Last updated: 2021-08-19

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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,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 5957.950 5986.890 6.1476658 12.4565549 10861.297 10917.958
obs Atlantic (-Inf,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 5934.310 5968.073 6.0625012 12.3708477 10839.528 10905.632
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 5800.113 5829.053 5.6417717 12.5974484 10849.858 10906.518
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5802.112 5835.875 5.6417665 12.5805595 10850.211 10916.315
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 5753.417 5787.180 5.4942591 11.7957047 10656.993 10723.096
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 5912.003 5945.766 5.9893672 12.5440831 10874.688 10940.791
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 3360.054 3386.294 4.2112635 10.3505372 7420.577 7473.453
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3341.497 3372.110 4.1380412 10.2762957 7403.812 7465.501
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3290.653 3321.266 3.9623635 9.9979363 7331.848 7393.537
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5818.128 5851.891 5.6911439 12.0693787 10739.873 10805.976
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3286.849 3317.462 3.9495216 10.0775572 7347.078 7408.767
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 3362.971 3389.211 4.2217582 10.2522229 7401.106 7453.982
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3347.629 3378.242 4.1597480 10.1759431 7384.797 7446.486
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3300.933 3331.546 3.9972711 9.8398859 7301.448 7363.136
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5850.344 5884.107 5.7917751 12.2995970 10802.259 10868.362
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3294.395 3325.009 3.9750356 9.9581192 7324.654 7386.343
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3362.344 3392.957 4.2123062 10.5815899 7470.917 7532.606
mod Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 3446.631 3477.245 4.5264041 10.6074952 7497.233 7558.922
obs Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 5962.176 5991.116 6.1618158 12.5402104 10881.958 10938.618
obs Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5938.729 5972.492 6.0770953 12.4504607 10859.329 10925.432
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4485.226 4518.132 3.7844221 6.9724423 8217.191 8282.160
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4522.572 4555.477 3.8723479 6.9554728 8206.292 8271.262
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 4553.804 4582.008 3.9523046 7.0832662 8257.726 8313.414
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7106.260 7141.587 5.2980376 10.6455669 12717.056 12786.031
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4539.434 4572.340 3.9127149 6.8884025 8172.009 8236.979
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 7160.029 7195.356 5.4234637 10.8428091 12794.945 12863.919
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4581.657 4614.562 4.0156471 7.0683656 8251.085 8316.055
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7105.553 7140.879 5.2964069 10.6152822 12706.635 12775.609
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4556.065 4588.970 3.9529385 6.9643897 8205.867 8270.836
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7154.044 7189.371 5.4093571 10.8477884 12795.316 12864.290
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 7152.396 7182.676 5.4101862 10.8095224 12778.624 12837.745
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4517.199 4550.104 3.8595727 6.8528076 8158.252 8223.221
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7141.267 7176.593 5.3793632 10.7710605 12766.935 12835.909
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 4585.443 4613.648 4.0299635 7.0874946 8255.143 8310.831
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 7164.013 7194.293 5.4376051 10.8900170 12807.927 12867.048
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 4595.280 4623.484 4.0544161 7.1317596 8274.293 8329.982
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 7149.531 7179.811 5.4034446 10.7969531 12773.806 12832.927
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4541.617 4574.522 3.9179697 6.8566371 8156.139 8221.109
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7137.901 7173.228 5.3714911 10.7649987 12764.176 12833.151
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 7158.316 7188.596 5.4241401 10.8975814 12809.189 12868.310
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 6348.447 6385.417 2.1400810 4.4440151 11789.012 11861.635
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 7091.454 7123.142 2.7654742 5.2200047 12682.486 12744.735
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6643.876 6680.845 2.3690884 4.6139471 12021.891 12094.514
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 6917.352 6949.040 2.6046569 4.8962940 12343.030 12405.278
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 6892.662 6929.632 2.5808444 4.7297869 12165.528 12238.152
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 8532.611 8569.498 4.6980694 10.3691259 15927.706 16000.046
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 8589.369 8620.987 4.7951773 10.4556764 15978.104 16040.110
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8588.035 8624.922 4.7896135 10.4429437 15975.804 16048.145
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6952.888 6989.857 2.6348891 4.9066667 12359.606 12432.230
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8532.311 8569.198 4.6975784 10.2957050 15897.118 15969.459
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6451.258 6488.227 2.2171497 4.3435438 11698.724 11771.347
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8529.780 8566.668 4.6934412 10.4134847 15945.001 16017.342
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 7212.152 7243.840 2.8827543 5.2525771 12718.615 12780.863
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 8531.788 8563.406 4.6999953 10.4224431 15945.992 16007.999
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate 8587.400 8613.748 4.7952287 10.4991984 15992.036 16043.708
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 8586.880 8618.497 4.7910222 10.4930819 15992.732 16054.738
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6543.913 6580.883 2.2889807 4.4515814 11832.035 11904.659
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8530.370 8567.257 4.6944045 10.3414428 15915.533 15987.874
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 7269.344 7301.032 2.9400508 5.3882043 12854.112 12916.361
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 8533.825 8565.442 4.7033291 10.3562700 15919.432 15981.439
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8401.710 8440.389 2.3207715 4.6531837 15244.956 15320.861
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 8365.712 8404.392 2.2983624 4.4882286 15018.888 15094.793
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8825.885 8864.564 2.6018754 5.0759276 15846.819 15922.724
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13298.566 13338.090 5.7813194 11.5615758 23327.774 23404.846
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 8658.408 8697.087 2.4870333 5.0752673 15815.330 15891.234
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 13295.856 13335.381 5.7775784 11.5560212 23324.074 23401.146
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8220.939 8259.618 2.2104017 4.2548166 14666.966 14742.870
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 13377.936 13411.814 5.8947996 11.6522469 23392.666 23458.727
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8790.153 8828.832 2.5769366 4.9830033 15727.106 15803.010
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13284.409 13323.933 5.7617995 11.4908479 23285.533 23362.604
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13262.477 13302.001 5.7316908 11.4453256 23255.099 23332.170
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 8435.373 8468.527 2.3431881 4.5504198 15110.356 15175.417
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 13302.102 13335.980 5.7889699 11.6349566 23364.996 23431.057
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8434.456 8473.135 2.3413463 4.5197890 15071.868 15147.772
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13242.280 13281.805 5.7041033 11.5404678 23301.976 23379.047
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 8311.886 8345.040 2.2664790 4.3263502 14778.614 14843.675
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 13285.960 13319.838 5.7666897 11.5677057 23324.482 23390.544
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8313.699 8352.378 2.2663647 4.3041104 14749.878 14825.783
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13216.864 13256.388 5.6695739 11.4563066 23249.606 23326.678
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 13283.365 13317.243 5.7631163 11.5988959 23340.744 23406.806
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 13923.249 13964.229 3.5958857 7.1419210 25868.361 25949.284
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 13689.331 13724.457 3.4376657 6.8606088 25475.439 25544.802
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13588.751 13629.731 3.3699222 6.6711082 25215.902 25296.825
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 13654.606 13695.587 3.4132579 6.7669873 25351.933 25432.857
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 13495.878 13536.859 3.3097419 6.4687986 24927.456 25008.380
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 16841.815 16877.111 5.7851856 11.0110828 29764.733 29833.930
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16795.075 16836.254 5.7322479 10.9506459 29713.959 29794.690
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 16819.491 16860.670 5.7587055 10.9840033 29743.927 29824.657
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13423.633 13464.613 3.2636716 6.3163635 24703.005 24783.929
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 16836.989 16872.285 5.7799221 10.9545234 29718.458 29787.655
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16785.750 16826.929 5.7221743 10.8898948 29663.627 29744.357
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16814.617 16855.796 5.7534147 10.9279590 29698.040 29778.770
