787 2.201577 11487.944 11565.676
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 13065.5203 13105.3619 4.7629186 9.110341 31519.843 31602.163
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 5631.8137 5664.3048 1.3135815 2.339477 11956.297 12022.924
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 12978.5931 13012.7430 4.6714562 8.978444 31371.262 31441.822
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12954.8503 12994.6919 4.6440810 8.920751 31304.421 31386.741
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5454.5773 5492.4836 1.2445861 2.215848 11541.912 11619.643
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12974.7103 13014.5519 4.6651862 8.946586 31331.337 31413.657
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5439.5157 5472.0068 1.2397021 2.247883 11687.882 11754.509
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 5455.3710 5487.8621 1.2456331 2.265995 11756.219 11822.846
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 6448.5355 6482.9007 0.9988013 1.855064 13871.228 13941.494
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 6349.6344 6383.9996 0.9772783 1.830105 13748.750 13819.015
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 6520.6993 6555.0645 1.0148042 1.889677 14069.472 14139.738
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6450.5320 6490.6248 0.9988005 1.855034 13875.026 13957.003
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6368.5126 6408.6053 0.9809182 1.877870 14065.437 14147.414
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 6531.2791 6571.3718 1.0167238 1.884570 14034.766 14116.743
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12847.7258 12887.4546 4.7527532 8.931724 30536.944 30618.951
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 12852.6133 12892.3421 4.7581458 8.956421 30570.424 30652.431
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6576.4983 6616.5911 1.0269012 1.902109 14129.516 14211.493
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 12758.9325 12792.9858 4.6580011 8.796787 30386.203 30456.496
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12758.4235 12798.1523 4.6552903 8.779722 30366.141 30448.149
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12758.2035 12797.9323 4.6550527 8.792330 30385.213 30467.220
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 6531.4372 6565.8025 1.0172072 1.885220 14034.048 14104.314
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 6426.9151 6461.2804 0.9940561 1.859176 13909.952 13980.218
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12844.0094 12883.7382 4.7486568 8.949125 30565.060 30647.067
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 12760.4885 12788.8662 4.6618458 8.844003 30450.435 30509.012
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 6468.3111 6502.6763 1.0031614 1.875629 14000.943 14071.209
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 12760.5030 12794.5562 4.6596987 8.833222 30439.629 30509.921
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12755.7047 12795.4336 4.6523547 8.810201 30413.482 30495.489
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 12758.4061 12792.4594 4.6574322 8.829410 30435.233 30505.525
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate 3291.7896 3318.7157 0.6696409 1.268980 7767.909 7823.879
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 3291.4397 3323.7511 0.6691530 1.261694 7713.386 7780.550
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 3284.7796 3317.0910 0.6677721 1.265413 7748.926 7816.090
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 3130.3725 3162.6839 0.6365442 1.211278 7402.081 7469.245
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3024.7700 3062.4666 0.6156499 1.188864 7285.437 7363.795
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 3142.4409 3174.7522 0.6389314 1.214825 7424.070 7491.233
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 3053.2009 3090.8976 0.6211030 1.196106 7329.207 7407.564
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 7084.1737 7114.5571 4.9825574 8.799924 14466.884 14528.452
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7076.6960 7112.1433 4.9624001 8.768252 14453.334 14525.163
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 7085.9611 7121.4085 4.9821044 8.792850 14466.033 14537.862
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 3150.5669 3182.8783 0.6405439 1.217402 7440.439 7507.603
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3069.4501 3107.1467 0.6242413 1.200533 7356.486 7434.843
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 7050.0197 7080.4031 4.9103002 8.704382 14416.381 14477.949
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7047.0818 7082.5291 4.8999405 8.687050 14410.529 14482.359
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7050.4594 7085.9067 4.9070243 8.684642 14407.201 14479.031
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 3324.0337 3356.3451 0.6759523 1.271293 7769.195 7836.358
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate 7152.6211 7177.9406 5.1349739 9.131898 14656.148 14707.455
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate 7154.3706 7184.7541 5.1344239 9.129771 14658.843 14720.411
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7156.2511 7191.6984 5.1341613 9.106775 14647.477 14719.306
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 7154.5906 7184.9740 5.1349069 9.107523 14643.818 14705.386
obs Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8626.6398 8663.6288 4.6490776 8.427183 19451.906 19527.985
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 2588.3954 2621.0152 0.5169363 1.207802 8460.826 8529.055
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2566.0279 2604.0842 0.5132382 1.186202 8293.809 8373.409
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 8622.9877 8654.6925 4.6464425 8.415265 19436.576 19501.786
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2578.3883 2616.4447 0.5151108 1.168854 8144.299 8223.899
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 8604.4651 8641.4541 4.6138337 8.380106 19417.391 19493.470
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8623.6197 8660.6086 4.6442616 8.387469 19412.379 19488.458
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8605.0034 8641.9923 4.6146859 8.427015 19465.745 19541.824
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 3226.4186 3259.0384 0.6238471 1.278689 8799.716 8867.945
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 2588.6524 2621.2721 0.5169755 1.208766 8468.559 8536.788
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 2565.4456 2603.5019 0.5131502 1.187315 8303.188 8382.789
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2578.1302 2616.1865 0.5150716 1.170209 8155.946 8235.546
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8602.4571 8639.4460 4.6106554 8.401814 19441.292 19517.371
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 8621.9583 8658.9473 4.6416145 8.389165 19415.279 19491.358
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 2587.5411 2620.1608 0.5168062 1.207615 8459.513 8527.742
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2567.9936 2606.0499 0.5135356 1.186623 8296.795 8376.396
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2579.5725 2617.6288 0.5152905 1.169169 8146.646 8226.246
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8613.0850 8650.0739 4.6275019 8.406278 19439.049 19515.128
obs Atlantic (28.2, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8621.9700 8658.9589 4.6416331 8.415204 19442.511 19518.590
obs Atlantic (28.2, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8609.9197 8646.9086 4.6224782 8.419518 19454.852 19530.931
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 1781.5714 1808.5166 3.0894537 6.304816 5111.950 5170.136
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1579.8013 1602.8973 2.3166941 4.977715 4665.586 4715.461
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate 1426.3400 1447.3964 4.2380277 8.775498 3924.089 3969.444
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1535.7559 1562.7012 2.1679744 4.809909 4614.313 4672.499
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1402.0952 1426.6609 4.0187494 8.554478 3901.519 3954.433
mod Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1346.1042 1373.0495 1.6495788 3.818183 4171.559 4229.745
obs Indian (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + silicate 1412.6389 1437.2046 4.1054455 8.642812 3912.369 3965.283
mod Indian (-Inf,26] cstar_tref ~ sal + temp + nitrate + silicate 1781.8651 1804.9610 3.0996814 6.375288 5134.041 5183.915
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1781.7713 1808.7165 3.0903437 6.303270 5111.178 5169.364
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1569.8618 1592.9577 2.2837506 4.926526 4646.827 4696.701
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate 1421.2270 1442.2833 4.1943887 8.711279 3915.121 3960.476
