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 3080.8979 3106.501 4.4492220 9.3670439 4526.517 4572.954
obs Atlantic (-Inf,26.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 3080.5517 3110.422 4.4393291 9.3348796 4526.010 4580.186
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 3026.0313 3051.635 4.2235405 9.2956591 4486.355 4532.792
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3026.8346 3056.705 4.2187477 9.2747441 4487.643 4541.819
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2967.1672 2997.038 3.9865567 8.7701092 4401.609 4455.786
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 3089.4307 3119.739 3.7512424 10.6088786 7176.790 7237.981
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 3184.5004 3210.479 4.0902329 10.3038360 7149.738 7202.187
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3177.7297 3208.038 4.0583843 10.2719769 7144.965 7206.156
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3047.8619 3077.732 4.3037567 9.5527059 4526.498 4580.674
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3130.5771 3160.885 3.8913627 10.0423747 7085.483 7146.674
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2986.7598 3016.630 4.0613551 9.0957540 4445.531 4499.707
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 3114.3708 3144.679 3.8355594 10.1002677 7091.585 7152.776
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 3187.0157 3212.994 4.0994129 10.2307133 7136.012 7188.462
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3182.0856 3212.394 4.0741704 10.2000191 7131.999 7193.190
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3139.2278 3169.536 3.9214814 9.9414569 7067.906 7129.097
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3002.5850 3032.455 4.1227941 9.4975199 4492.493 4546.669
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3120.8212 3151.129 3.8576735 10.0306376 7080.066 7141.257
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3171.0755 3201.384 4.0343865 10.4387171 7175.137 7236.328
obs Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate 3076.0705 3101.674 4.4288911 9.5325939 4539.349 4585.786
obs Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3076.2301 3106.100 4.4211644 9.5009599 4539.274 4593.450
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4464.7183 4497.502 3.9205889 7.1631978 8049.874 8114.394
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4497.8925 4530.676 4.0028303 7.0603391 8002.170 8066.690
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 4532.0732 4560.173 4.0944933 7.1800805 8046.930 8102.233
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4525.4964 4558.280 4.0725760 7.2755221 8093.718 8158.238
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 4356.8729 4389.744 3.5436629 7.5025292 5896.886 5955.023
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4523.8270 4556.611 4.0683237 7.0743112 8004.720 8069.241
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 4402.0024 4434.873 3.6438947 7.6369995 5946.718 6004.854
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4542.9684 4575.752 4.1173485 7.1997166 8058.388 8122.909
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 4360.4868 4393.357 3.5515868 7.5436259 5905.056 5963.193
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4541.7951 4574.579 4.1143267 7.1442642 8033.608 8098.128
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4400.8609 4433.731 3.6413247 7.6737728 5950.929 6009.066
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 4431.7276 4459.902 3.7160481 7.6790060 5970.305 6020.137
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4497.1383 4529.922 4.0009416 7.0603296 8002.261 8066.781
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4406.4619 4439.332 3.6539517 7.6090147 5945.950 6004.087
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 4418.8480 4447.023 3.6865848 7.7036001 5964.823 6014.654
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 4556.1960 4584.296 4.1567711 7.2731944 8084.735 8140.038
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 4435.9967 4464.171 3.7258656 7.7295246 5980.153 6029.985
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4522.3074 4555.091 4.0644570 7.0660929 8001.208 8065.728
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4411.5541 4444.425 3.6654697 7.6461185 5954.563 6012.700
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 4420.2947 4448.470 3.6898827 7.7460154 5971.561 6021.392
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 6276.5546 6313.413 2.1614210 4.4390884 11815.065 11887.738
mod Atlantic (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 6979.9612 7011.554 2.7660257 5.1918300 12671.732 12734.023
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 6495.6071 6532.465 2.3334729 4.5503088 11967.415 12040.088
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 6790.4794 6822.072 2.5887086 4.8464123 12305.298 12367.589
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate 5837.8874 5867.807 3.5724300 7.8768714 8250.628 8304.746
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5836.1775 5871.083 3.5663107 7.8688574 8250.551 8313.689
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 6776.1183 6812.976 2.5739418 4.7038248 12149.332 12222.005
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 5771.3610 5806.267 3.4610759 7.5048549 8134.004 8197.141
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6826.5032 6863.361 2.6196889 4.8841348 12350.669 12423.342
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5815.0474 5849.953 3.5316574 7.5474987 8171.908 8235.046
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate 5836.1166 5861.049 3.5728083 7.9038592 8251.997 8297.095
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 5836.4176 5866.337 3.5700044 7.8841922 8251.045 8305.162
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 6360.2871 6397.145 2.2256365 4.3318519 11705.967 11778.640
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5774.1411 5809.047 3.4655253 7.5713403 8149.481 8212.619
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 7091.3696 7122.962 2.8758996 5.2365116 12716.015 12778.306
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 5776.0319 5805.951 3.4717617 7.5803694 8149.939 8204.057
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 6439.9513 6476.809 2.2885023 4.4355132 11832.901 11905.573
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5826.6391 5861.545 3.5506260 7.6403680 8198.708 8261.845
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 7144.5127 7176.105 2.9298377 5.3817970 12862.708 12924.999
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 5827.5786 5857.498 3.5554522 7.6485838 8198.338 8252.456
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8176.0382 8214.634 2.2422430 4.5684865 14934.354 15010.096
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 8189.5411 8228.137 2.2505170 4.4594311 14793.631 14869.373
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10540.1229 10578.233 5.2533984 10.1344057 14970.429 15040.738
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 8449.2041 8487.800 2.4157022 5.0094305 15531.868 15607.610
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 10506.7444 10544.854 5.2023757 10.0453394 14925.549 14995.857
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8031.2102 8069.806 2.1553884 4.1988553 14403.297 14479.039
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 8663.5690 8702.165 2.5611691 5.0153068 15581.377 15657.118
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10541.7116 10579.821 5.2558393 10.1302537 14970.031 15040.340
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8485.6410 8524.237 2.4398319 4.9772165 15502.857 15578.598
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10509.0960 10547.206 5.2059540 10.0203260 14919.196 14989.505
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 8267.7838 8300.866 2.3003202 4.5204901 14885.020 14949.942
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 10544.0075 10576.673 5.2624454 10.1446130 14972.663 15032.928
mod Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8265.1750 8303.771 2.2974301 4.4870131 14843.071 14918.813
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10503.0365 10541.146 5.1967385 9.9942431 14907.977 14978.286
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + phosphate + silicate 10510.6466 10543.312 5.2113617 10.2095019 14973.813 15034.078
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 8115.5721 8148.654 2.2067669 4.2590677 14498.514 14563.436
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 10542.4914 10575.157 5.2601131 10.1351600 14969.002 15029.266
mod Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 8117.2646 8155.861 2.2065818 4.2305753 14460.818 14536.559
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10504.4433 10542.553 5.1988765 9.9768167 14903.377 14973.686
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + phosphate + silicate 10523.8321 10556.498 5.2314923 10.2220015 14984.752 15045.017
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate 12990.5183 13024.348 5.5118970 10.7477940 20694.859 20759.478
mod Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 14005.6335 14046.649 3.6043772 7.1238927 25965.576 26046.563