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 13772.782 13807.908 3.4937797 6.7354563 25317.091 25386.455
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13667.961 13708.941 3.4221135 6.6572670 25205.319 25286.243
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16769.323 16810.502 5.7044734 10.9824440 29735.905 29816.635
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 13759.456 13794.582 3.4847580 6.6188992 25153.845 25223.208
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate 16816.092 16851.388 5.7571867 11.0022506 29754.394 29823.591
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13557.922 13598.903 3.3498252 6.4648983 24927.191 25008.115
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16761.139 16802.318 5.6956751 10.9256214 29689.312 29770.042
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + silicate 16816.238 16851.534 5.7573445 10.9899498 29744.546 29813.743
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 17011.166 17052.561 5.4169937 10.9211756 31916.279 31998.106
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 17019.050 17054.531 5.4267945 10.9319915 31923.042 31993.180
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 16003.133 16039.734 2.7391209 5.4122065 30058.231 30130.714
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 15850.804 15893.505 2.6757195 5.3055474 29812.523 29897.087
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 16188.196 16224.797 2.8171323 5.2462109 29683.706 29756.189
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 14545.284 14587.985 2.1948465 4.4608562 27636.546 27721.110
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 17020.108 17061.503 5.4258594 10.9233237 31919.401 32001.228
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 16272.354 16302.854 2.8542052 5.3452263 29913.070 29973.472
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17074.129 17115.524 5.4797297 11.1448612 32116.607 32198.435
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 14653.011 14689.612 2.2316980 4.5410734 27853.094 27925.577
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 15871.874 15914.576 2.6842885 5.3246099 29856.874 29941.438
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 16235.066 16271.667 2.8372400 5.2863290 29778.537 29851.021
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 14591.794 14634.495 2.2103917 4.4909516 27720.473 27805.037
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 17031.730 17073.125 5.4374043 10.9408220 31936.181 32018.009
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14817.992 14860.693 2.2875793 4.6354598 28116.743 28201.307
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17046.029 17087.423 5.4516415 10.9677075 31961.421 32043.248
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17022.514 17063.908 5.4282473 10.9412587 31935.266 32017.093
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 17030.095 17065.577 5.4377676 10.9515306 31941.497 32011.635
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17036.732 17078.127 5.4423808 10.9717003 31963.562 32045.389
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 17044.993 17080.474 5.4526029 10.9826526 31970.452 32040.590
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 11157.733 11196.170 5.4214425 10.4940968 21127.783 21204.021
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 7654.477 7687.480 2.0005258 4.1975435 14796.397 14861.726
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 11168.787 11201.733 5.4412248 10.5156758 21137.996 21203.343
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7623.338 7656.341 1.9833814 4.2468144 14861.512 14926.841
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7331.086 7369.590 1.8284587 3.9978979 14434.178 14510.396
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 6919.296 6957.800 1.6317554 3.5970489 13702.979 13779.197
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 11149.175 11187.613 5.4085132 10.4777044 21116.991 21193.229
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 7374.606 7407.610 1.8516089 3.9739801 14404.805 14470.135
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 11157.362 11190.309 5.4239082 10.4966483 21125.468 21190.815
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 11144.535 11182.973 5.4015157 10.5055218 21134.747 21210.984
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 7914.748 7947.751 2.1497418 4.5155157 15295.849 15361.178
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 11151.732 11184.679 5.4153946 10.5205315 21140.668 21206.015
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 7453.667 7492.171 1.8914697 4.1089559 14627.558 14703.775
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 7091.093 7129.597 1.7111064 3.7385546 13975.409 14051.626
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 11149.119 11187.556 5.4084279 10.4802219 21118.614 21194.852
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7572.510 7611.014 1.9546318 4.2296086 14829.126 14905.344
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7227.768 7266.272 1.7769826 3.8613704 14201.602 14277.819
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11150.796 11189.234 5.4109593 10.4953657 21128.418 21204.656
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11157.796 11196.234 5.4215379 10.5020698 21132.924 21209.161
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11157.908 11196.345 5.4217070 10.5118436 21139.215 21215.453
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 9301.966 9330.000 2.4356121 5.6764442 18237.970 18293.255
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 16284.270 16325.193 5.8346928 11.6441235 30772.800 30853.837
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 9123.712 9157.354 2.3289173 5.5694948 18061.446 18127.788
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 16285.579 16320.656 5.8384708 11.6481054 30772.268 30841.729
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9131.671 9170.919 2.3323686 5.6623200 18164.994 18242.393
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 9121.992 9155.634 2.3279220 5.4362438 17916.386 17982.728
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8640.235 8679.483 2.0642316 5.1581316 17420.631 17498.030
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16193.443 16234.366 5.7319405 11.4379340 30600.158 30681.195
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 9269.560 9303.201 2.4148757 5.6598069 18211.912 18278.254
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 16192.297 16227.374 5.7328986 11.4491198 30605.167 30674.628
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16069.263 16110.186 5.5943792 11.1934297 30389.816 30470.854
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 16073.974 16109.051 5.6017279 11.2211078 30409.032 30478.493
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 9311.776 9345.417 2.4403440 5.5806487 18141.385 18207.727
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 8795.410 8834.658 2.1453878 5.2643131 17603.519 17680.917
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 15734.685 15775.609 5.2399548 10.6278616 29880.182 29961.220
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 9418.401 9452.043 2.5058710 5.6727881 18277.040 18343.381
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8886.476 8925.724 2.1944933 5.3336423 17716.819 17794.218
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15734.468 15775.392 5.2397325 10.6277550 29880.063 29961.101
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 15735.159 15776.082 5.2404404 10.6467558 29896.189 29977.226
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 15733.248 15768.325 5.2405314 10.6476070 29892.918 29962.379
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 11021.381 11049.952 2.8262733 6.1825268 21881.787 21938.517
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 10936.228 10970.514 2.7718232 6.0678907 21723.973 21792.050
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 10831.974 10866.259 2.7080646 5.9721697 21579.513 21647.590
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 10737.207 10777.207 2.6501983 5.8926695 21459.309 21538.732
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 18404.380 18446.511 4.9967264 11.6716679 36882.467 36966.116
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18733.168 18775.299 5.2746553 12.1156654 37348.039 37431.688
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 18794.967 18831.078 5.3303497 12.1714368 37407.900 37479.599
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 18526.833 18568.964 5.0984836 11.8500942 37068.487 37152.136
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 18604.346 18640.458 5.1656650 11.9178574 37144.479 37216.179
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 10824.107 10858.393 2.7033136 6.2000868 21855.742 21923.819
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 10671.260 10711.260 2.6114723 6.0607991 21648.527 21727.950
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 18463.535 18505.665 5.0456272 11.7477998 36964.282 37047.931
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 10827.953 10862.239 2.7056353 6.3063534 21980.450 22048.526
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19080.543 19122.674 5.5851082 12.5863127 37824.249 37907.898
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10642.477 10682.476 2.5947477 6.1382937 21730.935 21810.358
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18453.312 18495.442 5.0371422 11.7337394 36949.427 37033.076
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 18518.081 18560.211 5.0911421 11.8257679 37045.714 37129.364
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 18532.731 18568.843 5.1051172 11.8435937 37061.546 37133.246
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 10920.959 10955.244 2.7623918 6.2581553 21951.402 22019.479
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 10924.627 10958.912 2.7646543 6.3565356 22066.985 22135.061
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4908.064 4935.332 0.9999677 2.2726569 10748.233 10802.854
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 4898.085 4930.806 0.9965035 2.1949807 10529.251 10594.797
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 4901.284 4934.006 0.9974276 2.2684024 10738.719 10804.265
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 14287.048 14321.564 5.1914243 11.2824338 28453.649 28522.326