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1529.0811 1556.0264 2.1472233 4.769854 4598.236 4656.423
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1398.8009 1423.3666 3.9920388 8.507750 3894.474 3947.388
mod Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1332.6743 1359.6196 1.6179640 3.770319 4148.487 4206.673
obs Indian (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1408.7966 1433.3624 4.0736379 8.590515 3904.689 3957.602
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate 1437.5264 1458.5827 4.3350901 9.270794 4006.614 4051.969
mod Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1748.7178 1775.6631 2.9466085 6.221041 5102.434 5160.621
obs Indian (-Inf,26] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1437.6391 1462.2049 4.3185603 9.253620 4008.616 4061.530
obs Indian (-Inf,26] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1421.8186 1446.3843 4.1824480 9.361942 4033.790 4086.704
obs Indian (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1414.6211 1439.1868 4.1219518 9.238042 4016.148 4069.062
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 2521.2951 2546.1474 3.5938652 7.299400 7073.962 7127.157
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2658.0795 2688.1205 2.7990589 5.299930 8198.056 8263.628
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2522.5730 2551.5673 3.5910757 7.257966 7059.795 7121.856
mod Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2066.3427 2096.3837 1.6183041 3.697279 7169.167 7234.739
obs Indian (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2484.8417 2513.8359 3.4482969 7.130193 7028.859 7090.920
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2513.9762 2538.8284 3.5656931 7.258338 7060.845 7114.040
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2649.1042 2679.1452 2.7758937 5.227401 8141.912 8207.484
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2515.3835 2544.3777 3.5634213 7.215089 7045.683 7107.744
mod Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2063.8317 2093.8727 1.6145459 3.672976 7143.159 7208.730
obs Indian (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2481.7250 2510.7192 3.4367600 7.113294 7023.317 7085.378
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 2679.9007 2705.6501 2.8614826 5.633776 8461.660 8517.864
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2046.9394 2076.9804 1.5894893 3.446921 6883.163 6948.735
obs Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2483.6120 2512.6062 3.4437403 7.409599 7151.256 7213.317
mod Indian (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2090.9782 2116.7276 1.6587118 3.870945 7338.797 7395.001
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 2665.9621 2691.7115 2.8247892 5.511906 8373.887 8430.092
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 2547.6857 2572.5379 3.6973089 7.929915 7321.648 7374.844
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2043.5809 2073.6219 1.5845541 3.410345 6839.153 6904.725
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2480.7364 2509.7307 3.4331089 7.387924 7143.740 7205.801
mod Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2082.1822 2107.9316 1.6452574 3.823451 7293.312 7349.517
obs Indian (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2485.4095 2510.2617 3.4578311 7.963493 7363.400 7416.595
mod Indian (26.5,26.75] cstar_tref ~ aou + phosphate + nitrate + silicate 2635.4114 2662.7606 1.5552510 4.106334 7575.027 7632.092
mod Indian (26.5,26.75] cstar_tref ~ aou + phosphate + silicate 2655.0316 2677.8226 1.5792821 4.133813 7595.472 7643.027
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2611.2056 2643.1130 1.5266126 4.071106 7547.410 7613.987
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 2656.6639 2684.0130 1.5788703 4.123441 7590.931 7647.997
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 4204.9125 4232.7986 3.6700327 7.433738 9793.416 9850.844
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4206.3642 4238.8980 3.6687280 7.404889 9781.942 9848.941
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2261.9094 2293.8168 1.1916316 3.607496 7089.592 7156.169
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4204.7334 4237.2672 3.6648500 7.409434 9784.888 9851.887
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 4203.8696 4231.7557 3.6675513 7.413698 9782.871 9840.299
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4205.4302 4237.9640 3.6665063 7.382160 9769.824 9836.824
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2255.9800 2287.8874 1.1866310 3.546235 7034.369 7100.945
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4204.0265 4236.5603 3.6631703 7.394620 9777.041 9844.040
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 4213.6898 4241.5760 3.6909827 7.755564 9958.469 10015.896
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2349.1494 2381.0568 1.2676893 3.711319 7200.738 7267.315
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4209.3876 4241.9214 3.6759283 7.577147 9872.810 9939.809
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 2400.5792 2427.9284 1.3166482 3.798056 7282.263 7339.328
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 4211.1173 4239.0035 3.6848303 7.718887 9940.578 9998.006
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2336.0359 2367.9433 1.2559540 3.619694 7118.088 7184.664
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4207.8481 4240.3820 3.6722603 7.558634 9863.524 9930.523
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 2388.0547 2415.4039 1.3050047 3.722632 7215.264 7272.329
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6477.4203 6512.9805 3.6742763 7.521328 16317.125 16391.060
obs Indian (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 6521.6487 6557.2088 3.7433122 7.597727 16368.145 16442.080
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3663.2403 3696.7077 1.9196444 3.662104 8889.223 8958.989
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6480.1157 6515.6759 3.6784470 7.578542 16368.461 16442.396
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3533.2026 3566.6700 1.7830739 3.530138 8766.154 8835.919
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 6468.6559 6504.2161 3.6607479 7.557305 16353.778 16427.713
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 6478.4793 6508.9595 3.6790099 7.603353 16386.840 16450.213
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3660.4622 3693.9296 1.9166202 3.640019 8857.407 8927.172
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6474.0039 6509.5641 3.6689970 7.560501 16354.516 16428.451
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3532.8787 3566.3461 1.7827461 3.526800 8761.276 8831.041
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6463.5744 6499.1345 3.6529271 7.541353 16341.276 16415.211
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 3666.2588 3694.9451 1.9251197 3.682196 8912.296 8972.095
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3400.5757 3434.0431 1.6537875 3.197886 8307.496 8377.261
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6461.8187 6497.3789 3.6502290 7.582186 16379.064 16452.999
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 3800.1535 3828.8399 2.0771117 3.902440 9146.798 9206.597
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 3662.8347 3691.5211 1.9213823 3.654053 8871.945 8931.744
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3396.6390 3430.1064 1.6500967 3.189734 8295.921 8365.686
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6457.3057 6492.8659 3.6433022 7.568684 16368.607 16442.542
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 3796.6027 3825.2891 2.0729301 3.886643 9126.393 9186.192
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 6470.3586 6500.8387 3.6664572 7.607659 16393.946 16457.319
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate 4194.4428 4218.7670 2.1490130 3.953117 10388.152 10439.171
mod Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4193.9563 4223.1453 2.1462258 3.931441 10357.270 10418.493
obs Indian (27,27.25] cstar_tref ~ aou + phosphate + nitrate + silicate 4937.3629 4966.3091 3.5179875 7.740194 13613.031 13673.916
mod Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 4201.0670 4230.2561 2.1542058 3.956037 10392.897 10454.120
obs Indian (27,27.25] cstar_tref ~ oxygen + phosphate + nitrate + silicate 4935.6731 4964.6194 3.5147584 7.769218 13634.399 13695.284
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 4140.0300 4169.2191 2.0866620 3.878941 10315.500 10376.722
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 4972.7594 5001.7057 3.5863192 7.813409 13651.930 13712.815
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4937.4855 4971.2561 3.5143999 7.724709 13606.604 13677.636
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 4139.8392 4169.0282 2.0864541 3.884208 10324.696 10385.918
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4933.8452 4967.6158 3.5074539 7.729082 13611.098 13682.131