obs Atlantic (27.25,27.5] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12986.5257 13025.993 5.5039473 10.6913735 20669.596 20744.986
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 13715.5705 13750.727 3.4094071 6.7814852 25482.566 25551.983
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13636.7235 13677.739 3.3566078 6.6090476 25244.534 25325.522
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 12986.9568 13026.424 5.5045189 10.7129597 20680.143 20755.532
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 13687.6428 13728.659 3.3897659 6.6942693 25366.314 25447.301
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 13543.1957 13584.212 3.2965462 6.4037958 24947.238 25028.226
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate 13011.2310 13045.060 5.5394624 10.7572136 20706.886 20771.505
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 12979.3171 13018.785 5.4943999 10.6832102 20663.055 20738.445
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 13012.7544 13052.222 5.5388265 10.7490115 20706.778 20782.168
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13453.2392 13494.255 3.2397922 6.2301356 24686.165 24767.153
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12982.1048 13021.572 5.4980901 10.6919055 20668.255 20743.645
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 13854.3052 13889.462 3.5019542 6.7074746 25395.279 25464.696
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate 12987.4784 13021.308 5.5078629 10.7368934 20688.536 20753.155
mod Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13730.1085 13771.124 3.4176694 6.6137758 25259.959 25340.946
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 12980.5700 13020.037 5.4960581 10.6644736 20654.455 20729.844
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 13832.3290 13867.486 3.4871286 6.5765872 25208.750 25278.168
mod Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13601.6754 13642.691 3.3339734 6.3988588 24944.464 25025.452
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12983.5741 13023.041 5.5000361 10.6688896 20657.671 20733.060
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + phosphate + silicate 13620.7951 13654.970 5.3408027 10.1291377 23913.553 23980.435
obs Atlantic (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate + silicate 13698.2084 13732.383 5.4356433 10.4114103 24123.205 24190.087
obs Atlantic (27.5,27.75] cstar_tref ~ aou + phosphate + silicate 13723.5169 13751.996 5.4694999 10.5330352 24206.733 24262.468
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 15761.8025 15804.392 2.7429385 5.3956671 29798.154 29882.619
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 16059.2883 16095.794 2.8725610 5.3531520 29700.750 29773.148
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate 13758.3161 13792.491 5.5104426 10.5692445 24240.311 24307.193
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 14471.7219 14514.312 2.2481945 4.5669919 27720.207 27804.671
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 13620.4332 13660.303 5.3379351 10.1258603 23914.896 23992.925
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate 16124.4739 16154.895 2.9024713 5.4415866 29900.491 29960.822
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 14577.5923 14614.098 2.2858975 4.6481583 27932.826 28005.224
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 13671.8345 13706.009 5.4031445 10.2739545 24023.407 24090.289
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 15772.1457 15814.736 2.7473161 5.4096649 29829.696 29914.160
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate 16098.4141 16134.920 2.8899417 5.3872070 29779.107 29851.505
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 14514.1967 14556.786 2.2629655 4.5940125 27793.536 27878.000
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 13630.8126 13670.683 5.3505477 10.1447180 23929.765 24007.794
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15842.3357 15884.925 2.7772084 5.4842494 29997.374 30081.838
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14717.9298 14760.520 2.3351762 4.7250030 28143.104 28227.568
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13643.0703 13682.941 5.3654811 10.1724638 23951.214 24029.243
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 13630.4941 13664.669 5.3525938 10.1468050 23927.476 23994.358
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 13644.2005 13678.375 5.3693013 10.1764985 23950.498 24017.380
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 7831.1183 7864.308 1.9664235 4.1842826 14875.055 14940.461
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + phosphate + silicate 8611.4266 8643.011 4.9138865 9.2059004 15927.691 15990.156
obs Atlantic (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 8614.9987 8641.319 4.9234829 9.2809503 15967.706 16019.760
obs Atlantic (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 8621.2237 8647.544 4.9342259 9.3384542 16001.043 16053.097
obs Atlantic (27.75,27.85] cstar_tref ~ phosphate + nitrate + silicate 8591.6250 8617.945 4.8833533 9.3974789 16034.046 16086.100
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 7793.8353 7827.025 1.9468766 4.1751698 14852.669 14918.076
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7505.4178 7544.139 1.8011190 3.9630178 14470.241 14546.549
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 7086.5288 7125.250 1.6098897 3.5759982 13750.042 13826.350
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 7513.0922 7546.281 1.8057941 3.8972338 14370.747 14436.154
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 8606.1920 8637.776 4.9048883 9.1870706 15916.631 15979.096
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 8074.6094 8107.799 2.0989990 4.4203916 15263.359 15328.766
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + silicate 8605.7061 8637.290 4.9040540 9.2062722 15928.002 15990.467
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 7639.5322 7678.253 1.8670217 4.0683245 14661.686 14737.994
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 7263.6222 7302.343 1.6881248 3.7094129 14014.988 14091.296
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 8606.6721 8643.520 4.9022788 9.1844344 15919.096 15991.971
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7771.7170 7810.438 1.9343353 4.1932415 14875.859 14952.167
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 7411.2540 7449.975 1.7562427 3.8342566 14250.468 14326.777
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8607.6621 8644.510 4.9039784 9.1962875 15926.101 15998.977
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 8611.4765 8643.061 4.9139724 9.2109838 15930.697 15993.161
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 8611.6666 8643.251 4.9142995 9.2177572 15934.694 15997.159
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate 8879.5815 8907.493 2.3169505 5.5361388 17626.898 17681.966
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 12252.7389 12291.868 5.3376051 9.6405751 23152.258 23230.201
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 8649.0509 8682.544 2.1837061 5.4028903 17398.363 17464.445
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + phosphate + silicate 12255.6402 12289.179 5.3442222 9.6480608 23153.922 23220.731
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 8693.1394 8732.215 2.2072424 5.5088659 17529.819 17606.913
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate 8711.6563 8745.150 2.2188074 5.3141922 17328.576 17394.658
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8159.8673 8198.943 1.9269011 5.0073619 16762.471 16839.566
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 12247.9285 12287.057 5.3311186 9.4838812 23013.067 23091.009
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 8921.8434 8955.337 2.3408335 5.5579368 17668.973 17735.054
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 12260.9447 12294.484 5.3513930 9.5264538 23044.336 23111.144
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 12148.1971 12187.326 5.1984002 9.2319176 22803.147 22881.090
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 12156.2276 12189.767 5.2115975 9.2629580 22825.871 22892.679
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 8915.6235 8949.117 2.3371279 5.4662913 17569.185 17635.266
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 8339.0385 8378.114 2.0168767 5.1241194 16970.867 17047.962
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 11808.6024 11847.731 4.7707713 8.6043752 22271.300 22349.243
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 9027.4159 9060.909 2.4046339 5.5617144 17710.963 17777.044
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 8441.8352 8480.911 2.0703832 5.1993956 17097.234 17174.328
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11809.4283 11848.557 4.7717673 8.6051067 22271.865 22349.808
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 11800.3169 11839.446 4.7607898 8.5914057 22260.065 22338.008
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + phosphate + silicate 11808.2207 11841.760 4.7727233 8.6169528 22279.386 22346.194
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate 11105.7838 11134.292 2.9717471 6.3767299 21755.958 21812.500