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14185.461 14225.730 5.0772007 11.0942947 28300.487 28380.611
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate 14282.962 14317.478 5.1868706 11.3068622 28470.392 28539.070
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14148.982 14189.251 5.0375771 11.0603712 28268.163 28348.287
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 14273.068 14307.584 5.1758605 11.2657814 28438.885 28507.562
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4994.368 5027.089 1.0246893 2.3073070 10863.828 10929.374
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14288.905 14329.174 5.1912653 11.2666991 28446.271 28526.395
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4986.081 5024.256 1.0216403 2.2338153 10659.159 10735.630
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 14323.606 14363.875 5.2301002 11.3270336 28496.473 28576.597
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 5034.926 5067.648 1.0367995 2.3230863 10914.418 10979.964
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 14328.849 14363.366 5.2382432 11.2955505 28471.104 28539.782
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14212.362 14252.631 5.1066203 11.1008279 28310.666 28390.790
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5029.390 5067.565 1.0345385 2.2523112 10718.649 10795.119
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14260.914 14301.184 5.1601503 11.1851114 28381.674 28461.798
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 5021.300 5048.567 1.0333134 2.3161454 10889.346 10943.968
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 5019.872 5052.593 1.0322879 2.2500280 10707.037 10772.583
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 5068.232 5100.954 1.0468513 2.2707883 10773.224 10838.770
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 5228.048 5262.258 0.7867033 1.6883540 11532.972 11601.861
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 5287.451 5321.661 0.7973378 1.6892832 11540.600 11609.489
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 5424.706 5458.916 0.8224632 1.7424660 11826.026 11894.915
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5190.227 5230.138 0.7796537 1.6810268 11495.677 11576.048
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 5306.933 5346.844 0.8004948 1.7177831 11696.115 11776.486
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13550.338 13590.179 5.3204054 13.4574224 28743.672 28823.255
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 13550.353 13590.195 5.3204244 13.4670849 28748.802 28828.385
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5351.560 5391.471 0.8086107 1.7350296 11788.127 11868.497
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 13487.843 13521.993 5.2474279 13.3451476 28658.273 28726.488
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13470.587 13510.429 5.2244085 13.3138083 28638.578 28718.161
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13469.794 13509.636 5.2234632 13.3144559 28638.636 28718.219
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 5327.047 5361.257 0.8045063 1.7217952 11714.233 11783.122
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 5400.273 5434.483 0.8179333 1.7259637 11738.927 11807.816
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13542.238 13582.079 5.3105756 13.4365748 28729.721 28809.304
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 5371.037 5405.247 0.8125459 1.7389657 11805.609 11874.498
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 13522.253 13550.712 5.2912304 13.3911570 28691.860 28748.705
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 5446.881 5481.091 0.8265960 1.7436871 11833.035 11901.924
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 13512.639 13546.789 5.2772186 13.3699140 28680.389 28748.603
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13474.622 13514.463 5.2292233 13.3077233 28636.791 28716.374
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 13488.914 13523.064 5.2487104 13.3406742 28656.273 28724.488
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate 1864.707 1891.427 0.4406582 1.0582536 4132.918 4185.109
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 1479.815 1511.879 0.3888617 1.0049120 3743.989 3806.619
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 1777.847 1809.911 0.4281824 1.0457755 4048.048 4110.678
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 1770.872 1802.937 0.4272183 1.0088211 3896.372 3959.002
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 1835.219 1867.283 0.4361963 1.0195909 3968.132 4030.762
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 6476.880 6506.584 5.3509181 11.9650831 14243.188 14303.292
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + nitrate 6476.121 6510.776 5.3438523 11.9418206 14238.682 14308.803
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 6367.091 6401.747 5.0719709 11.6616968 14126.722 14196.843
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 1852.452 1884.516 0.4386326 1.0230422 3989.555 4052.184
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 6473.353 6503.058 5.3418893 11.8811292 14212.958 14273.061
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 6473.972 6508.628 5.3383572 11.8691846 14212.559 14282.680
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6349.659 6384.315 5.0298036 11.5360593 14079.410 14149.531
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 1526.563 1558.628 0.3947817 1.0158708 3810.368 3872.998
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + nitrate 1856.471 1888.535 0.4392028 1.0636150 4153.137 4215.767
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6350.577 6385.233 5.0320151 11.9001821 14207.216 14277.337
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + silicate 6366.288 6395.993 5.0748809 11.9438794 14221.211 14281.315
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 1536.960 1569.025 0.3961106 1.0191778 3828.429 3891.059
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate 1870.543 1902.607 0.4412048 1.0682733 4177.439 4240.068
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6336.406 6371.062 4.9979792 11.7760746 14162.102 14232.223
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 6350.376 6380.081 5.0363533 11.8148687 14174.217 14234.321
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 2617.053 2650.888 0.4528831 0.9737387 5148.284 5214.545
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2617.204 2656.678 0.4526817 0.9661788 5103.681 5180.985
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 8080.747 8112.590 3.6214652 7.6062967 16267.330 16330.886
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2614.238 2653.712 0.4523587 0.9679240 5113.923 5191.227
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 8079.676 8116.826 3.6177372 7.5962832 16263.652 16337.801
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8061.060 8098.210 3.5952228 7.5592910 16234.399 16308.548
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 2733.737 2767.572 0.4657785 1.0074719 5393.870 5460.131
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 8103.160 8135.003 3.6487866 7.6381124 16293.032 16356.588
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8074.155 8111.305 3.6110458 7.5838092 16253.888 16328.037
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + silicate 8079.986 8111.829 3.6205409 7.5942714 16258.429 16321.985
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 2610.050 2643.885 0.4521206 0.9730519 5141.759 5208.020
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 2610.264 2649.738 0.4519264 0.9652552 5095.664 5172.968
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 8091.470 8123.313 3.6345112 7.6023192 16265.561 16329.117
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2607.488 2646.962 0.4516247 0.9670740 5106.434 5183.739
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8091.497 8128.647 3.6321068 7.5922010 16261.909 16336.058
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 8065.471 8102.621 3.6005452 7.5444702 16223.944 16298.093
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 2629.012 2662.847 0.4541882 0.9748675 5159.132 5225.393
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2628.576 2668.051 0.4539221 0.9677124 5116.929 5194.234
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2625.179 2664.653 0.4535511 0.9693475 5126.337 5203.641
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8111.633 8148.784 3.6567165 7.5501404 16232.501 16306.650
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate 2877.722 2903.711 3.0976265 6.3570997 6988.116 7042.122
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate 2680.224 2705.403 3.6626753 8.3160012 6837.266 6889.760
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2799.466 2829.787 2.8841618 6.1038099 6892.486 6955.493
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2675.164 2704.539 3.6364386 8.2613487 6825.619 6886.861
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2314.622 2344.942 1.8736306 4.0722420 5806.483 5869.490
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2649.160 2678.535 3.5414049 7.9353868 6727.802 6789.045
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2840.504 2866.493 2.9967384 6.1894926 6918.305 6972.311
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2669.473 2694.652 3.6227961 8.2084496 6805.977 6858.470
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2759.050 2789.370 2.7822961 5.9431657 6823.032 6886.039
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2662.818 2692.193 3.5910042 8.1554638 6794.826 6856.069
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2272.129 2302.450 1.8041209 3.9290091 5710.238 5773.245
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2640.176 2669.551 3.5091535 7.8379318 6697.858 6759.100
mod Indian (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2488.989 2519.310 2.1880466 4.3992534 5989.853 6052.860
obs Indian (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2645.672 2675.047 3.5288502 7.9652054 6737.770 6799.013
mod Indian (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2493.609 2519.598 2.2009712 4.5151109 6064.180 6118.186
obs Indian (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2860.416 2885.595 4.4003726 8.8473308 6953.861 7006.355
mod Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2426.871 2457.191 2.0704034 4.1899488 5861.011 5924.018