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 4100.8115 4130.0005 2.0443843 3.966082 10490.882 10552.105
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 4092.4444 4126.4983 2.0333524 3.927087 10439.398 10510.824
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4970.9382 5004.7088 3.5788789 7.805454 13651.740 13722.773
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 5001.1916 5034.9622 3.6382095 7.850103 13671.449 13742.482
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4094.0377 4128.0916 2.0350441 3.929060 10441.447 10512.873
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 4137.9990 4167.1881 2.0844512 3.915971 10380.131 10441.353
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4078.5386 4112.5926 2.0186484 3.847578 10318.315 10389.741
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 4977.1475 5006.0937 3.5948820 7.830784 13662.628 13723.513
obs Indian (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4921.1529 4954.9235 3.4833427 7.703464 13597.324 13668.357
obs Indian (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4929.5082 4963.2788 3.4991963 7.726233 13610.641 13681.674
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 6576.9265 6607.5809 3.5431114 7.526692 17188.363 17252.290
obs Indian (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 6606.6335 6637.2879 3.5864053 7.598396 17244.961 17308.887
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6563.6890 6599.4524 3.5211079 7.492060 17165.110 17239.691
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 6582.2393 6618.0027 3.5479133 7.553447 17216.472 17291.053
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 4886.3760 4917.3457 1.6029091 2.870051 11322.500 11386.893
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4759.7038 4795.8352 1.5248691 2.788137 11185.949 11261.073
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6649.5751 6685.3385 3.6469404 7.679954 17309.679 17384.261
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 6646.7749 6682.5383 3.6427678 7.633723 17267.211 17341.792
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 4797.7373 4828.7070 1.5487334 2.859257 11364.475 11428.867
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 4895.3095 4926.2793 1.6084733 2.876878 11335.300 11399.692
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4767.0332 4803.1646 1.5292106 2.793705 11197.043 11272.167
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 4982.1017 5013.0715 1.6635469 2.928256 11410.770 11475.162
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 4803.4221 4834.3918 1.5521523 2.814475 11224.764 11289.156
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4736.2846 4772.4160 1.5110795 2.768273 11143.829 11218.953
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 6600.6145 6636.3780 3.5746668 7.709597 17355.154 17429.735
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6578.5940 6614.3575 3.5426298 7.526087 17191.913 17266.495
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 6650.0533 6680.7077 3.6506373 7.662167 17287.946 17351.873
obs Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6604.5655 6640.3290 3.5804457 7.586930 17239.696 17314.277
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 4881.8077 4907.6159 1.6013131 2.921277 11474.395 11528.056
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 4883.7935 4914.7632 1.6013042 2.909369 11443.244 11507.636
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate 5165.2720 5191.8214 1.3569407 2.797477 13602.671 13658.057
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 5164.9216 5191.4710 1.3567817 2.757450 13469.738 13525.123
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 7419.2887 7450.6022 3.6486383 7.718843 19963.773 20029.318
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 7383.4518 7419.9842 3.5984182 7.646620 19905.870 19982.339
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 7354.3648 7390.8972 3.5602821 7.579147 19844.490 19920.959
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 7358.3920 7394.9244 3.5655380 7.612209 19879.131 19955.600
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 5944.4002 5976.2595 1.7596973 2.915408 13343.101 13409.564
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate 5162.2994 5188.8488 1.3555924 2.862763 13813.311 13868.697
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 7356.4042 7387.7177 3.5655540 7.644911 19910.862 19976.407
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + silicate 5978.7213 6005.2707 1.7812036 2.937419 13377.484 13432.870
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7427.4738 7464.0061 3.6569140 7.763031 20012.963 20089.432
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 7412.8259 7449.3582 3.6373453 7.627663 19871.299 19947.768
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7432.8035 7469.3358 3.6640603 7.671348 19910.120 19986.589
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 7352.4043 7388.9366 3.5577262 7.636884 19908.645 19985.114
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 5851.3719 5883.2312 1.7057905 2.819357 13074.586 13141.049
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 5716.7786 5743.3280 1.6317990 2.814938 13224.283 13279.669
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7418.0159 7454.5482 3.6442668 7.733668 19985.392 20061.862
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 5635.2796 5661.8291 1.5879215 2.744495 13035.506 13090.892
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 5161.6849 5188.2343 1.3553138 2.662988 13141.965 13197.351
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + silicate 5996.9824 6023.5318 1.7921154 2.913850 13252.722 13308.107
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate 3677.7714 3701.5966 2.0062552 3.672455 8160.315 8209.417
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4241.7450 4274.5896 3.3325309 7.591987 10760.550 10828.629
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 2987.3212 3015.9114 1.3457251 2.409862 6432.516 6491.439
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 3501.1003 3529.6905 1.8098248 3.718367 8300.415 8359.338
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 3717.4231 3741.2483 2.0526611 3.722602 8205.166 8254.268
obs Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4261.3836 4294.2282 3.3733787 7.638078 10782.979 10851.058
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 2695.5684 2724.1586 1.1373247 1.992642 5634.404 5693.326
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 3679.0371 3707.6274 2.0054058 3.669913 8161.226 8220.148
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4216.2446 4249.0892 3.2802282 7.492280 10709.667 10777.747
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 4259.2145 4292.0591 3.3688425 7.630088 10778.973 10847.052
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 3920.2117 3948.8019 2.3046575 3.933526 8352.230 8411.152
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 3872.7964 3901.3866 2.2424918 3.878283 8314.645 8373.567
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4220.3894 4253.2339 3.2886730 7.506229 10716.774 10784.853
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4255.7558 4288.6004 3.3616221 7.616934 10772.353 10840.433
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4252.1146 4284.9592 3.3540375 7.593310 10760.148 10828.227
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 3690.5745 3719.1648 2.0187935 3.386752 7717.949 7776.871
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4206.9026 4239.7471 3.2612731 7.505401 10717.532 10785.611
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4209.9552 4242.7998 3.2674548 7.520856 10725.534 10793.613
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 3800.0389 3828.6292 2.1503451 3.936124 8445.242 8504.164
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 4255.2498 4283.4023 3.3647390 7.650939 10786.251 10844.604
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 3822.2404 3851.4169 1.7751146 3.369643 9181.565 9242.283
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 3465.1500 3494.3265 1.4727071 2.786615 8275.503 8336.222
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 3683.5082 3717.5475 1.6491505 3.241417 9040.808 9111.646
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 5635.5385 5665.3854 3.3579860 7.086359 14169.519 14231.473
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5630.4883 5665.3096 3.3469310 7.045059 14141.089 14213.368
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3402.7409 3436.7803 1.4239227 2.631159 7974.965 8045.804
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 5609.6945 5644.5159 3.3145372 7.033227 14137.572 14209.851
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 3899.6502 3928.8268 1.8484572 3.440782 9255.054 9315.772
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 3820.9899 3850.1664 1.7739541 3.449942 9321.619 9382.337