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + phosphate + silicate 11000.8464 11035.056 2.9007749 6.2520621 21589.057 21656.909
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate 10931.0267 10965.237 2.8553542 6.1700374 21475.044 21542.896
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 10812.2050 10852.117 2.7784282 6.0744164 21335.463 21414.622
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 14471.3519 14511.564 5.5384444 9.6288825 27085.096 27165.270
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14621.0623 14661.274 5.7209368 10.1335352 27572.623 27652.797
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + phosphate + silicate 14622.5705 14657.038 5.7252845 10.1668658 27601.303 27670.024
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14535.3661 14575.578 5.6157524 9.8414319 27294.055 27374.229
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + phosphate + silicate 14538.2735 14572.741 5.6217232 9.8654995 27314.004 27382.725
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 10942.1832 10976.393 2.8625640 6.4200672 21770.685 21838.536
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 10768.1243 10808.036 2.7508815 6.2623871 21546.258 21625.417
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 14500.2094 14540.421 5.5731621 9.6814912 27133.401 27213.575
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 10955.0317 10989.242 2.8708897 6.5326125 21899.726 21967.577
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14785.8786 14826.091 5.9288042 10.5011448 27895.901 27976.075
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 10750.8014 10790.713 2.7401310 6.3460000 21635.643 21714.803
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14493.4811 14533.693 5.5650480 9.6697647 27122.752 27202.926
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 14545.8927 14586.105 5.6285678 9.7835110 27229.358 27309.532
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + phosphate + silicate 14545.8539 14580.321 5.6309587 9.7896031 27231.287 27300.007
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 11005.0632 11039.273 2.9035412 6.4580789 21830.209 21898.061
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 11016.0820 11050.292 2.9107820 6.5602769 21947.316 22015.167
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate 4684.5463 4711.413 1.0494605 2.3657124 10422.730 10476.762
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + phosphate + silicate 4668.0912 4700.331 1.0433990 2.2815919 10201.515 10266.354
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + phosphate 4682.4194 4714.660 1.0481020 2.3626852 10418.313 10483.152
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate 13095.0408 13123.090 6.1912867 10.6517996 23625.311 23680.852
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 13088.7690 13122.428 6.1786106 10.6335019 23616.487 23683.136
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 13087.7138 13126.983 6.1739352 10.6143244 23605.661 23683.418
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 13094.3610 13128.020 6.1871772 10.6354518 23616.713 23683.362
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 4760.2786 4792.519 1.0740310 2.3973860 10518.664 10583.503
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 13088.4317 13122.091 6.1780942 10.6235372 23608.485 23675.134
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13080.1495 13119.419 6.1623749 10.6002713 23596.069 23673.826
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 4750.4713 4788.085 1.0700580 2.3230044 10325.955 10401.600
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 13089.4730 13128.742 6.1766270 10.6146162 23605.468 23683.225
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 4791.5591 4823.799 1.0846279 2.4109620 10557.550 10622.388
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate 13067.7958 13101.455 6.1465866 10.4933761 23506.833 23573.482
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13061.5905 13100.860 6.1341031 10.4764608 23498.946 23576.703
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4784.1583 4821.772 1.0814322 2.3398340 10374.336 10449.981
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 13068.6412 13107.910 6.1448285 10.4859089 23504.934 23582.692
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate 4774.4737 4801.341 1.0795044 2.4031728 10531.660 10585.692
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 4767.6505 4799.891 1.0765190 2.3322771 10348.715 10413.554
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 4804.1996 4836.440 1.0889397 2.3505728 10401.050 10465.889
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 5550.7612 5584.958 0.8486387 1.8306827 12062.563 12131.256
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + phosphate + nitrate 5595.8446 5630.041 0.8573509 1.8168487 11999.878 12068.570
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5518.4850 5558.381 0.8420742 1.8241142 12032.268 12112.409
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + phosphate 5757.5286 5791.725 0.8893377 1.8978677 12392.815 12461.507
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 5641.5790 5681.475 0.8658878 1.8662917 12241.327 12321.468
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate 13044.0526 13077.625 6.4050887 10.6313965 23970.833 24037.728
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13046.0382 13085.206 6.4050656 10.6313720 23974.817 24052.861
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + phosphate + silicate 13011.2418 13050.409 6.3492834 10.5511155 23917.858 23995.902
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5692.4065 5732.302 0.8759162 1.8868974 12340.956 12421.097
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate 13003.9424 13037.515 6.3408307 10.4514779 23824.835 23891.730
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13005.1966 13044.364 6.3396419 10.4488579 23826.760 23904.805
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 12972.5612 13011.729 6.2878446 10.3835279 23781.537 23859.582
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 5656.5457 5690.742 0.8692226 1.8701550 12256.745 12325.437
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + phosphate + nitrate 5710.4166 5744.613 0.8798960 1.8567994 12197.866 12266.559
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 5706.4233 5740.620 0.8791004 1.8907438 12356.011 12424.704
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate 13006.9091 13034.886 6.3487525 10.5491597 23908.231 23963.977
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 5760.3135 5794.510 0.8898990 1.8763462 12292.873 12361.565
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate 13008.0656 13041.638 6.3474064 10.5471925 23910.823 23977.718
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 12986.7450 13025.913 6.3103043 10.5064175 23888.164 23966.208
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + phosphate + silicate 12984.8716 13018.444 6.3105050 10.5071527 23884.777 23951.672
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate 2728.7236 2756.262 0.5102491 1.1578687 5737.470 5791.651
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 2619.5469 2652.593 0.4949167 1.1424423 5629.851 5694.868
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + phosphate + nitrate 2723.5911 2756.637 0.5092513 1.1545891 5723.586 5788.603
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 2728.8448 2761.891 0.5099861 1.1194390 5554.572 5619.589
obs Atlantic (28.15,28.2] cstar_tref ~ sal + aou + phosphate 6147.4275 6171.625 6.4664173 11.4151248 12380.677 12429.566
obs Atlantic (28.15,28.2] cstar_tref ~ sal + aou + phosphate + silicate 6148.7229 6177.760 6.4639786 11.3830898 12371.604 12430.270
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 2822.4711 2855.517 0.5232591 1.1345292 5657.267 5722.284
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate 6043.1117 6072.149 6.1086633 10.8492729 12189.777 12248.443
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + phosphate + silicate 6044.3389 6078.215 6.1061366 10.8186838 12180.761 12249.206
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 2846.8373 2879.883 0.5267696 1.1392602 5687.709 5752.725
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate 6042.3479 6071.385 6.1061660 10.8153112 12175.281 12233.948
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 6042.1318 6076.008 6.0989263 10.7670604 12159.029 12227.473
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate 2829.4454 2856.984 0.5245493 1.1780962 5865.944 5920.124
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 2692.0635 2725.110 0.5048643 1.1583179 5730.127 5795.143
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate 6041.1192 6065.317 6.1086879 11.1179667 12299.454 12348.343
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + nitrate 2827.1413 2860.187 0.5239301 1.1745538 5851.985 5917.002
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + phosphate + silicate 6042.3417 6071.379 6.1061459 11.1145303 12302.309 12360.975
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 2712.3769 2745.423 0.5076865 1.1636694 5762.207 5827.224
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate 6040.3567 6064.554 6.1061949 11.0365481 12265.945 12314.833
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + phosphate + silicate 6040.2628 6069.300 6.0993541 11.0296936 12267.845 12326.512