obs Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2631.170 2660.545 3.4771200 7.8264408 6695.490 6756.732
mod Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2434.440 2460.429 2.0881059 4.2945930 5929.936 5983.942
obs Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2845.204 2870.383 4.3327314 8.6876558 6909.329 6961.823
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1307.020 1334.222 1.4577909 2.9927439 3936.992 3996.132
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 1306.986 1330.302 1.4617770 3.0503127 3983.545 4034.237
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 2133.236 2156.877 3.9438667 7.7516159 6444.560 6496.157
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1357.740 1384.942 1.5641875 3.1926754 4071.472 4130.612
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2120.032 2147.613 3.8657508 7.6721549 6432.804 6493.001
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1137.422 1164.625 1.1518507 2.3525715 3419.657 3478.796
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 2119.457 2147.038 3.8628257 7.6671117 6431.361 6491.557
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 2133.085 2156.726 3.9430833 7.7476677 6443.112 6494.709
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1353.687 1380.889 1.5554072 3.1795710 4063.654 4122.794
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2119.096 2146.677 3.8609954 7.6644900 6430.676 6490.872
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1139.378 1166.581 1.1549839 2.3504950 3415.455 3474.595
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2120.200 2147.781 3.8666072 7.6683112 6431.045 6491.242
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 2154.435 2178.076 4.0554210 7.8948059 6478.666 6530.263
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1038.311 1065.513 1.0037220 2.2843676 3411.795 3470.935
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2070.905 2098.486 3.6237706 7.4485197 6391.178 6451.374
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 1135.427 1158.744 1.1518587 2.4833546 3562.049 3612.740
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 2150.430 2174.071 4.0341093 7.8658912 6471.569 6523.166
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1040.388 1067.591 1.0066220 2.2752640 3400.538 3459.678
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2071.624 2099.205 3.6272015 7.4466345 6389.727 6449.923
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1137.669 1160.986 1.1554515 2.4750542 3551.587 3602.278
mod Indian (26.75,27] cstar_tref ~ aou + phosphate + nitrate + silicate 1595.827 1620.718 1.3141423 3.4153549 5433.599 5487.203
mod Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1595.821 1624.861 1.3113294 3.4102500 5433.662 5496.200
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3886.874 3918.341 4.5095287 8.3113539 10456.393 10523.432
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 3888.626 3915.598 4.5223285 8.3341864 10462.418 10519.880
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1630.995 1660.035 1.3615457 3.3385280 5362.898 5425.437
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3890.500 3921.967 4.5218981 8.3209348 10458.273 10525.312
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 1624.358 1653.397 1.3519246 3.1933824 5230.566 5293.104
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 3886.308 3917.775 4.5076029 8.3088793 10455.484 10522.522
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate 3889.324 3916.296 4.5247121 8.3311538 10459.731 10517.193
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1631.036 1660.075 1.3616050 3.3358082 5360.449 5422.988
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3891.212 3922.679 4.5243281 8.3160985 10454.428 10521.467
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1625.008 1654.047 1.3528638 3.1939741 5230.882 5293.420
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3886.621 3918.088 4.5086677 8.3053744 10452.934 10519.972
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 1632.464 1657.355 1.3666012 3.3469393 5365.369 5418.974
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1547.092 1576.131 1.2448066 2.9470213 5014.129 5076.668
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3888.920 3920.387 4.5165029 8.3072515 10451.495 10518.533
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 1631.481 1656.372 1.3651660 3.3422297 5361.457 5415.061
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 3891.196 3918.167 4.5311128 8.3387993 10462.381 10519.843
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1548.725 1577.764 1.2469801 2.9458566 5012.288 5074.826
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3889.819 3921.285 4.5195701 8.3051190 10449.127 10516.165
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 2326.341 2352.079 2.0708212 4.1529441 6505.245 6560.235
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2817.844 2847.714 3.4599517 7.8220411 8176.056 8239.727
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 2835.090 2860.693 3.5237116 8.0019460 8239.863 8294.439
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 2322.590 2348.328 2.0636287 4.1455006 6501.261 6556.250
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 2852.429 2878.033 3.5821600 8.0153525 8238.521 8293.097
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2818.891 2848.761 3.4633908 7.8040243 8167.991 8231.662
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 2825.593 2851.197 3.4921054 8.0405071 8259.098 8313.673
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate 2329.381 2350.830 2.0805264 4.1626500 6506.286 6552.111
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 2331.298 2357.037 2.0803664 4.1214787 6471.689 6526.679
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 2317.209 2342.948 2.0533540 4.1306904 6491.658 6546.647
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2306.983 2337.011 2.0301976 4.0678276 6446.069 6510.223
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 2826.180 2851.783 3.4940504 8.0127688 8247.585 8302.160
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2827.494 2857.364 3.4917756 7.9090156 8208.924 8272.595
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 2816.282 2846.152 3.4548286 7.9314536 8222.391 8286.062
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 2316.490 2342.228 2.0519841 4.1288239 6490.476 6545.465
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2305.658 2335.686 2.0277037 4.0668513 6446.185 6510.340
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2834.910 2864.780 3.5164306 7.9485282 8222.545 8286.217
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2824.170 2854.041 3.4807826 7.9910276 8244.106 8307.778
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 2312.911 2338.649 2.0451829 4.1238746 6488.622 6543.612
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2310.592 2340.620 2.0370046 4.0596956 6435.431 6499.585
obs Indian (27.25,27.5] cstar_tref ~ aou + phosphate + nitrate + silicate 3933.385 3960.751 3.8741190 7.8430549 10815.889 10873.934
obs Indian (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 3931.508 3958.875 3.8689806 7.8632628 10829.647 10887.692
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3911.804 3943.731 3.8100470 7.7463524 10776.033 10843.752
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 3907.914 3939.841 3.7995784 7.7476983 10779.503 10847.222
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2781.801 2809.217 1.6877868 3.3256259 7761.998 7820.431
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2717.756 2749.743 1.6114008 3.1643515 7561.686 7629.858
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3932.013 3963.941 3.8648920 7.9521234 10888.650 10956.369
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3906.687 3938.615 3.7962849 7.8652378 10852.316 10920.035
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 2715.811 2743.228 1.6114628 3.1873861 7595.891 7654.324
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2717.794 2749.781 1.6114434 3.1689128 7569.272 7637.444
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3911.400 3943.327 3.8089571 7.9262056 10886.007 10953.726
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 2716.051 2743.468 1.6117335 3.1912668 7602.075 7660.508
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2680.780 2712.766 1.5701538 3.1059063 7495.777 7563.949
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3905.875 3937.802 3.7941039 7.7449685 10779.171 10846.890
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate 2617.950 2640.797 1.5066949 3.2239482 7719.159 7767.853
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3928.353 3960.280 3.8548996 7.8217055 10811.539 10879.258
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate 2627.477 2650.325 1.5167948 3.2118257 7694.847 7743.541
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 2782.613 2805.461 1.6911193 3.3174172 7742.439 7791.133
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 2783.982 2811.399 1.6903708 3.3165708 7745.651 7804.084
obs Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 3927.374 3954.740 3.8576852 7.9011468 10855.568 10913.613
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate 3838.970 3863.253 1.8154059 3.1712448 9043.174 9094.046
obs Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate + silicate 4807.149 4835.808 3.7243714 7.5380943 12363.791 12423.777
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 3848.022 3872.304 1.8240747 3.1802453 9052.963 9103.834
mod Indian (27.5,27.75] cstar_tref ~ phosphate + nitrate 3866.334 3885.760 1.8436801 3.2000508 9069.720 9110.417
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4807.607 4841.043 3.7210980 7.3897843 12260.168 12330.151
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4812.081 4845.517 3.7306022 7.4059317 12269.592 12339.575
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate 3837.679 3861.961 1.8141723 3.1704654 9042.892 9093.764
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 4825.192 4853.851 3.7628805 7.4399325 12281.985 12341.970
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4825.677 4859.112 3.7596306 7.5030630 12333.421 12403.404
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4834.553 4867.989 3.7787052 7.5448440 12358.843 12428.826
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 4817.432 4850.868 3.7420001 7.4187088 12275.969 12345.952