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3666.3736 3700.4129 1.6344375 3.229884 9029.330 9100.169
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 5660.2878 5690.1347 3.3970837 7.133211 14200.743 14262.697
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5655.2927 5690.1140 3.3859872 7.094440 14174.580 14246.860
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3390.2745 3424.3138 1.4146687 2.616701 7950.247 8021.085
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5624.6645 5659.4858 3.3378266 7.070627 14164.344 14236.623
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 3893.8028 3922.9793 1.8428127 3.438303 9254.838 9315.557
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 3908.8674 3938.0439 1.8573895 3.263549 8911.663 8972.381
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5616.4652 5651.2866 3.3250505 7.044143 14144.681 14216.960
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 5614.7929 5644.6398 3.3255602 7.051458 14146.705 14208.658
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5633.6560 5668.4774 3.3518937 7.096342 14183.043 14255.323
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 5631.7035 5661.5504 3.3519681 7.099720 14181.839 14243.792
obs Indian (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + nitrate 8155.4964 8187.4631 3.5124826 7.111849 21952.146 22019.183
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 8148.8394 8180.8060 3.5048095 7.086262 21920.013 21987.050
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 8127.8217 8165.1162 3.4784073 7.058388 21898.897 21977.106
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 4820.8239 4852.1153 1.4176654 2.514247 11191.684 11256.885
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 4822.5532 4859.0599 1.4175243 2.494812 11120.716 11196.784
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8196.9673 8234.2618 3.5583248 7.092935 21902.918 21981.128
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 8169.0417 8206.3362 3.5258301 7.019835 21815.997 21894.206
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 4825.3526 4856.6440 1.4200277 2.541119 11289.231 11354.432
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 4820.0691 4851.3605 1.4172720 2.517850 11206.239 11271.440
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4821.8634 4858.3701 1.4171649 2.497336 11131.275 11207.343
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8194.2432 8231.5376 3.5551419 7.080235 21886.428 21964.637
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate 4602.6687 4633.9602 1.3084030 2.378888 10872.175 10937.376
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 4487.2742 4518.5656 1.2540557 2.197956 10227.221 10292.422
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8161.3516 8198.6461 3.5169340 7.010402 21807.522 21885.732
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 8167.3885 8199.3552 3.5262319 7.021174 21813.712 21880.749
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 4490.2214 4521.5129 1.2554153 2.203065 10246.848 10312.049
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8187.5926 8224.8871 3.5473830 7.074653 21882.929 21961.139
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 8192.7987 8224.7653 3.5557907 7.083452 21886.703 21953.739
mod Indian (27.95,28.05] cstar_tref ~ temp + phosphate + nitrate 4687.2879 4713.3641 1.3507400 2.497564 11244.661 11298.995
mod Indian (27.95,28.05] cstar_tref ~ temp + phosphate + nitrate + silicate 4687.7942 4719.0856 1.3499984 2.492739 11232.157 11297.358
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate 5461.5321 5491.3621 3.1177987 6.600920 15634.297 15697.441
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5461.2461 5496.0478 3.1144574 6.437035 15456.225 15529.892
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 5472.4519 5502.2819 3.1338085 6.458254 15467.571 15530.715
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 2620.9648 2650.3328 0.9073069 1.425002 4911.631 4972.871
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 2550.4789 2584.7416 0.8745946 1.382775 4787.570 4859.016
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5549.3436 5584.1453 3.2458475 6.582987 15560.984 15634.651
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 5504.9141 5539.7158 3.1789060 6.485991 15482.086 15555.753
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 2621.1861 2650.5541 0.9074086 1.427077 4923.250 4984.490
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2550.9886 2585.2513 0.8748205 1.385017 4799.942 4871.388
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5537.1416 5571.9433 3.2273237 6.573272 15558.825 15632.493
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 2628.0362 2652.5096 0.9114860 1.429182 4916.708 4967.741
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 2621.7609 2651.1289 0.9076729 1.421089 4887.564 4948.804
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 2545.9907 2575.3588 0.8734929 1.361417 4659.216 4720.455
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 5548.8444 5578.6744 3.2481331 6.586006 15559.321 15622.465
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5513.9966 5548.7983 3.1924774 6.498893 15490.397 15564.064
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5519.4169 5549.2469 3.2036079 6.511215 15495.190 15558.334
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate 2628.4414 2652.9148 0.9116731 1.431391 4928.792 4979.824
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 2622.4169 2651.7849 0.9079746 1.423987 4903.329 4964.569
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 2547.2406 2576.6086 0.8740461 1.363847 4671.966 4733.205
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5550.7997 5585.6014 3.2480651 6.591906 15570.083 15643.751
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5831.5964 5871.7689 0.8589536 1.440813 12415.658 12499.426
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 11675.5384 11715.6773 3.1043999 6.818635 30616.139 30699.331
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 11692.7909 11727.1956 3.1175057 6.835990 30639.315 30710.622
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 5763.9088 5798.3423 0.8467539 1.429759 12360.705 12432.506
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5736.6318 5776.8042 0.8413725 1.423539 12324.648 12408.416
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 11760.3757 11794.7805 3.1639525 6.944729 30822.030 30893.338
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 11758.0380 11798.1769 3.1609507 6.941640 30821.533 30904.725
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 5618.5441 5658.7166 0.8200116 1.401456 12197.267 12281.035
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5657.4962 5697.6687 0.8269970 1.446781 12714.372 12798.140
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 5735.1629 5775.3354 0.8411034 1.423117 12321.213 12404.981
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 11833.7088 11868.1135 3.2151327 6.874683 30669.520 30740.828
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11812.9765 11853.1153 3.1991796 6.858506 30650.365 30733.558
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 11834.0324 11874.1713 3.2139536 6.865246 30656.189 30739.382
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5736.6658 5776.8383 0.8413787 1.424676 12339.212 12422.979
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + nitrate + silicate 5859.5223 5893.9558 0.8645697 1.446611 12443.921 12515.722
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 11902.0898 11936.4945 3.2636026 6.929017 30748.997 30820.305
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5831.6444 5871.8169 0.8589626 1.440680 12413.881 12497.649
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11885.9179 11926.0568 3.2506511 6.903146 30710.357 30793.549
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 11936.5903 11970.9950 3.2883338 6.945186 30767.290 30838.598
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5831.5851 5871.7576 0.8589515 1.441794 12428.293 12512.061
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 15011.2000 15051.3785 6.3227852 15.310571 25645.497 25722.722
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 14831.1221 14871.3007 6.0798400 14.602467 25309.289 25386.513
obs Pacific (-Inf,26] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 15095.8000 15135.9786 6.4402485 15.253228 25672.392 25749.617
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 14175.6316 14210.1043 5.1833731 9.951950 23625.434 23692.110
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate 14898.5212 14932.9600 6.1723415 14.988774 25474.264 25540.457
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 13769.1520 13809.3701 4.7449400 9.230930 23027.548 23105.336
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + nitrate + silicate 14895.3714 14935.5499 6.1654293 14.980542 25472.674 25549.899