obs Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 8414.8064 8451.380 5.1569744 9.5746581 16102.638 16175.515
obs Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + phosphate + silicate 8413.8528 8445.201 5.1589399 9.6033098 16115.596 16178.062
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 2660.4058 2694.426 0.4488716 0.9717048 5267.267 5333.860
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2662.0247 2701.714 0.4488317 0.9675309 5244.150 5321.842
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate 8432.5748 8463.923 5.1942333 9.5657198 16090.633 16153.098
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 2661.2614 2700.951 0.4487518 0.9694463 5256.317 5334.009
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 8433.9028 8470.476 5.1929623 9.5470088 16083.400 16156.276
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 8410.7673 8447.341 5.1493945 9.5119498 16065.422 16138.298
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 2714.9595 2748.979 0.4546215 0.9875310 5386.113 5452.706
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 8440.9656 8477.539 5.2063358 9.6087949 16119.676 16192.553
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 2656.0753 2690.095 0.4484183 0.9712979 5263.235 5329.829
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 2657.7142 2697.404 0.4483805 0.9669768 5239.171 5316.863
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate 8465.3390 8496.687 5.2565799 9.6223325 16119.929 16182.395
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2656.9628 2696.653 0.4483019 0.9689483 5251.707 5329.399
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 8467.2603 8503.834 5.2564292 9.6027582 16112.070 16184.946
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 8430.5308 8467.104 5.1865894 9.5480719 16084.536 16157.412
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 2674.9637 2708.983 0.4503988 0.9730787 5280.837 5347.430
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2676.8699 2716.560 0.4503890 0.9694014 5261.028 5338.720
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2674.9701 2714.660 0.4501894 0.9710760 5271.268 5348.961
obs Atlantic (28.2, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 8439.0311 8475.604 5.2026695 9.6023928 16116.100 16188.976
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 1895.1488 1922.174 3.5281041 7.2619324 4065.410 4120.270
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate 2842.1573 2868.082 3.0838134 6.3187932 6852.503 6906.314
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 2765.3465 2795.592 2.8728194 6.0659357 6757.608 6820.387
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2270.0793 2300.325 1.8402652 4.0226615 5675.495 5738.275
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1897.5234 1924.549 3.5400582 7.2504401 4062.821 4117.681
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 2807.0399 2832.965 2.9879472 6.1540164 6784.184 6837.995
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 2728.2113 2758.457 2.7784660 5.9111522 6691.010 6753.789
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2231.0677 2261.313 1.7768238 3.8830335 5581.691 5644.470
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + phosphate 1799.6619 1818.966 3.0970107 7.0803979 4016.906 4056.092
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + phosphate + nitrate 1781.1666 1804.331 3.0078991 6.9338784 3988.971 4035.994
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 1775.4875 1802.513 2.9751752 6.7124755 3946.482 4001.341
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + phosphate + silicate 1789.2099 1812.375 3.0425605 6.7992287 3962.277 4009.300
obs Indian (-Inf,26.5] cstar_tref ~ temp + aou + nitrate + silicate 1903.4019 1926.567 3.5800121 7.3700786 4083.444 4130.467
mod Indian (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2452.2452 2482.491 2.1678328 4.3553759 5861.294 5924.073
mod Indian (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + silicate 2456.4586 2482.383 2.1799797 4.4771510 5938.910 5992.721
obs Indian (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + silicate 1842.3424 1865.507 3.2817831 6.7836945 3960.073 4007.096
obs Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 1904.3376 1927.502 3.5847869 7.3357579 4076.209 4123.232
mod Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2390.9405 2421.186 2.0515547 4.1444938 5731.818 5794.597
mod Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 2397.8226 2423.747 2.0680072 4.2548266 5804.361 5858.172
obs Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 1836.8938 1860.058 3.2564096 6.6854673 3938.058 3985.081
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1267.7443 1294.710 1.4658250 3.0037377 3837.566 3896.299
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + phosphate + silicate 1269.7499 1292.863 1.4742854 3.0646648 3883.933 3934.275
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate 1101.4078 1121.316 3.4944588 6.6805580 3917.984 3963.687
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1300.7661 1327.731 1.5370474 3.1826439 3964.117 4022.850
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1102.2402 1125.467 3.4844735 6.6131175 3901.018 3954.337
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1086.2808 1113.246 1.1294093 2.3351272 3319.792 3378.524
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 1099.5402 1122.767 3.4614903 6.6368706 3914.450 3967.770
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate 1101.5211 1121.430 3.4954295 6.6681078 3913.505 3959.207
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1295.9401 1322.905 1.5264265 3.1678244 3955.761 4014.493
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1102.3632 1125.590 3.4855234 6.6020484 3896.918 3950.238
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1087.5736 1114.539 1.1315091 2.3325142 3315.672 3374.404
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1099.7398 1122.967 3.4631841 6.6250548 3910.011 3963.331
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 974.3988 1001.364 0.9616977 2.2380958 3286.638 3345.371
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1102.5012 1125.728 3.4867028 6.6420305 3910.519 3963.838
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 1084.5777 1107.691 1.1298913 2.4533740 3444.879 3495.221
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 1110.9580 1130.867 3.5772198 6.7169058 3911.569 3957.271
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 976.4769 1003.442 0.9645734 2.2296391 3276.392 3335.124
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1102.4553 1125.682 3.4863109 6.6255012 3904.894 3958.214
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1086.9812 1110.094 1.1337998 2.4459458 3435.394 3485.736
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 1101.6687 1121.577 3.4966944 6.7049853 3925.797 3971.500
mod Indian (26.75,27] cstar_tref ~ aou + phosphate + nitrate + silicate 1593.1966 1618.087 1.3104546 3.2365072 5235.416 5288.952
obs Indian (26.75,27] cstar_tref ~ aou + phosphate + nitrate + silicate 1889.7404 1912.784 3.7074165 6.6783236 6812.024 6864.387
obs Indian (26.75,27] cstar_tref ~ oxygen + phosphate + nitrate + silicate 1891.5034 1914.547 3.7169290 6.6923763 6816.777 6869.140
mod Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1593.4823 1622.522 1.3080567 3.2041863 5210.301 5272.759
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1888.5124 1915.397 3.6900629 6.6515154 6806.555 6867.645
obs Indian (26.75,27] cstar_tref ~ sal + aou + phosphate + silicate 1887.4768 1910.521 3.6952387 6.6712410 6813.116 6865.479
obs Indian (26.75,27] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1889.7405 1916.625 3.6966555 6.6668482 6813.554 6874.644
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1639.4662 1668.505 1.3739236 3.2304231 5219.321 5281.780
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 1615.8063 1644.846 1.3396294 2.9964926 4996.570 5059.028
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 1889.2104 1916.095 3.6938082 6.6573863 6808.658 6869.748
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1639.1490 1668.188 1.3734582 3.2277980 5216.967 5279.426
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1893.9039 1920.788 3.7190935 6.6965424 6822.495 6883.585
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1616.4855 1645.525 1.3406018 2.9972584 4997.031 5059.489
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1888.3630 1915.247 3.6892614 6.6469608 6803.923 6865.013
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 1642.1005 1666.991 1.3807432 3.2552966 5236.891 5290.427
mod Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 1545.6406 1574.680 1.2428780 2.8701735 4894.892 4957.351
obs Indian (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 1889.6666 1912.710 3.7070191 6.6806928 6813.773 6866.136
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 1640.5783 1665.469 1.3784994 3.2496145 5232.156 5285.692
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 1546.8323 1575.872 1.2444613 2.8680917 4892.138 4954.597
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + phosphate + silicate 1889.3602 1912.404 3.7053687 6.6716581 6808.598 6860.962
mod Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 2327.3959 2353.112 2.0894975 4.2294363 6528.810 6583.733