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 3892.273 3921.412 1.8650920 3.5382450 9732.289 9793.335
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 3896.880 3921.162 1.8715888 3.5394392 9725.329 9776.201
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4805.320 4838.756 3.7162493 7.4673225 12318.643 12388.626
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 3422.937 3452.075 1.4568714 2.7928517 8584.669 8645.715
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 4827.321 4855.980 3.7674499 7.5506858 12362.003 12421.988
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 3840.424 3864.707 1.8167955 3.4385734 9584.443 9635.315
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4810.509 4843.944 3.7272588 7.5107541 12347.378 12417.362
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 3419.194 3448.333 1.4540047 2.7736928 8543.945 8604.991
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 3863.566 3887.848 1.8390588 3.1953017 9068.667 9119.539
mod Indian (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 2003.670 2024.622 1.8659235 4.0710732 5748.120 5792.769
mod Indian (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 1988.752 2009.703 1.8376197 4.0331223 5725.793 5770.441
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate 2195.342 2216.294 2.2708217 4.2882016 5789.390 5834.038
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 2198.684 2219.636 2.2786105 4.3356299 5825.616 5870.265
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate 2554.643 2579.610 3.5366289 7.4186431 7062.617 7115.766
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2556.617 2585.746 3.5365337 7.3500854 7037.766 7099.774
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 2525.361 2554.489 3.4218333 7.2188073 6999.453 7061.460
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 2165.980 2191.122 2.1990119 4.4968260 5981.996 6035.573
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2564.073 2593.202 3.5644593 7.3751489 7044.006 7106.014
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2527.950 2557.078 3.4311910 7.2100889 6994.311 7056.319
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2587.095 2616.224 3.6520811 7.4273044 7051.880 7113.888
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 2028.272 2053.414 1.9096388 3.9911692 5677.223 5730.801
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2522.726 2551.854 3.4123342 7.1509819 6971.739 7033.747
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 1989.256 2014.398 1.8348060 4.0329542 5730.332 5783.910
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 2523.364 2548.331 3.4218436 7.2192043 6995.620 7048.770
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 2149.311 2174.453 2.1617735 4.5299530 6016.302 6069.880
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2527.071 2556.199 3.4280100 7.1593568 6972.917 7034.925
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 1988.945 2014.087 1.8342216 4.0296599 5727.937 5781.514
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 2526.264 2551.231 3.4323264 7.2113002 6990.657 7043.807
mod Indian (27.75,27.85] cstar_tref ~ temp + phosphate + silicate 2031.649 2052.601 1.9201890 4.1661125 5807.063 5851.711
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 2636.203 2662.971 1.8799023 3.6297044 6541.775 6597.894
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 2705.417 2732.185 1.9843535 3.6370241 6498.596 6554.715
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate 2681.996 2704.304 1.9514224 3.7073445 6592.440 6639.205
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 2515.130 2541.899 1.7102363 3.1714296 6065.972 6122.090
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2698.655 2729.885 1.9708166 3.6184673 6487.848 6553.319
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 2688.559 2715.327 1.9583904 3.7170001 6604.012 6660.131
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3600.271 3627.629 3.0720038 6.4223806 9236.216 9293.426
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3586.890 3618.807 3.0387215 6.3799729 9218.998 9285.743
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 2492.633 2523.863 1.6778168 3.0928276 5982.270 6047.741
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3589.857 3621.774 3.0451123 6.3575867 9203.453 9270.199
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2692.057 2723.287 1.9606843 3.5935069 6463.459 6528.930
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 2682.845 2709.613 1.9496674 3.6965224 6585.100 6641.218
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3609.588 3641.506 3.0879646 6.4654657 9264.788 9331.533
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2488.980 2520.211 1.6730358 3.0787844 5965.693 6031.165
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3600.624 3632.542 3.0684228 6.4038570 9229.003 9295.748
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 3589.370 3616.728 3.0483785 6.4587890 9263.321 9320.531
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3585.194 3617.111 3.0350727 6.3548885 9203.528 9270.273
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 3587.859 3615.217 3.0451184 6.3650963 9204.298 9261.508
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3594.443 3626.360 3.0550185 6.4009556 9229.549 9296.294
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 3599.006 3626.363 3.0692519 6.4152120 9232.127 9289.337
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 2960.741 2989.854 1.1498051 2.4989582 7763.683 7824.236
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 2960.777 2994.743 1.1486123 2.4944629 7758.887 7829.532
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 5621.318 5651.509 2.8825505 6.1197705 13528.399 13590.556
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5550.634 5585.856 2.7914775 6.0255489 13456.753 13529.269
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 5619.139 5654.361 2.8772338 6.1011439 13515.678 13588.195
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate 2960.236 2984.498 1.1507145 2.5030987 7767.848 7818.309
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 2959.222 2988.335 1.1488823 2.4951467 7756.188 7816.741
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 2960.348 2989.461 1.1495663 2.4984383 7762.709 7823.262
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2960.525 2994.491 1.1484597 2.4941834 7758.372 7829.018
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5618.027 5653.250 2.8758222 6.1744315 13584.293 13656.810
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2954.803 2988.768 1.1449912 2.5189256 7810.491 7881.136
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5654.929 5690.152 2.9230806 6.1936325 13595.193 13667.709
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 2969.013 2998.127 1.1548435 2.5092149 7782.719 7843.272
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate 5619.569 5644.728 2.8828702 6.1286670 13532.705 13584.502
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 5585.589 5615.779 2.8374167 6.0832103 13500.721 13562.878
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5587.584 5622.806 2.8374108 6.0606365 13483.478 13555.994
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 5619.373 5649.563 2.8800749 6.1039888 13513.916 13576.074
mod Indian (27.95,28.05] cstar_tref ~ temp + nitrate + silicate 2976.725 3000.986 1.1607866 2.5172615 7792.757 7843.218
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 2968.037 2997.151 1.1542481 2.5087876 7782.089 7842.642
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5626.162 5661.385 2.8861742 6.1559869 13565.738 13638.254
obs Indian (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4362.618 4386.467 2.9437794 5.8093320 9647.226 9695.937
mod Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 1302.185 1329.525 0.6049472 1.4654177 3757.629 3814.190
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4361.682 4395.070 2.9354499 5.8767617 9705.975 9774.171
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 4398.095 4426.713 3.0008981 5.9651800 9756.988 9815.442
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1287.907 1315.248 0.5988439 1.4693670 3765.722 3822.283
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1130.651 1162.549 0.5348001 1.3648351 3518.738 3584.725
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4345.516 4374.134 2.9116754 5.9345924 9746.209 9804.663
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4311.258 4344.646 2.8516980 5.8744804 9713.856 9782.052
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 1338.940 1370.838 0.6200658 1.4790425 3793.038 3859.026
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4344.632 4378.020 2.9068591 5.8112757 9661.987 9730.183
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1288.532 1315.873 0.5991096 1.4696574 3766.401 3822.962
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1132.371 1164.269 0.5354537 1.3655431 3520.583 3586.571
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4372.524 4405.912 2.9537767 5.9157408 9731.749 9799.944
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate 1164.943 1192.283 0.5487638 1.4450265 3698.880 3755.441
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 1148.269 1175.609 0.5423035 1.3902329 3575.435 3631.996
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 4363.325 4391.943 2.9415946 5.9724213 9769.595 9828.048
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4359.907 4393.294 2.9324595 5.8626799 9696.137 9764.333
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4373.937 4402.555 2.9595689 5.8924811 9710.127 9768.580
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate 1149.718 1177.058 0.5428619 1.3911474 3577.693 3634.254
mod Indian (28.05,28.1] cstar_tref ~ temp + phosphate + nitrate 1189.942 1212.726 0.5593884 1.4575379 3725.929 3773.064
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate 8342.373 8369.609 2.7464926 5.9848959 20207.039 20262.946
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4536.872 4575.395 0.8417423 1.6713189 10142.136 10220.749
obs Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 8207.062 8239.745 2.6387157 5.7702550 19920.379 19987.466
mod Indian (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate 4535.079 4568.099 0.8417903 1.6928487 10254.359 10321.741
mod Indian (28.1, Inf] cstar_tref ~ oxygen + phosphate + nitrate + silicate 4655.897 4688.917 0.8702952 1.7001593 10260.733 10328.116