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + oxygen + nitrate 14158.2907 14198.5087 5.1617284 9.900914 23590.520 23668.307
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14132.1918 14172.4098 5.1326639 9.830800 23536.878 23614.666
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14818.3203 14858.4989 6.0629286 14.595946 25300.066 25377.291
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 14184.1535 14218.6261 5.1929389 9.943459 23621.945 23688.620
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate 14895.7868 14930.2256 6.1686704 14.958444 25462.633 25528.825
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13723.1957 13763.4138 4.6979950 9.103443 22924.233 23002.020
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14894.0072 14934.1858 6.1635995 14.952368 25462.517 25539.742
mod Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14186.0533 14226.2714 5.1928263 9.932942 23618.904 23696.691
obs Pacific (-Inf,26] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14848.0287 14888.2073 6.1022461 14.675172 25343.484 25420.709
mod Pacific (-Inf,26] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 14314.2358 14354.4538 5.3388551 10.460393 23992.113 24069.900
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + nitrate + silicate 14393.1667 14427.6393 5.4331613 10.673690 24141.760 24208.435
mod Pacific (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14369.7188 14409.9368 5.4033295 10.632702 24113.564 24191.352
obs Pacific (-Inf,26] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15071.8176 15111.9962 6.4067302 15.244498 25656.662 25733.887
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 13423.9708 13458.9843 3.4304679 6.771212 24902.548 24971.695
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 11977.2497 12018.0987 2.5760956 5.071187 22182.947 22263.618
mod Pacific (26,26.5] cstar_tref ~ aou + oxygen + phosphate + silicate 12081.5232 12116.5367 2.6307945 5.179615 22378.282 22447.429
mod Pacific (26,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13425.6846 13466.5337 3.4302738 6.769248 24903.947 24984.618
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate 12159.3865 12193.1809 4.5893680 10.174047 22674.365 22740.693
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11753.3176 11792.7444 4.1573939 9.537845 22145.642 22223.025
mod Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 11973.5693 12014.4183 2.5742218 5.127514 22279.984 22360.655
obs Pacific (26,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 11756.0766 11795.5034 4.1601734 9.596396 22182.905 22260.289
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 12162.2266 12196.0210 4.5925265 10.176313 22676.671 22742.999
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11767.2064 11806.6332 4.1714051 9.564598 22167.445 22244.828
mod Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12171.6101 12212.4592 2.6770121 5.324539 22636.332 22717.003
obs Pacific (26,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11790.6091 11830.0359 4.1951211 9.645461 22226.116 22303.499
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12008.8734 12049.7225 2.5922524 5.123134 22276.781 22357.452
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11859.6490 11899.0758 4.2658736 9.707121 22289.569 22366.953
mod Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12142.4948 12177.5083 2.6626993 5.251545 22507.313 22576.460
obs Pacific (26,26.5] cstar_tref ~ temp + aou + phosphate + silicate 12054.2299 12088.0243 4.4739350 10.035635 22555.412 22621.741
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12156.6478 12197.4968 2.6691048 5.285163 22569.140 22649.811
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11879.8842 11919.3111 4.2868360 9.736009 22314.675 22392.058
mod Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 12277.9600 12312.9735 2.7349763 5.398847 22767.564 22836.711
obs Pacific (26,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 12070.9562 12104.7506 4.4920997 10.054994 22572.857 22639.186
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 11142.4555 11176.8128 2.8177762 4.899261 19319.220 19386.866
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 12184.2422 12217.8805 4.9902037 10.422662 22326.734 22392.743
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11713.7126 11753.7961 3.1947248 5.610808 20458.034 20536.954
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11834.5102 11873.7549 4.5723382 9.832407 21874.003 21951.013
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11115.0620 11155.1455 2.7995679 4.871357 19276.111 19355.031
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12128.0571 12167.3018 4.9185315 10.337620 22264.525 22341.536
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 12208.1196 12241.7580 5.0199172 10.467712 22359.790 22425.799
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11965.9297 12006.0132 3.3774767 5.985379 21000.107 21079.027
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11894.5248 11933.7695 4.6410763 9.935828 21955.416 22032.427
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11231.5831 11271.6666 2.8724476 5.035275 19555.789 19634.709
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12168.6679 12207.9127 4.9684464 10.408551 22317.739 22394.750
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12083.5753 12117.9325 3.4677897 6.186377 21273.454 21341.099
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 11983.4017 12017.0401 4.7471349 10.110805 22084.401 22150.410
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11023.1986 11063.2821 2.7434166 4.771951 19104.199 19183.118
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11916.2320 11955.4767 4.6661925 10.004079 22003.541 22080.552
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 11177.0627 11211.4200 2.8393661 4.989362 19476.693 19544.338
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 12043.6620 12077.3003 4.8187952 10.214075 22163.794 22229.803
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11162.9191 11203.0026 2.8292743 4.953692 19419.143 19498.062
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11999.8546 12039.0993 4.7642242 10.143824 22112.510 22189.520
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 11291.5180 11325.8752 2.9119547 5.148862 19741.499 19809.145
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 15753.7807 15783.2280 4.6202076 10.107887 28112.213 28169.610
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 13977.2537 14013.0885 2.6881785 5.033629 23797.228 23867.127
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 15581.1645 15616.5012 4.4715170 9.892353 27893.115 27961.990
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 14589.7196 14625.5544 2.9875731 5.678134 25002.435 25072.334
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13604.8988 13646.7061 2.5201537 4.710442 23131.330 23212.879
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15623.0008 15664.2270 4.5050117 9.965156 27965.534 28045.889
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 14677.5746 14719.3818 3.0321259 5.906895 25378.240 25459.789
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 15795.7780 15837.0042 4.6532128 10.201365 28201.566 28281.921
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13729.0824 13770.8896 2.5746944 4.940656 23588.654 23670.203
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15700.4820 15741.7082 4.5708790 10.095289 28089.305 28169.660
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 13927.7905 13963.6253 2.6653508 5.054796 23828.009 23897.908
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 15637.0118 15672.3486 4.5185446 9.984091 27981.456 28050.332
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13812.7387 13854.5460 2.6120996 4.956936 23633.583 23715.132
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15574.8049 15616.0311 4.4645199 9.929480 27920.826 28001.181
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 14678.8300 14714.6648 3.0338282 5.970048 25468.823 25538.722
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 15794.4604 15829.7972 4.6538077 10.204302 28199.918 28268.794
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 14054.3276 14090.1624 2.7241391 5.274383 24235.769 24305.668
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 15711.9302 15747.2669 4.5824090 10.113891 28103.814 28172.690
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13863.7643 13905.5716 2.6351810 5.127109 23947.320 24028.869
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15677.8033 15719.0295 4.5515006 10.082982 28071.687 28152.042
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + phosphate 17178.6898 17209.4996 2.8017175 5.907340 31511.371 31571.878
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16831.2405 16874.3741 2.6647152 5.451727 30560.455 30645.166
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21551.9604 21595.5875 4.2392672 9.342011 40687.514 40773.496