obs Indian (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 1985.1184 2012.935 2.9708428 6.0582867 5833.819 5894.004
mod Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate 2324.4774 2350.193 2.0838271 4.2247136 6526.742 6581.666
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 1981.0892 2008.906 2.9556528 6.0076632 5812.406 5872.591
obs Indian (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 1981.3694 2005.212 2.9642396 6.0163099 5810.716 5862.303
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate 2330.2082 2351.638 2.0988809 4.2405283 6531.156 6576.926
mod Indian (27,27.25] cstar_tref ~ sal + phosphate + nitrate + silicate 2332.2081 2357.924 2.0988808 4.2049432 6502.952 6557.876
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 2324.8543 2350.570 2.0845585 4.2265601 6528.120 6583.044
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2314.6231 2344.625 2.0609533 4.1376426 6460.372 6524.450
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 1976.0756 1999.918 2.9443422 6.0268926 5820.388 5871.975
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 1977.9073 2005.724 2.9437117 6.0251981 5823.699 5883.884
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 1978.0702 2005.887 2.9443217 5.9184110 5770.438 5830.623
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 2324.2917 2350.008 2.0834668 4.2252216 6527.336 6582.260
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2313.5413 2343.543 2.0588784 4.1378892 6461.438 6525.516
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 1978.0784 2001.921 2.9518540 6.0592647 5834.487 5886.075
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 1980.0178 2007.834 2.9516264 6.0540632 5836.014 5896.199
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 1980.0722 2007.889 2.9518308 5.9378883 5778.488 5838.673
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate 2317.3909 2343.107 2.0701228 4.2114141 6520.019 6574.943
mod Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2315.2370 2345.239 2.0621316 4.1343740 6456.866 6520.944
obs Indian (27,27.25] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2003.0466 2030.863 3.0393848 5.9671431 5771.769 5831.954
obs Indian (27.25,27.5] cstar_tref ~ oxygen + phosphate + nitrate + silicate 2728.3704 2754.064 3.0640126 6.0528209 8029.434 8084.878
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2728.0730 2758.049 3.0574410 6.0144352 8008.620 8073.305
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 2726.1443 2751.838 3.0576447 6.0151539 8005.058 8060.502
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2727.6931 2757.669 3.0563557 6.0104845 8006.201 8070.886
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 2726.9120 2752.606 3.0598394 6.0165752 8005.275 8060.720
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 2704.9092 2732.233 1.6472183 3.2665579 7488.311 7546.444
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2645.2759 2677.153 1.5764722 3.1083388 7291.294 7359.116
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 2726.9360 2756.912 3.0541938 6.0036251 8002.095 8066.780
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 2643.2940 2670.618 1.5764926 3.1269450 7317.582 7375.715
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2645.2939 2677.171 1.5764925 3.1121323 7297.487 7365.309
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2728.8280 2758.804 3.0595991 6.0119967 8006.102 8070.787
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate 2642.3682 2669.692 1.5754533 3.1423656 7343.162 7401.295
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2610.7771 2642.655 1.5382075 3.0574931 7236.096 7303.917
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2735.5095 2765.485 3.0787641 6.0148691 8001.141 8065.826
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate 2565.0007 2587.770 1.4931120 3.2068284 7488.584 7537.028
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2729.1568 2759.133 3.0605395 6.0301584 8018.668 8083.353
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + phosphate + silicate 2732.8506 2758.544 3.0768688 6.0502606 8023.033 8078.477
mod Indian (27.25,27.5] cstar_tref ~ temp + oxygen + phosphate 2570.1876 2592.957 1.4986383 3.1917105 7463.351 7511.795
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate 2695.3049 2718.075 1.6383207 3.2424385 7453.001 7501.445
mod Indian (27.25,27.5] cstar_tref ~ temp + phosphate + nitrate + silicate 2697.0548 2724.378 1.6380290 3.2414812 7455.710 7513.842
mod Indian (27.5,27.75] cstar_tref ~ aou + phosphate + nitrate 3791.5801 3815.793 1.8202619 3.2148215 9045.623 9096.392
mod Indian (27.5,27.75] cstar_tref ~ oxygen + phosphate + nitrate 3795.8282 3820.042 1.8243929 3.2175958 9046.957 9097.726
mod Indian (27.5,27.75] cstar_tref ~ phosphate + nitrate 3796.7237 3816.094 1.8272139 3.2246692 9054.977 9095.592
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 3689.2586 3721.467 2.9383271 5.8426167 9901.166 9969.274
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + phosphate + silicate 3742.1711 3769.778 3.0500106 6.1969118 10152.171 10210.549
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 3691.2711 3723.480 2.9423471 5.8434256 9900.420 9968.528
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 3739.5901 3767.198 3.0446676 6.1268922 10097.798 10156.176
mod Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate 3790.3715 3814.585 1.8190884 3.2084247 9033.179 9083.949
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + nitrate + silicate 3705.4195 3733.027 2.9748035 6.0061158 10022.087 10080.466
obs Indian (27.5,27.75] cstar_tref ~ sal + phosphate + silicate 3741.3274 3764.334 3.0524076 6.2521048 10190.822 10239.471
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 3731.5332 3763.742 3.0239367 6.0122665 10014.584 10082.692
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3732.7558 3764.964 3.0264494 6.0150271 10016.014 10084.122
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3699.1686 3731.377 2.9581756 5.8856959 9930.946 9999.054
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 3798.1042 3827.160 1.8246616 3.5285379 9653.926 9714.850
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 3734.0297 3761.637 3.0331882 6.0263186 10019.084 10077.462
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate 3764.8027 3789.016 1.7944374 3.4028110 9445.924 9496.693
mod Indian (27.5,27.75] cstar_tref ~ temp + aou + phosphate + silicate 3316.3038 3345.360 1.4109980 2.7452992 8440.098 8501.022
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate 3703.8740 3728.087 1.7370337 3.2982575 9295.913 9346.683
mod Indian (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + silicate 3311.1326 3340.189 1.4071097 2.7190056 8384.226 8445.149
mod Indian (27.5,27.75] cstar_tref ~ temp + phosphate + nitrate 3798.2233 3822.437 1.8267261 3.2149312 9038.592 9089.362
mod Indian (27.75,27.85] cstar_tref ~ aou + phosphate + silicate 2003.5490 2024.511 1.8579154 4.0067145 5848.385 5893.236
mod Indian (27.75,27.85] cstar_tref ~ oxygen + phosphate + silicate 1990.8945 2011.856 1.8340305 3.9742929 5828.741 5873.591
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 2168.3993 2196.894 2.9119428 5.7092892 5785.281 5845.985
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate 2196.4128 2217.375 2.2629230 4.3590855 5997.699 6042.549
obs Indian (27.75,27.85] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 2164.2736 2192.769 2.8981031 5.6828921 5774.532 5835.236
obs Indian (27.75,27.85] cstar_tref ~ sal + phosphate + nitrate + silicate 2202.7620 2227.186 3.0368164 5.9029517 5853.403 5905.435
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 2191.9810 2220.476 2.9923261 5.9348230 5883.327 5944.031
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 2164.7364 2189.891 2.1863279 4.4265675 6084.752 6138.572
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2191.0740 2219.569 2.9891940 5.9204855 5876.804 5937.508
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 2167.3645 2195.860 2.9084652 5.6979271 5780.091 5840.795
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 2032.4607 2057.615 1.9097497 3.9154767 5758.304 5812.124
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + phosphate + silicate 2198.4602 2222.885 3.0217685 6.0098165 5910.419 5962.451
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 2155.4684 2180.623 2.1657073 4.4893597 6139.679 6193.499
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 2209.9656 2238.461 3.0551189 6.0646558 5934.472 5995.176
mod Indian (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 1992.2907 2017.445 1.8328985 3.9756210 5834.154 5887.974
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 2153.0013 2178.155 2.1602508 4.4822038 6135.927 6189.747
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 2210.9155 2239.411 3.0584719 6.0625045 5932.728 5993.431
mod Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 1992.0355 2017.190 1.8324203 3.9726565 5831.860 5885.680
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 2208.9209 2233.345 3.0584908 6.0761553 5935.398 5987.429
mod Indian (27.75,27.85] cstar_tref ~ temp + phosphate + silicate 2034.0101 2054.972 1.9166934 4.0964723 5903.983 5948.833