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4697.054 4735.577 0.8797391 1.7028643 10266.889 10345.502
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 8261.583 8294.266 2.6809942 5.8217687 19988.357 20055.445
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4537.057 4575.580 0.8417852 1.6441411 9990.919 10069.532
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8464.049 8502.179 2.8423539 6.0833396 20336.358 20414.627
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 8463.957 8496.640 2.8439353 6.0961706 20350.101 20417.189
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 4654.773 4693.296 0.8695460 1.6771435 10138.183 10216.796
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 4692.825 4731.348 0.8787143 1.7013631 10260.033 10338.646
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 8381.090 8413.773 2.7760513 5.9910085 20214.550 20281.637
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8381.977 8420.107 2.7751505 5.9714386 20190.821 20269.091
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 8370.105 8408.235 2.7655611 5.9682193 20188.047 20266.316
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4700.434 4738.957 0.8805591 1.7035913 10269.756 10348.369
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 8447.439 8480.122 2.8302733 6.0765494 20325.203 20392.290
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4536.660 4575.183 0.8416930 1.6710928 10140.956 10219.569
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8446.675 8484.805 2.8279930 6.0725072 20323.957 20402.226
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4542.314 4580.837 0.8430057 1.6726083 10147.720 10226.332
obs Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate 19438.167 19474.000 6.9002380 13.6496997 43527.822 43600.815
mod Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 18735.773 18777.925 5.2290784 10.4784848 42332.312 42418.221
obs Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 18872.185 18913.990 6.2563327 12.7785133 42716.046 42801.205
mod Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 17954.092 17996.243 4.5993837 9.2861400 40681.730 40767.639
obs Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 18913.809 18955.613 6.3014086 12.6972253 42616.140 42701.298
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate 19306.828 19342.660 6.7456874 13.3852897 43277.768 43350.761
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18978.134 19020.285 5.4413027 10.6849790 42566.302 42652.211
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18881.881 18923.686 6.2668047 12.7624925 42696.299 42781.458
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 18276.062 18318.213 4.8490049 9.5289357 40992.530 41078.439
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 19026.247 19068.052 6.4248017 12.8853350 42801.408 42886.566
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 19313.216 19349.049 6.7531245 13.4124828 43305.649 43378.642
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19230.540 19272.691 5.6714841 11.1539125 43159.950 43245.859
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18936.729 18978.534 6.3263684 12.8674088 42801.479 42886.637
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18518.928 18561.080 5.0462228 9.9130373 41535.491 41621.400
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19085.682 19127.487 6.4910012 13.0072809 42922.996 43008.155
mod Pacific (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 19013.646 19055.797 5.4731142 10.6441173 42494.854 42580.763
mod Pacific (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + silicate 19016.060 19052.190 5.4770815 10.6653210 42520.772 42594.409
mod Pacific (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18990.518 19032.669 5.4523746 10.5956533 42430.524 42516.434
obs Pacific (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 19743.686 19785.491 7.2710803 14.5724316 44403.909 44489.068
mod Pacific (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 18997.392 19033.522 5.4603231 10.6308551 42475.902 42549.538
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 11195.019 11229.313 2.9268666 5.7413309 22322.328 22390.973
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 12670.675 12704.331 5.5792660 10.9105763 25250.740 25318.096
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11832.112 11872.121 3.3719951 6.5429413 23501.659 23581.746
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12413.816 12453.081 5.2324931 10.1536869 24670.574 24749.157
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11175.551 11215.560 2.9128935 5.6898079 22244.015 22324.101
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 12600.404 12639.670 5.4802013 10.7576911 25141.233 25219.816
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 11994.875 12034.884 3.4965862 6.8489792 23916.492 23996.578
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12442.828 12482.093 5.2702600 10.2608974 24756.532 24835.115
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11331.660 11371.669 3.0160441 5.8586793 22506.086 22586.172
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12629.224 12668.490 5.5194939 10.8434937 25205.713 25284.296
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12454.309 12488.603 3.8753967 7.3313270 24511.716 24580.362
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12514.189 12547.845 5.3669805 10.4509952 24901.231 24968.587
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11047.328 11087.337 2.8308131 5.5592897 22036.078 22116.164
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12391.911 12431.176 5.2041570 10.2247625 24729.946 24808.529
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 11358.962 11393.255 3.0358085 5.8600828 22502.032 22570.678
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 12631.624 12665.281 5.5255173 10.8890625 25236.187 25303.544
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 12549.484 12583.140 5.4141442 10.5703726 24993.845 25061.202
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11189.278 11229.287 2.9218205 5.7293964 22307.486 22387.572
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12451.575 12490.840 5.2817001 10.3969920 24865.542 24944.125
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 11494.693 11528.986 3.1290656 6.0192565 22742.276 22810.921
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 16994.910 17024.579 5.0781764 10.3036898 33479.610 33538.749
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 16777.873 16813.475 4.8826990 9.9745027 33125.584 33196.551
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 15066.922 15102.738 3.2700923 6.2813112 29863.728 29935.445
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13755.810 13797.596 2.6057353 5.1285794 27516.934 27600.604
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16852.659 16894.196 4.9468072 10.0536745 33218.211 33301.005
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 15226.050 15267.836 3.3601772 6.4246069 30127.574 30211.243
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 17050.280 17091.817 5.1251424 10.3762690 33565.198 33647.992
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13889.794 13931.580 2.6668221 5.2414357 27770.031 27853.701
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 16922.160 16963.697 5.0088068 10.1690100 33343.422 33426.216
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15342.675 15384.460 3.4286410 6.5581973 30367.516 30451.186
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 13999.226 14035.042 2.7187158 5.3800779 28071.788 28143.504
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 16852.383 16887.986 4.9483359 10.0729496 33234.536 33305.502
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13796.513 13838.299 2.6241434 5.2397304 27769.338 27853.007
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16788.735 16830.272 4.8904601 9.9649416 33120.174 33202.969
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 15232.439 15268.255 3.3650558 6.4301421 30133.219 30204.935
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 17063.410 17099.013 5.1390576 10.3901845 33576.328 33647.295
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 14125.690 14161.506 2.7788349 5.4974840 28323.138 28394.855
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 16920.657 16956.260 5.0092528 10.1855089 33356.573 33427.540
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13847.361 13889.146 2.6473222 5.2865299 27872.904 27956.573
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16882.856 16924.393 4.9736500 10.1187198 33288.369 33371.164
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 16284.234 16320.689 3.0372382 5.8641373 33591.559 33665.008
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15842.914 15885.445 2.8349503 5.4856335 32699.381 32785.071
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 19918.932 19961.832 4.5580371 9.0644273 41977.322 42063.864
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 19917.751 19954.523 4.5585883 9.0654513 41974.933 42049.112
mod Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16208.677 16251.208 3.0008351 5.8824922 33652.988 33738.679
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20018.291 20061.191 4.6253257 9.2441318 42262.416 42348.958
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 20056.150 20092.922 4.6525981 9.2846889 42319.926 42394.105
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 20058.947 20095.719 4.6545180 9.1834694 42152.983 42227.162
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15044.059 15086.590 2.5038371 4.6761512 30500.190 30585.881
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 19989.412 20032.312 4.6056666 9.0620747 41963.729 42050.271
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 16545.499 16588.030 3.1621658 5.8798875 33577.700 33663.391
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 19908.330 19951.230 4.5509153 9.0268955 41915.680 42002.222
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 20103.609 20140.381 4.6852801 9.2456303 42249.725 42323.904
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15203.598 15246.129 2.5667188 4.7934388 30833.776 30919.467
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20043.891 20086.791 4.6428231 9.1347808 42078.101 42164.643
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19948.463 19991.364 4.5779340 9.0804128 42000.309 42086.851
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 15114.922 15151.377 2.5323621 4.7147194 30601.507 30674.956