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 21550.0596 21587.4542 4.2393231 9.362444 40708.609 40782.308
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21753.4659 21797.0930 4.3543670 9.595493 41056.844 41142.826
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 21779.4687 21816.8634 4.3706076 9.612744 41082.056 41155.755
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 16974.4560 17011.4277 2.7204918 5.911007 31460.482 31533.091
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 21591.7999 21629.1945 4.2629129 9.480545 40865.000 40938.699
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15378.2316 15421.3653 2.1658667 4.425686 27930.692 28015.403
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21484.7528 21528.3799 4.2015589 9.304986 40621.145 40707.127
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 16976.1965 17019.3301 2.7203911 5.883229 31415.328 31500.038
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 21495.3697 21538.9968 4.2074933 9.318365 40640.904 40726.886
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 21649.2998 21686.6944 4.2956244 9.544390 40959.814 41033.513
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15542.5032 15585.6368 2.2172208 4.519261 28198.848 28283.558
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21549.4721 21593.0992 4.2378651 9.359702 40708.449 40794.431
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21544.7104 21588.3374 4.2351832 9.379814 40731.538 40817.520
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 15405.4840 15442.4557 2.1749237 4.475050 28055.161 28127.770
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15354.5137 15397.6473 2.1585510 4.417546 27904.928 27989.638
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 15585.5898 15622.5615 2.2315274 4.562048 28308.940 28381.549
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15555.7391 15598.8727 2.2214111 4.526046 28218.407 28303.117
obs Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 23365.0152 23403.1178 3.8196570 8.665046 43127.022 43201.726
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18093.6373 18138.2828 1.9332078 3.950419 33465.417 33553.424
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 22972.6907 23017.1438 3.6457868 8.446591 42675.779 42762.933
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 18726.3708 18764.6384 2.0795231 4.277619 34718.063 34793.497
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 23041.4464 23079.5489 3.6763918 8.496522 42769.009 42843.712
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17895.3111 17939.9566 1.8896367 3.883659 33183.359 33271.366
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 23177.6302 23222.0832 3.7351399 8.656636 43044.342 43131.496
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 18392.2097 18430.4773 2.0011645 4.125739 34137.529 34212.964
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 17123.3113 17167.9569 1.7291829 3.703158 32338.180 32426.187
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 23258.6345 23296.7371 3.7719496 8.578438 42967.521 43042.224
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 23051.1648 23095.6178 3.6797459 8.425401 42678.113 42765.267
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 22769.9968 22814.4498 3.5595154 8.252871 42323.915 42411.069
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 17251.8358 17290.1034 1.7553211 3.729939 32467.066 32542.500
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17083.0541 17127.6996 1.7212000 3.692220 32287.076 32375.083
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 23280.0386 23318.1411 3.7815003 8.591477 42993.705 43068.408
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 23075.4281 23119.8811 3.6903095 8.438300 42705.618 42792.772
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22787.2651 22831.7181 3.5667850 8.265031 42348.048 42435.202
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 17214.8643 17253.1319 1.7478775 3.719616 32419.526 32494.961
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 17344.4786 17389.1241 1.7737049 3.733581 32507.438 32595.445
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 17409.3799 17447.6475 1.7873969 3.766413 32640.722 32716.156
obs Pacific (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate 23105.9511 23144.3335 3.2715072 7.905203 44049.711 44125.133
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 22916.3776 22954.7600 3.2023136 7.835819 43859.846 43935.268
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 22880.8581 22925.6375 3.1887936 7.805470 43800.529 43888.521
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16838.2693 16882.7124 1.7711483 3.437980 30048.674 30136.077
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16680.9033 16725.3464 1.7384768 3.386862 29815.210 29902.612
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 16757.9900 16796.0841 1.7548203 3.411252 29923.598 29998.514
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 16154.2052 16198.6482 1.6334477 3.293786 29337.921 29425.324
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 22905.1280 22943.5104 3.1982539 7.827303 43841.774 43917.196
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 22869.1431 22913.9225 3.1845839 7.796928 43782.156 43870.149
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 22467.4374 22512.2168 3.0435460 7.589130 43277.080 43365.072
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 16154.0708 16192.1649 1.6338083 3.294224 29336.105 29411.022
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 16734.0164 16772.1105 1.7498500 3.444297 30054.781 30129.697
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16152.1700 16196.6131 1.6330544 3.293977 29338.290 29425.693
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 22907.5597 22945.9420 3.1991310 7.831392 43849.123 43924.545
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 22871.5705 22916.3499 3.1854557 7.801256 43789.896 43877.888
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22461.9280 22506.7074 3.0416557 7.588527 43273.577 43361.570
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 16152.1479 16190.2419 1.6334366 3.294421 29336.524 29411.441
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 16344.7477 16389.1908 1.6706905 3.321075 29487.344 29574.747
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 16363.5053 16401.5993 1.6747986 3.325184 29504.105 29579.022
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 23163.9994 23208.7788 3.2922496 7.914909 44092.852 44180.845
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7831.1135 7865.6379 1.2946793 2.644101 13559.225 13626.248
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 7954.5968 7989.1211 1.3294299 2.670547 13662.178 13729.200
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + silicate 8115.5466 8144.3168 1.3767187 2.917183 14282.047 14337.899
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 7947.7871 7982.3114 1.3274894 2.742569 13833.917 13900.940
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 8050.4903 8085.0147 1.3570583 2.776047 13945.795 14012.817
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 7820.1363 7854.6606 1.2916344 2.595622 13434.336 13501.359
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 13398.7468 13434.1082 2.9405271 7.339672 24252.250 24320.810
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13399.2152 13440.4702 2.9396870 7.338551 24254.480 24334.467
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 13340.1737 13381.4287 2.9074834 7.283879 24176.296 24256.284
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 8089.1771 8123.7015 1.3683665 2.908703 14257.402 14324.425
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 8140.8610 8175.3853 1.3836209 2.915194 14290.109 14357.131
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 7797.0422 7831.5665 1.2852518 2.575379 13375.698 13442.721
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13335.5319 13376.7869 2.9049666 7.283947 24173.862 24253.849
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 8086.7834 8121.3077 1.3676641 2.907473 14253.868 14320.891
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate 13396.8015 13426.2693 2.9405571 7.340015 24248.571 24305.705
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate 13397.2685 13432.6300 2.9397162 7.338840 24250.754 24319.314
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13357.9233 13399.1783 2.9171275 7.296136 24196.277 24276.264
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 13357.1757 13392.5371 2.9178092 7.297017 24193.700 24262.260
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13355.2753 13396.5303 2.9156867 7.298130 24196.560 24276.547
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 13354.2469 13389.6083 2.9162153 7.298866 24193.709 24262.269
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 7422.8307 7457.7268 1.0780788 2.362284 13446.852 13514.725