mod Indian (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 2469.3042 2495.676 1.8818091 3.6015202 6121.096 6176.466
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 2562.3545 2588.726 2.0337980 3.7643966 6225.860 6281.230
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate 2567.7212 2589.698 2.0463427 3.8094765 6263.795 6309.937
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + phosphate + silicate 2332.8842 2359.256 1.6792722 3.1609591 5708.179 5763.548
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2567.3665 2598.133 2.0389177 3.7868559 6251.375 6315.973
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 2575.3859 2601.757 2.0560416 3.8313105 6286.191 6341.560
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 3348.4108 3375.328 3.0773152 6.0897896 8423.985 8480.373
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3350.2963 3381.699 3.0770466 6.0664705 8412.447 8478.232
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 2324.0179 2354.785 1.6641094 3.1496026 5706.074 5770.672
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 3296.4339 3327.837 2.9532804 5.9424672 8358.425 8424.211
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2559.5457 2590.313 2.0256507 3.7562189 6225.019 6289.617
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate 2569.4112 2595.783 2.0458131 3.8080305 6266.520 6321.890
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 3361.0301 3392.433 3.1023239 6.0923676 8423.597 8489.382
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 2320.3140 2351.081 1.6589724 3.1336954 5688.865 5753.463
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3295.9669 3327.370 2.9522294 5.9319313 8351.577 8417.362
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 3311.0457 3342.449 2.9863551 5.9837159 8378.521 8444.306
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3304.3104 3335.713 2.9710635 6.0046959 8395.938 8461.724
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 3303.6394 3330.556 2.9740746 6.0078616 8393.370 8449.757
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 3305.7874 3337.191 2.9744103 6.0017126 8393.221 8459.007
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 3306.1287 3333.046 2.9797230 6.0087892 8392.732 8449.120
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 3084.4342 3113.407 1.2758774 2.7856263 7911.654 7971.715
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 3079.4758 3113.277 1.2710823 2.7788455 7905.234 7975.306
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 5471.4733 5501.235 3.2250370 6.3460326 12806.981 12868.344
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 5472.4769 5507.199 3.2235130 6.3317019 12798.208 12869.798
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 3015.9420 3049.743 1.2281254 2.7317081 7834.398 7904.470
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 5450.4383 5485.161 3.1899875 6.2831565 12762.296 12833.886
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 3078.9652 3107.937 1.2721071 2.7843045 7910.446 7970.508
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate 3085.8270 3109.971 1.2782219 2.7913712 7916.963 7967.015
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 3084.3650 3113.337 1.2758296 2.7888219 7917.228 7977.290
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 3083.6796 3112.652 1.2753565 2.7846342 7910.078 7970.140
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3078.4259 3112.227 1.2703604 2.7774846 7903.069 7973.141
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 5503.0512 5532.813 3.2737119 6.4069238 12849.747 12911.110
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 5505.0042 5539.727 3.2736389 6.3911203 12839.285 12910.875
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 3014.3146 3048.116 1.2270444 2.7295048 7830.807 7900.879
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 5467.4585 5502.181 3.2158481 6.3149002 12784.758 12856.348
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 3078.2555 3107.228 1.2716187 2.7828438 7908.045 7968.107
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 5446.9561 5481.679 3.1847224 6.2987389 12778.052 12849.642
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 5448.9261 5478.688 3.1907258 6.3047434 12778.023 12839.386
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 5464.6115 5499.334 3.2115078 6.3324763 12802.094 12873.684
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + silicate 5466.3256 5496.088 3.2171712 6.3382054 12801.868 12863.231
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 1228.6016 1255.131 0.6506187 1.6712130 4032.890 4088.683
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1138.9080 1169.859 0.6038803 1.5915553 3881.590 3946.682
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate 3957.3922 3985.409 2.9579099 5.9612887 8885.849 8943.166
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 3956.6148 3989.301 2.9527019 5.9428375 8878.445 8945.316
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 3959.1703 3991.857 2.9574935 5.9207335 8863.363 8930.234
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1247.0099 1273.540 0.6604292 1.6902533 4068.763 4124.557
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 1229.3780 1255.908 0.6510295 1.6717406 4033.888 4089.681
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1140.7556 1171.707 0.6047881 1.5927788 3884.057 3949.150
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 4003.6713 4036.358 3.0421934 6.0349657 8927.222 8994.093
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + phosphate + nitrate 1099.6928 1126.223 0.5858829 1.6052460 3901.639 3957.433
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 1267.6776 1289.786 0.6727130 1.6988920 4080.552 4127.047
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 1268.6471 1295.177 0.6721497 1.6953162 4077.818 4133.612
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate 3956.5339 3979.881 2.9600535 5.9655218 8884.348 8932.113
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 3957.2109 3985.228 2.9575696 5.9547610 8881.642 8938.960
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 3959.0761 3991.763 2.9573168 5.9159051 8860.202 8927.073
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 3958.0669 3986.084 2.9591764 5.9238111 8861.178 8918.496
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 1269.3532 1295.883 0.6725356 1.6959309 4078.958 4134.752
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4004.0906 4036.777 3.0430030 6.0308079 8924.399 8991.269
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + silicate 4002.2997 4030.317 3.0434066 6.0369549 8924.356 8981.674
mod Indian (28.05,28.1] cstar_tref ~ temp + phosphate + nitrate 1128.5132 1150.621 0.6007489 1.6203453 3928.903 3975.398
mod Indian (28.1, Inf] cstar_tref ~ aou + oxygen + phosphate + nitrate + silicate 4937.1992 4975.856 0.9161048 1.8146237 11096.284 11175.252
mod Indian (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate 4961.5858 4994.720 0.9226649 1.8275205 11151.588 11219.275
obs Indian (28.1, Inf] cstar_tref ~ aou + phosphate + nitrate + silicate 7481.0764 7512.707 3.2423326 6.1202356 18233.966 18299.689
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 5194.2585 5227.393 0.9825828 1.8591259 11235.358 11303.045
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5189.7975 5228.454 0.9808676 1.8568423 11229.859 11308.827
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 7463.0238 7494.654 3.2220583 6.0947747 18208.089 18273.811
mod Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 4962.1502 5000.807 0.9223068 1.7747984 10874.930 10953.898
obs Indian (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 7459.6327 7496.535 3.2160284 6.0852856 18201.471 18278.147
mod Indian (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 5175.7584 5214.415 0.9771509 1.8400821 11145.550 11224.518
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 5188.6528 5227.310 0.9805640 1.8564595 11228.291 11307.259
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 7459.1782 7490.808 3.2177559 6.0882621 18200.904 18266.627
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7422.7301 7459.632 3.1750548 6.0433862 18163.168 18239.844
obs Indian (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 7435.8098 7472.712 3.1895174 6.0559588 18173.389 18250.065
mod Indian (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5194.7574 5233.414 0.9821841 1.8582953 11235.549 11314.517
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate 7460.9948 7487.353 3.2220258 6.1046361 18218.974 18273.743
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate 7420.8530 7452.483 3.1751903 6.0532333 18173.954 18239.676
mod Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 4938.5942 4977.251 0.9164504 1.8150769 11098.240 11177.208
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7419.3283 7456.230 3.1713041 6.0335948 18150.621 18227.297
obs Indian (28.1, Inf] cstar_tref ~ temp + aou + phosphate + silicate 7443.7565 7475.387 3.2005597 6.0703682 18184.428 18250.150
mod Indian (28.1, Inf] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 4942.7625 4981.419 0.9174840 1.8158749 11101.180 11180.148
mod Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 19331.1346 19373.202 5.9887806 11.2780640 42782.087 42867.853