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15096.624 15139.155 2.5243831 4.6905386 30532.779 30618.470
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 15300.966 15337.422 2.6066799 4.8489240 30978.027 31051.476
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15291.864 15334.395 2.6021845 4.8338461 30937.639 31023.330
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17880.145 17923.705 2.6623302 4.5934479 36034.991 36123.223
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 19635.149 19678.564 3.5595234 7.4227766 43137.008 43224.888
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 19677.934 19715.147 3.5814339 7.4681636 43229.157 43304.483
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17751.135 17794.694 2.6166239 4.5026220 35699.493 35787.725
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 19731.056 19774.472 3.6066101 7.5558726 43419.595 43507.475
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 19855.825 19893.039 3.6698054 7.6883689 43689.844 43765.170
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 17012.592 17056.151 2.3696721 4.0833927 34124.316 34212.549
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 20391.090 20428.304 3.9490803 7.9458330 44178.969 44254.295
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 20270.211 20313.627 3.8831450 7.7629138 43808.238 43896.118
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 17033.125 17076.685 2.3762124 4.1054793 34223.725 34311.957
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 19633.045 19676.461 3.5584975 7.3372547 42947.418 43035.298
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 17038.827 17076.164 2.3786703 4.1230245 34303.297 34378.925
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16989.644 17033.204 2.3623844 4.0683876 34061.949 34150.181
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate 20416.782 20453.996 3.9630072 7.9682692 44222.692 44298.018
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 20298.429 20341.844 3.8981881 7.7876639 43857.640 43945.520
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17007.152 17050.712 2.3679426 4.0925571 34174.222 34262.455
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 19651.244 19694.659 3.5673822 7.3524736 42979.816 43067.696
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 17016.588 17053.925 2.3715803 4.1087781 34245.153 34320.781
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 17355.199 17398.759 2.4811923 4.2465337 34726.126 34814.358
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 17478.359 17515.696 2.5232285 4.3017177 34912.093 34987.721
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16767.888 16811.536 2.2297387 3.9709937 33241.251 33329.248
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 20614.053 20657.986 3.3287617 6.6863185 43952.242 44040.954
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 20733.260 20770.916 3.3805047 6.8738093 44420.928 44496.967
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16703.794 16747.441 2.2108749 3.9207237 33025.359 33113.356
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 20674.821 20718.754 3.3546040 6.8230355 44301.122 44389.834
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 16734.174 16771.586 2.2203848 3.9543149 33170.379 33245.805
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 20899.328 20936.985 3.4527073 7.1501744 45090.697 45166.736
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 16467.733 16511.380 2.1427650 3.7572245 32310.541 32398.539
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21904.138 21948.071 3.9226800 7.2644700 45200.585 45289.297
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 20690.730 20734.663 3.3614023 6.5447106 43556.320 43645.033
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 16466.055 16503.467 2.1428565 3.7577597 32309.156 32384.582
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 16753.030 16790.442 2.2259414 3.9318467 33053.337 33128.763
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16465.238 16508.885 2.1420565 3.7562032 32306.431 32394.428
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 21864.209 21901.866 3.9037919 7.2705688 45224.717 45300.756
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21800.879 21844.812 3.8714710 7.2140710 45099.476 45188.188
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 20636.032 20679.965 3.3380856 6.5195899 43496.596 43585.308
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 16463.614 16501.026 2.1421634 3.7567328 32304.991 32380.417
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 16561.560 16605.207 2.1695817 3.8157998 32566.835 32654.833
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 16569.696 16607.108 2.1724987 3.8285755 32622.768 32698.194
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21700.901 21744.834 3.8225259 7.2764760 45290.098 45378.811
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 10148.704 10183.975 1.6501923 2.9505781 18013.774 18083.580
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 10226.799 10262.070 1.6747810 3.0099843 18215.262 18285.068
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 10213.725 10248.997 1.6706394 3.0047155 18198.245 18268.050
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 10256.176 10291.447 1.6841253 3.0480343 18343.976 18413.782
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 9912.957 9948.228 1.5781333 2.8756236 17767.617 17837.422
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 9756.914 9798.064 1.5315960 2.7256517 17225.608 17307.048
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 14937.129 14978.648 3.5331303 6.4961746 28378.764 28461.538
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 10123.648 10158.919 1.6423798 3.0188407 18254.229 18324.035
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 10209.571 10244.842 1.6693255 3.0613811 18392.764 18462.570
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate 15219.135 15254.723 3.7180874 6.7136884 28717.342 28788.292
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15217.802 15259.321 3.7158611 6.7106410 28716.539 28799.313
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14885.832 14927.351 3.5007178 6.4607847 28322.078 28404.852
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 10120.813 10156.084 1.6414981 3.0172910 18249.127 18318.933
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 10198.473 10233.744 1.6658202 3.0602229 18389.532 18459.338
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15035.828 15077.347 3.5963401 6.5681899 28493.368 28576.142
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 15070.640 15106.228 3.6202043 6.5931218 28528.106 28599.055
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate 15223.066 15252.723 3.7220513 6.7176800 28719.323 28778.447
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate 15223.143 15258.730 3.7207652 6.7155633 28719.913 28790.862
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14997.724 15039.243 3.5718043 6.5418278 28451.969 28534.743
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 15024.443 15060.030 3.5902810 6.5611515 28478.216 28549.165
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 11555.945 11592.238 1.5298079 2.5931910 19348.896 19420.432
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 11127.165 11169.507 1.4280752 2.4606928 18767.808 18851.267
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 11737.617 11773.909 1.5748550 2.7307372 19968.962 20040.499
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 17534.975 17571.752 3.2004325 6.1076716 34661.580 34735.219
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17516.798 17559.704 3.1909303 6.0903963 34626.971 34712.884
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 11282.628 11324.969 1.4639844 2.5255286 19068.481 19151.941
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 17253.121 17296.027 3.0693215 5.9110585 34224.850 34310.763
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 11906.732 11943.025 1.6179800 2.9886300 21033.812 21105.348
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 11548.507 11584.800 1.5279913 2.5905083 19337.175 19408.712
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11122.091 11164.433 1.4269181 2.4586342 18758.143 18841.602
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17206.801 17249.708 3.0484425 5.8930546 34185.492 34271.405
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 11904.152 11940.445 1.6173133 2.9875454 21029.629 21101.166
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 12832.439 12862.682 1.8764362 3.0577595 21176.214 21235.828
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 12833.343 12869.636 1.8761079 3.0524400 21156.865 21228.402
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate 17534.067 17564.715 3.2009475 6.1082530 34658.829 34720.195
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 17518.515 17555.292 3.1926788 6.0921960 34626.810 34700.450
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17266.792 17309.698 3.0755110 5.9173980 34238.884 34324.797
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 17315.004 17351.781 3.0983524 5.9523587 34314.391 34388.031
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17237.730 17280.637 3.0623682 5.9075559 34217.814 34303.727
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 17283.071 17319.848 3.0838066 5.9415662 34291.505 34365.145
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 21850.558 21882.555 2.8246091 5.8124791 44778.645 44842.765
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 21846.225 21884.621 2.8225972 5.8094554 44773.223 44850.168
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21750.184 21794.979 2.7916330 5.7199947 44498.838 44588.607
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 21783.750 21822.146 2.8028263 5.7736883 44661.785 44738.730
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 12032.586 12069.470 1.3787233 2.4950513 21927.934 22001.303
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 11218.484 11261.515 1.2250960 2.2561324 20602.072 20687.669
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 10993.813 11036.844 1.1858927 2.1410794 19883.466 19969.063
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 21585.680 21630.475 2.7404391 5.6723526 44345.386 44435.155
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 12038.160 12075.043 1.3798361 2.4990294 21950.078 22023.447