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 7264.5661 7305.2782 1.0438013 2.304038 13222.723 13301.908
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 17062.7586 17099.6197 2.8824746 7.229430 32354.470 32426.614
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17029.2481 17072.2527 2.8676396 7.203696 32309.680 32393.847
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 7483.5770 7524.2891 1.0909235 2.394424 13563.315 13642.500
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 16917.9472 16960.9518 2.8216350 7.132817 32167.945 32252.112
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 7417.0443 7451.9404 1.0768218 2.361008 13441.012 13508.885
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7258.8568 7299.5689 1.0426005 2.302592 13216.313 13295.498
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17066.2831 17109.2877 2.8831132 7.232561 32363.026 32447.194
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7490.7724 7531.4845 1.0925072 2.398274 13576.769 13655.954
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16927.4293 16970.4339 2.8255254 7.137838 32178.813 32262.981
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 8001.2577 8030.3378 1.2119155 2.499115 14031.668 14088.229
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 7991.9538 8026.8499 1.2091566 2.484321 13990.527 14058.400
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 17027.3294 17064.1905 2.8676735 7.215850 32320.526 32392.670
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16900.3232 16943.3278 2.8144184 7.119303 32142.588 32226.755
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 16944.9977 16981.8588 2.8335710 7.145140 32193.469 32265.613
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 8062.8449 8091.9250 1.2270574 2.516896 14100.633 14157.193
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 8050.3268 8085.2229 1.2234710 2.502879 14060.867 14128.739
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16910.8945 16953.8991 2.8187449 7.125360 32155.285 32239.453
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 16956.9229 16993.7840 2.8384853 7.151794 32207.528 32279.672
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 22489.3262 22521.4462 2.8536689 7.099965 47539.301 47603.333
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 22483.7601 22522.3040 2.8512998 7.095227 47530.856 47607.695
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 22407.0675 22452.0354 2.8267763 7.050746 47414.968 47504.614
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 22541.1914 22579.7353 2.8693318 7.097534 47555.844 47632.683
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 9820.2838 9856.8152 1.0906623 2.594209 19718.739 19790.689
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 9440.3048 9482.9247 1.0285452 2.442364 19007.745 19091.687
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 8908.8833 8951.5032 0.9479666 2.387751 18574.817 18658.760
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 22390.8483 22435.8161 2.8217480 7.028982 47364.051 47453.697
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 9836.2346 9872.7660 1.0933363 2.598787 19741.537 19813.487
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9451.5440 9494.1640 1.0303214 2.445478 19024.105 19108.047
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8935.6030 8978.2229 0.9518630 2.392898 18606.234 18690.177
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22480.4338 22525.4017 2.8496333 7.087622 47517.293 47606.938
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 9844.8747 9881.4061 1.0947874 2.533236 19503.783 19575.734
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 22362.3217 22407.2896 2.8129260 7.044995 47386.963 47476.609
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 9831.1862 9867.7176 1.0924892 2.565224 19617.582 19689.533
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 22471.0518 22509.5957 2.8473251 7.080074 47495.097 47571.936
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 9895.1609 9931.6923 1.1032716 2.544890 19565.985 19637.936
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 22402.4675 22447.4354 2.8253493 7.093749 47501.820 47591.465
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 9913.4072 9949.9385 1.1063662 2.581730 19709.454 19781.404
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 22556.6742 22595.2181 2.8742125 7.145297 47659.522 47736.361
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14803.1864 14845.4016 2.6820717 6.645245 30810.212 30894.137
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 6057.7583 6092.1840 0.9042666 2.056358 12573.994 12642.272
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 14816.2686 14852.4530 2.6886594 6.653674 30823.952 30895.887
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14851.5205 14893.7356 2.7032406 6.691361 30894.439 30978.364
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 6190.6046 6225.0303 0.9308443 2.073881 12673.956 12742.233
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 14900.5314 14936.7158 2.7257631 6.714843 30942.826 31014.762
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6010.1569 6050.3202 0.8945389 2.021600 12436.840 12516.498
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14928.3176 14970.5327 2.7372196 6.827793 31116.325 31200.250
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 5455.4220 5495.5853 0.7926215 1.933912 11934.400 12014.057
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 14782.0406 14824.2557 2.6728626 6.636080 30789.131 30873.056
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6013.9523 6054.1156 0.8952796 2.021589 12437.858 12517.515
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5469.1407 5509.3041 0.7949961 1.935694 11945.952 12025.610
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14793.7583 14835.9735 2.6779618 6.652271 30816.834 30900.759
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 6008.3428 6042.7685 0.8945752 2.021876 12433.913 12502.191
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14889.7597 14931.9748 2.7201065 6.739439 30977.270 31061.195
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5480.0186 5514.4443 0.7972316 1.940013 11962.438 12030.716
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 14959.4007 14995.5851 2.7519886 6.774283 31049.125 31121.061
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 6012.4354 6046.8611 0.8953739 2.022000 12435.511 12503.789
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14910.3960 14952.6112 2.7292522 6.793794 31061.886 31145.811
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 5499.3632 5533.7889 0.8006016 1.942941 11980.170 12048.448
obs Pacific (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 14319.2342 14349.3928 2.4750334 6.538005 33770.554 33831.438
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 13249.0039 13288.1465 0.9012998 2.346137 34815.019 34894.390
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 13771.3636 13810.5062 0.9493063 2.288044 34417.410 34496.781
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 13273.0657 13312.2083 0.9034569 2.342128 34787.495 34866.866
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate 13757.8369 13796.9795 0.9480314 2.291953 34450.499 34529.869
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 13247.7141 13293.3805 0.9010053 2.341053 34775.673 34868.272
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 14299.5182 14335.7084 2.4663150 6.530854 33755.497 33828.557
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13754.5816 13800.2480 0.9475366 2.285861 34398.910 34491.509
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14293.9670 14336.1890 2.4632906 6.519919 33738.518 33823.755
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 12108.2655 12153.9319 0.8045744 2.345429 34452.358 34544.957
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 14185.8553 14228.0773 2.4203941 6.482929 33640.434 33725.671
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13253.1980 13298.8644 0.9014963 2.340124 34769.257 34861.856
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13759.8050 13805.4714 0.9480284 2.284870 34390.763 34483.362
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14462.4920 14504.7140 2.5316790 6.741605 34162.688 34247.925
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12120.3612 12166.0276 0.8055418 2.345308 34455.928 34548.527
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14221.1600 14263.3819 2.4343195 6.675627 33972.539 34057.776
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate 14540.9582 14571.1168 2.5658329 6.676860 34073.316 34134.200
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 14489.2800 14525.4702 2.5435498 6.646447 34009.996 34083.056
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14349.4567 14391.6787 2.4856022 6.586987 33869.631 33954.867
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 14370.4769 14406.6672 2.4949174 6.602988 33899.877 33972.937