obs Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 14118.9923 14158.976 5.6776688 11.1883874 26979.346 27058.726
mod Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 18622.2537 18664.322 5.3235134 10.0775713 41262.620 41348.385
obs Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + phosphate + silicate 14076.0515 14116.035 5.6233877 11.1744063 26966.353 27045.733
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate 14536.8049 14571.077 6.2367457 11.7877776 27425.116 27493.156
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18849.0964 18891.164 5.5279388 10.8370225 42328.439 42414.204
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13985.9101 14025.894 5.5111230 10.8559133 26720.610 26799.990
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 18168.0280 18210.096 4.9366192 9.7001293 40823.486 40909.251
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 14151.9441 14191.928 5.7196779 11.1833852 26977.086 27056.466
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 14285.6589 14319.931 5.8959977 12.1705346 27677.510 27745.550
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14243.9004 14283.884 5.8385611 12.0864502 27620.259 27699.639
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate 14522.6848 14556.957 6.2170758 11.7483439 27396.336 27464.377
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 19055.1573 19097.225 5.7204324 11.2712662 42872.830 42958.596
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13991.2277 14031.212 5.5176831 10.8587224 26723.042 26802.423
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18371.3739 18413.442 5.1062186 10.0583035 41321.815 41407.581
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14197.0802 14237.064 5.7777252 11.2436288 27023.874 27103.254
mod Pacific (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 18911.9079 18953.976 5.5859182 10.8545865 42333.189 42418.955
mod Pacific (-Inf,26.5] cstar_tref ~ temp + aou + phosphate + silicate 18909.9079 18945.966 5.5859182 10.8754740 42359.252 42432.765
mod Pacific (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 18830.1641 18872.232 5.5105813 10.7511039 42210.747 42296.513
mod Pacific (-Inf,26.5] cstar_tref ~ temp + oxygen + phosphate + silicate 18834.1730 18870.231 5.5160845 10.7884599 42258.799 42332.312
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + phosphate + silicate 11314.6958 11348.944 3.0644009 5.8922288 22325.790 22394.315
obs Pacific (26.5,26.75] cstar_tref ~ aou + phosphate + nitrate + silicate 7786.5583 7817.770 4.3828216 8.8574970 14823.591 14885.363
obs Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate 7618.5893 7649.801 4.1169439 8.6984388 14712.430 14774.202
obs Pacific (26.5,26.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 7613.0004 7649.414 4.1053199 8.5647703 14643.826 14715.893
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 11919.2700 11959.226 3.5085441 6.7500866 23543.245 23623.191
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 7452.8258 7489.239 3.8674916 7.6224508 14069.600 14141.668
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 11173.2679 11213.224 2.9672499 5.7758556 22155.846 22235.792
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 7739.9983 7776.412 4.3042389 8.8668451 14825.891 14897.958
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 12117.6613 12157.617 3.6684288 7.0965280 23991.987 24071.933
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 7443.9368 7480.350 3.8547041 7.6752276 14102.394 14174.461
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11283.8503 11323.806 3.0418759 5.9247208 22383.152 22463.098
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 12475.7117 12509.959 3.9774357 7.5131331 24486.305 24554.830
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate 7457.2107 7488.422 3.8767027 7.8747982 14223.065 14284.837
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 11076.9882 11116.944 2.9037685 5.6706902 21992.667 22072.613
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 7318.9904 7355.404 3.6793715 7.6530751 14072.109 14144.176
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + phosphate + silicate 11323.7411 11357.989 3.0706333 5.9247116 22376.175 22444.700
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate 7451.7144 7482.926 3.8687721 7.9281563 14254.202 14315.974
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 11200.0447 11240.000 2.9851504 5.8382628 22252.964 22332.910
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 7347.0725 7383.486 3.7180700 7.7693941 14146.774 14218.841
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + phosphate + silicate 11430.2765 11464.524 3.1449991 6.0722062 22595.902 22664.427
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate 11216.7254 11244.700 4.0537986 8.2722783 22414.555 22470.425
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + nitrate 10948.5979 10982.167 3.7875330 7.7557380 21909.044 21976.088
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + phosphate + silicate 14864.8643 14900.582 3.2947310 6.2877887 29324.369 29395.863
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 13681.9280 13723.599 2.6751418 5.2152717 27200.955 27284.365
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + nitrate 10962.9425 11002.107 3.7993107 7.7628476 21920.781 21999.000
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 15025.8383 15067.509 3.3881144 6.4081138 29538.815 29622.226
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + phosphate + silicate 11169.6049 11208.769 4.0020115 8.2586194 22406.652 22484.870
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 13819.0046 13860.675 2.7403939 5.3360746 27462.295 27545.705
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 10993.8988 11033.063 3.8290067 7.8422585 22000.526 22078.744
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15144.5139 15186.185 3.4595473 6.5356162 29763.156 29846.567
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 13957.5262 13993.244 2.8089383 5.5099573 27827.315 27898.809
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate 10960.9752 10994.545 3.7993419 7.7799746 21933.660 22000.704
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 13706.4005 13748.071 2.6866764 5.3165348 27424.830 27508.240
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 10835.5307 10874.695 3.6794909 7.6429195 21793.262 21871.481
mod Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 15026.5309 15062.249 3.3897187 6.4131099 29543.956 29615.450
obs Pacific (26.75,27] cstar_tref ~ temp + aou + phosphate + silicate 11205.8967 11239.466 4.0407400 8.2982488 22441.772 22508.816
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 14091.8063 14127.524 2.8760395 5.6384276 28090.642 28162.136
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate 10992.0372 11025.606 3.8291400 7.8563887 22010.291 22077.335
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 13766.2366 13807.907 2.7150886 5.3631686 27524.327 27607.737
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 10908.4720 10947.636 3.7476156 7.7705234 21924.505 22002.723
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate 16446.0371 16482.506 3.0973759 5.9739191 33752.074 33825.494
mod Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16103.2537 16145.800 2.9360564 5.6461001 32994.754 33080.410
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15711.2191 15752.939 3.7490323 7.5251558 31155.946 31239.247
obs Pacific (27,27.25] cstar_tref ~ sal + aou + phosphate + silicate 15777.8538 15813.614 3.7942246 7.5833222 31239.843 31311.244
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15809.0115 15850.731 3.8135879 7.6716400 31374.282 31457.584
obs Pacific (27,27.25] cstar_tref ~ sal + oxygen + phosphate + silicate 15819.0131 15854.773 3.8215867 7.6796812 31382.346 31453.747
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 16717.6519 16754.120 3.2306787 6.0081262 33778.781 33852.201
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate 16000.1321 16035.892 3.9443558 7.8667044 31656.225 31727.627
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15011.5197 15054.066 2.4786181 4.6783917 30445.668 30531.325
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15718.7549 15760.475 3.7539679 7.5499194 31192.893 31276.195
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 16718.4511 16760.998 3.2300769 6.0074843 33781.480 33867.136
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + phosphate + silicate 15777.3111 15819.031 3.7925407 7.5793978 31237.978 31321.280
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate 16030.6412 16066.401 3.9654207 7.9260881 31741.333 31812.734
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15187.7727 15230.319 2.5473260 4.8044426 30801.697 30887.353
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15769.8324 15811.552 3.7875923 7.6291263 31311.007 31394.309
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 15802.6173 15844.337 3.8093332 7.6238027 31304.086 31387.387
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate 15050.7603 15087.229 2.4945268 4.7032405 30511.243 30584.663
mod Pacific (27,27.25] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15040.5926 15083.139 2.4898225 4.6802264 30444.922 30530.578
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate 15247.9746 15284.443 2.5720259 4.8439026 30905.434 30978.854