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11223.400 11266.431 1.2259681 2.2587861 20618.148 20703.745
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11009.994 11053.025 1.1886739 2.1475525 19924.585 20010.182
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21573.465 21618.260 2.7366755 5.6920714 44405.909 44495.678
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate 12275.627 12306.364 1.4285072 2.5520720 22210.744 22271.885
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 12261.116 12298.000 1.4250970 2.5307451 22094.326 22167.695
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21602.070 21646.865 2.7454972 5.6674933 44330.881 44420.651
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 12348.235 12385.119 1.4431831 2.5480989 22177.162 22250.530
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 21752.039 21790.435 2.7928442 5.7525595 44595.800 44672.745
mod Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 12298.971 12335.854 1.4329276 2.5468818 22180.558 22253.927
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21613.798 21658.593 2.7491226 5.6798012 44369.664 44459.433
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 21778.368 21816.764 2.8011295 5.7829595 44690.003 44766.948
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 6587.475 6622.928 0.8100529 1.7430204 12820.917 12890.827
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 16917.905 16954.810 2.7728680 5.6187489 32103.283 32176.379
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16872.469 16915.524 2.7539579 5.5168934 31877.759 31963.038
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 6373.733 6409.185 0.7788537 1.6586931 12336.887 12406.796
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 16950.681 16987.586 2.7860099 5.5602372 31979.079 32052.175
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 6657.293 6692.746 0.8205124 1.7480062 12863.609 12933.519
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16985.183 17028.238 2.7991030 5.5798529 32030.037 32115.316
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 6495.542 6530.994 0.7964833 1.7049176 12606.137 12676.047
mod Pacific (28.05,28.1] cstar_tref ~ sal + phosphate + silicate 6620.311 6649.855 0.8152549 1.7375252 12798.590 12856.848
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6213.426 6254.787 0.7559674 1.6307499 12152.007 12233.568
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 16856.115 16899.170 2.7474682 5.5682545 31988.969 32074.248
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 6078.919 6120.281 0.7375116 1.4966841 11364.050 11445.611
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 16904.343 16947.398 2.7666498 5.5219785 31892.660 31977.940
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 6650.025 6685.478 0.8194174 1.7144881 12692.302 12762.211
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 16945.762 16988.817 2.7832301 5.5395063 31936.196 32021.475
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + silicate 6604.227 6639.680 0.8125504 1.7073955 12645.342 12715.251
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 16940.711 16977.616 2.7820057 5.6148593 32097.844 32170.941
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 16930.032 16973.087 2.7769217 5.5640701 31989.034 32074.314
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 7004.906 7040.358 0.8746335 1.6346084 12292.906 12362.816
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 16984.145 17027.201 2.7986841 5.5900914 32052.547 32137.827
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 17559.815 17599.122 1.3193748 2.2074523 30483.220 30561.588
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 17252.028 17289.212 2.5988448 5.1954986 31868.468 31941.842
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17252.381 17295.762 2.5982554 5.0829863 31599.680 31685.283
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 17157.686 17196.993 1.2690771 2.0657514 29002.564 29080.932
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 17472.527 17509.711 2.6789647 5.1638455 31818.198 31891.572
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 17533.289 17572.597 1.3159965 2.2066128 30485.042 30563.410
obs Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17380.727 17424.108 2.6445840 5.1701167 31828.260 31913.863
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 17023.259 17062.566 1.2526945 2.0397241 28747.190 28825.558
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 17529.726 17575.584 1.3152890 2.2028848 30449.743 30541.173
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 17375.654 17412.838 2.6434654 5.1569989 31791.880 31865.253
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17209.247 17252.628 2.5828683 5.0958708 31626.172 31711.775
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 17000.651 17046.509 1.2497185 2.0343317 28696.046 28787.476
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 17370.651 17414.032 2.6409174 5.1073147 31672.375 31757.978
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 17674.436 17713.743 1.3340731 2.2410086 30806.494 30884.862
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17535.220 17581.078 1.3159877 2.2041589 30461.674 30553.103
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17302.359 17345.740 2.6161984 5.2064263 31905.550 31991.153
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17009.850 17055.708 1.2508301 2.0364798 28718.354 28809.784
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17524.316 17567.697 2.6973950 5.1823562 31872.186 31957.789
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + silicate 17676.605 17715.912 1.3343528 2.2415270 30811.276 30889.644
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17510.359 17553.740 2.6922158 5.2145191 31950.018 32035.621

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

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26.5] 5 8 5 5 9 6 10
(26.5,26.75] 6 6 5 10 5 8 7
(26.75,27] 7 4 5 10 4 10 6
(27,27.25] 6 9 4 6 6 8 9
(27.25,27.5] 7 10 5 4 5 10 6
(27.5,27.75] 9 3 4 7 10 7 4
(27.75,27.85] 7 4 6 6 9 10 4
(27.85,27.95] 8 1 7 9 8 6 4
(27.95,28.05] 7 NA 7 10 6 6 6
(28.05,28.1] 7 NA 6 10 5 5 7
(28.1,28.15] 7 10 7 3 4 6 6
(28.15,28.2] 7 10 7 3 3 3 6
(28.2, Inf] 7 10 6 4 10 3 6
total 90.00 — 74.00 87.00 84.00 88.00 81.00
Indian - mod
(-Inf,26.5] 5 4 5 10 6 6 10
(26.5,26.75] 6 5 4 10 6 8 8
(26.75,27] 6 8 4 10 5 6 8
(27,27.25] 3 10 3 6 10 4 6
(27.25,27.5] 3 8 2 6 6 5 10
(27.5,27.75] 3 5 3 10 2 3 6
(27.75,27.85] 3 2 4 8 4 8 6
(27.85,27.95] 4 3 6 7 10 7 6
(27.95,28.05] 3 9 4 1 7 7 10
(28.05,28.1] 5 9 3 5 7 4 9
(28.1, Inf] 6 10 6 7 5 10 4
total 47.00 73.00 44.00 80.00 68.00 68.00 83.00
Pacific - mod
(-Inf,26.5] 6 5 6 10 6 7 8
(26.5,26.75] 6 5 5 10 4 7 9
(26.75,27] 6 6 5 10 4 6 9
(27,27.25] 6 9 4 10 6 5 7
(27.25,27.5] 4 5 4 6 10 10 8
(27.5,27.75] 3 6 4 5 10 10 7
(27.75,27.85] 5 5 3 3 10 9 6
(27.85,27.95] 7 6 3 2 8 6 10
(27.95,28.05] 6 7 4 3 6 7 10
(28.05,28.1] 5 4 2 6 9 10 5
(28.1, Inf] 5 4 5 4 10 10 6
total 59.00 62.00 45.00 69.00 83.00 87.00 85.00
Atlantic - obs
(-Inf,26.5] 9 9 7 8 6 4 4
(26.5,26.75] 5 6 5 10 4 6 10
(26.75,27] 3 4 7 10 4 6 10
(27,27.25] 4 6 6 10 5 5 10
(27.25,27.5] 4 5 6 10 6 5 10
(27.5,27.75] 7 4 6 10 4 10 6
(27.75,27.85] 6 5 6 10 6 10 4
(27.85,27.95] 5 4 5 10 8 10 4
(27.95,28.05] 4 4 5 10 10 9 5
(28.05,28.1] 4 6 6 10 10 5 5
(28.1,28.15] 3 5 7 10 5 5 10
(28.15,28.2] 5 4 5 10 6 6 10
(28.2, Inf] 9 4 4 10 10 5 4
total 68.00 66.00 75.00 128.00 84.00 86.00 92.00
Indian - obs
(-Inf,26.5] 5 4 5 10 6 6 10
(26.5,26.75] 5 6 5 10 6 4 10
(26.75,27] 5 6 5 10 7 5 9
(27,27.25] 5 5 5 10 10 6 5
(27.25,27.5] 5 8 3 10 6 9 6
(27.5,27.75] 5 7 3 10 6 10 6
(27.75,27.85] 5 5 4 10 6 7 10
(27.85,27.95] 6 5 4 10 5 6 10
(27.95,28.05] 7 5 3 10 5 5 10
(28.05,28.1] 9 4 2 10 6 6 7
(28.1, Inf] 10 4 3 10 6 5 5
total 67.00 59.00 42.00 110.00 69.00 69.00 88.00
Pacific - obs
(-Inf,26.5] 6 4 7 10 9 4 7
(26.5,26.75] 6 6 4 10 5 5 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] 5 4 5 10 10 6 6
(27.5,27.75] 5 5 5 10 9 7 6
(27.75,27.85] 3 4 7 10 4 6 10
(27.85,27.95] 7 4 3 10 4 6 10
(27.95,28.05] 7 3 5 10 5 8 6
(28.05,28.1] 7 7 3 10 7 7 6
(28.1, Inf] 7 6 3 10 9 6 6
total 65.00 54.00 52.00 110.00 75.00 65.00 81.00

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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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
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
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
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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
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
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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

9 VIF

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

Version Author Date
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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_0.7.5     
 [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_3.3.3    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         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-2        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_3.0.1                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.10           rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.13          farver_2.0.3             generics_0.1.0          
[40] jsonlite_1.7.1           zip_2.1.1                car_3.0-10              
[43] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[46] munsell_0.5.0            fansi_0.4.1              abind_1.4-5             
[49] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[52] yaml_2.2.1               carData_3.0-4            MASS_7.3-53             
[55] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[58] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[61] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[64] pillar_1.6.2             reprex_0.3.0             glue_1.4.2              
[67] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.14.0       
[70] modelr_0.1.8             vctrs_0.3.8              tweenr_1.0.2            
[73] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[76] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[79] openxlsx_4.2.3           xfun_0.25                RcppEigen_0.3.3.7.0     
[82] later_1.2.0              viridisLite_0.3.0        ellipsis_0.3.2          
[85] here_0.1