7.3 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)
)

7.4 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
)

7.5 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

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

[[2]]

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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 5 6 10 8 9
(26,26.5] 6 7 7 7 9 7 7
(26.5,26.75] 7 4 5 10 4 10 6
(26.75,27] 7 4 5 10 4 10 6
(27,27.25] 6 6 5 8 7 9 7
(27.25,27.5] 6 7 6 5 6 10 8
(27.5,27.75] 8 2 5 8 10 6 5
(27.75,27.85] 9 3 5 7 9 8 4
(27.85,27.95] 8 NA 6 10 8 5 4
(27.95,28.05] 7 NA 7 10 6 6 6
(28.05,28.1] 7 NA 7 10 6 6 6
(28.1,28.15] 8 9 7 4 5 6 5
(28.15,28.2] 8 10 7 1 6 5 5
(28.2, Inf] 6 10 7 4 10 3 6
total 98.00 — 84.00 100.00 100.00 99.00 84.00
Indian - mod
(-Inf,26] 4 6 4 7 10 6 10
(26,26.5] 5 6 5 10 4 6 10
(26.5,26.75] 7 4 3 10 4 10 6
(26.75,27] 5 6 5 10 4 6 10
(27,27.25] 4 10 3 8 7 6 4
(27.25,27.5] 2 9 3 4 8 6 10
(27.5,27.75] 2 4 3 10 4 4 5
(27.75,27.85] 4 2 4 7 9 7 5
(27.85,27.95] 4 3 5 5 10 9 8
(27.95,28.05] 3 10 3 5 6 4 10
(28.05,28.1] 5 10 5 2 4 4 10
(28.1, Inf] 7 10 5 5 6 10 5
total 52.00 80.00 48.00 83.00 76.00 78.00 93.00
Pacific - mod
(-Inf,26] 5 10 7 3 7 5 10
(26,26.5] 7 5 7 8 3 10 6
(26.5,26.75] 6 5 5 10 4 7 9
(26.75,27] 7 7 5 10 3 5 8
(27,27.25] 7 7 4 10 5 4 8
(27.25,27.5] 4 5 4 6 10 10 6
(27.5,27.75] 3 6 4 5 10 10 7
(27.75,27.85] 5 5 4 2 10 8 5
(27.85,27.95] 5 8 5 2 6 6 10
(27.95,28.05] 5 6 5 4 6 8 10
(28.05,28.1] 5 4 5 6 6 10 8
(28.1, Inf] 5 8 5 6 10 6 6
total 64.00 76.00 60.00 72.00 80.00 89.00 93.00
Atlantic - obs
(-Inf,26] 6 7 7 10 6 6 7
(26,26.5] 10 6 5 10 6 4 5
(26.5,26.75] 4 5 6 10 6 5 10
(26.75,27] 3 4 7 10 4 6 10
(27,27.25] 5 7 6 10 6 4 9
(27.25,27.5] 5 5 6 10 7 5 9
(27.5,27.75] 7 4 7 10 4 9 6
(27.75,27.85] 7 4 5 10 4 10 6
(27.85,27.95] 3 4 5 10 8 10 6
(27.95,28.05] 4 4 5 10 10 9 5
(28.05,28.1] 5 5 5 10 10 6 5
(28.1,28.15] 3 5 7 10 5 5 10
(28.15,28.2] 3 4 7 10 6 4 10
(28.2, Inf] 8 6 6 10 7 7 5
total 73.00 70.00 84.00 140.00 89.00 90.00 103.00
Indian - obs
(-Inf,26] 4 6 4 10 8 5 10
(26,26.5] 4 5 6 10 6 5 10
(26.5,26.75] 5 6 5 10 6 4 10
(26.75,27] 4 6 6 10 7 7 8
(27,27.25] 7 9 3 10 5 7 5
(27.25,27.5] 6 8 3 10 5 9 6
(27.5,27.75] 6 7 4 10 9 7 5
(27.75,27.85] 4 7 5 10 7 8 8
(27.85,27.95] 5 4 5 10 6 6 10
(27.95,28.05] 7 5 6 10 5 6 7
(28.05,28.1] 8 6 5 10 3 7 7
(28.1, Inf] 10 5 4 10 5 5 6
total 70.00 74.00 56.00 120.00 72.00 76.00 92.00
Pacific - obs
(-Inf,26] 6 9 7 5 9 5 7
(26,26.5] 5 4 5 10 6 6 10
(26.5,26.75] 5 6 5 10 6 4 10
(26.75,27] 7 7 5 10 3 4 8
(27,27.25] 5 4 5 10 10 6 6
(27.25,27.5] 6 5 5 10 9 5 6
(27.5,27.75] 7 5 6 10 8 3 7
(27.75,27.85] 7 4 3 10 4 6 10
(27.85,27.95] 6 5 4 10 5 6 10
(27.95,28.05] 7 3 5 10 5 8 6
(28.05,28.1] 6 5 4 10 7 9 6
(28.1, Inf] 8 4 3 10 5 4 9
total 75.00 61.00 57.00 115.00 77.00 66.00 95.00

8.4 RMSE alternatives

8.4.1 AIC

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

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

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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 %>% 
  ggplot(aes(rmse, log10(vif_max),col=data_source)) +
  geom_hline(yintercept = 1) +
  geom_point() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin)

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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

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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.4 Latitudinal mean

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

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

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

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

8.6.5 Latitudinal offset

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

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

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
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[[9]]

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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c18a8b1 jens-daniel-mueller 2021-07-09
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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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
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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
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
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88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
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
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

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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
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[[5]]

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
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[[6]]

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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755c6b1 jens-daniel-mueller 2021-08-09
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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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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c18a8b1 jens-daniel-mueller 2021-07-09
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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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
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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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
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15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
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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
534854b jens-daniel-mueller 2021-08-19
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ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
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9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
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cd8e0d5 jens-daniel-mueller 2021-08-06
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da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
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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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
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15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
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29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
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
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

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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 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