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15245.3762 15287.923 2.5701918 4.8306351 30869.590 30955.246
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 17839.1796 17882.700 2.6838926 4.6228396 35837.904 35926.023
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 18491.8153 18534.578 3.8982052 6.7894296 36792.936 36879.184
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + phosphate + silicate 18507.4788 18544.132 3.9085764 6.8058750 36822.071 36895.998
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 17715.4589 17758.979 2.6394413 4.5363944 35524.957 35613.076
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 18516.3200 18559.082 3.9126005 6.8582104 36954.824 37041.072
mod Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 18188.6440 18225.947 2.8142959 4.8294826 36518.663 36594.193
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + phosphate + silicate 18516.0686 18552.722 3.9136298 6.8855418 37018.106 37092.034
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 17030.0085 17073.529 2.4061762 4.1557227 34140.435 34228.554
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + nitrate 18830.8053 18873.568 4.1021348 7.1672252 37562.428 37648.677
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + phosphate + silicate 18505.2139 18547.976 3.9060697 6.7694871 36735.089 36821.338
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + silicate 17056.5637 17093.867 2.4154691 4.1888585 34281.969 34357.499
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17001.9872 17045.507 2.3970919 4.1381640 34070.452 34158.571
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 18848.7200 18891.482 4.1132039 7.1932781 37616.293 37702.542
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17028.3156 17071.836 2.4056264 4.1574249 34149.859 34237.978
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 18512.4748 18555.237 3.9103382 6.7821404 36763.906 36850.154
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + silicate 17029.3648 17066.668 2.4066168 4.1720298 34215.812 34291.342
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 17330.4838 17374.004 2.5057793 4.2914489 34617.526 34705.645
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 18679.7828 18722.545 4.0099971 7.1828444 37666.125 37752.374
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 17469.7242 17507.027 2.5540126 4.3555327 34831.138 34906.669
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + phosphate + silicate 18705.5215 18742.175 4.0267638 7.3153054 37953.891 38027.818
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + phosphate + nitrate 21830.6155 21874.126 4.6184067 7.3109962 42064.652 42152.556
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 16984.3040 17027.989 2.2675661 4.0501150 33940.707 34028.861
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21328.0236 21371.534 4.3150702 7.0459124 41680.443 41768.347
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 16912.9028 16956.587 2.2463177 3.9945943 33704.598 33792.752
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 21343.0894 21386.600 4.3238666 7.1554356 41999.475 42087.379
mod Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + phosphate + silicate 16939.8872 16977.331 2.2549191 4.0192578 33807.173 33882.733
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 16635.2068 16678.891 2.1655542 3.7990947 32851.003 32939.157
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21768.4538 21811.965 4.5797631 7.2690787 41992.280 42080.184
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + phosphate + silicate 21556.4653 21599.976 4.4503932 6.9692439 41230.750 41318.654
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 16635.5588 16673.003 2.1662259 3.8005587 32853.468 32929.029
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 16977.8774 17015.321 2.2662429 4.0295887 33840.387 33915.948
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16631.9082 16675.593 2.1646125 3.7975862 32844.759 32932.913
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate 21778.2056 21815.500 4.5870439 7.3257908 42152.882 42228.228
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21740.6332 21784.144 4.5625730 7.2533657 41969.068 42056.972
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 21538.1938 21581.705 4.4394151 6.9567329 41207.370 41295.274
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 16632.4105 16669.854 2.1653268 3.7991263 32847.551 32923.112
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 16747.8342 16791.519 2.1979540 3.8729342 33176.167 33264.321
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + phosphate + silicate 16752.4479 16789.892 2.1998716 3.8784244 33196.857 33272.418
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21594.2601 21637.771 4.4731874 7.2784928 42172.445 42260.348
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21593.8943 21637.405 4.4729662 7.3018551 42242.333 42330.237
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 9805.4338 9840.504 1.6472152 2.9460461 17685.081 17754.701
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + phosphate + silicate 9901.8861 9936.956 1.6786268 3.0115485 17902.838 17972.458
mod Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 9863.9044 9898.975 1.6661865 2.9935073 17845.141 17914.762
mod Pacific (27.75,27.85] cstar_tref ~ sal + phosphate + nitrate + silicate 9823.4948 9858.565 1.6530521 3.0043229 17888.460 17958.080
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 9621.3373 9656.407 1.5888829 2.9076487 17572.300 17641.920
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 9471.1290 9512.044 1.5422178 2.7468367 17000.216 17081.439
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14514.5003 14555.465 4.0595543 6.5662243 26227.320 26309.059
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + phosphate + silicate 14618.4442 14659.409 4.1424520 6.6010865 26234.442 26316.180
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 9821.5780 9856.648 1.6524316 3.0125901 17917.237 17986.857
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 9604.0597 9639.130 1.5835155 2.8957641 17531.826 17601.447
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14506.3677 14547.332 4.0531388 6.5589966 26217.566 26299.304
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14601.0364 14642.001 4.1284517 6.5827594 26208.220 26289.958
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 9819.0318 9854.102 1.6516078 3.0110161 17912.108 17981.728
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + phosphate + nitrate + silicate 9774.3914 9815.307 1.6365900 2.9855641 17833.392 17914.615
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate 14542.7336 14577.846 4.0834935 6.5904829 26254.191 26324.253
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14456.9845 14497.949 4.0143992 6.4863592 26100.030 26181.768
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + phosphate + silicate 14621.7421 14656.854 4.1467222 6.6196435 26264.733 26334.794
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate 14533.4778 14568.590 4.0761496 6.5822926 26243.246 26313.307
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 14447.4833 14488.448 4.0069884 6.4757049 26083.958 26165.697
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + phosphate + silicate 14603.5977 14638.710 4.1321156 6.6018608 26240.157 26310.219
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + phosphate + silicate 11792.2874 11828.288 1.7453528 3.0993324 20038.827 20109.504
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou 11387.8862 11417.886 1.6314389 3.1072718 20044.512 20103.410
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 10932.9833 10968.983 1.5110829 2.5975883 18127.093 18197.770
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 10647.6892 10689.689 1.4399941 2.4850978 17658.016 17740.473
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 11116.0399 11152.040 1.5581986 2.7561375 18777.045 18847.722
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate 17314.4962 17350.882 3.6782442 6.1310774 32330.725 32403.609
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + nitrate 17149.7615 17192.212 3.5830383 6.0334370 32161.558 32246.589
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 10826.6660 10868.666 1.4838775 2.5938983 18125.169 18207.626
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + phosphate + silicate 17315.5661 17358.016 3.6777061 6.0448536 32103.449 32188.481
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 11330.1122 11366.112 1.6151641 3.0281086 19780.498 19851.175
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 11537.0579 11573.058 1.6722120 3.1183826 20098.593 20169.270
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen 11383.0658 11413.066 1.6301203 3.1046345 20035.417 20094.314
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 17166.1549 17208.605 3.5922887 6.0620169 32228.851 32313.883
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17318.4431 17360.893 3.6793707 6.0517441 32120.612 32205.644
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 11326.8721 11362.872 1.6142865 3.0266525 19775.300 19845.976
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate 17265.2515 17301.637 3.6498651 6.1018277 32279.181 32352.065
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 17185.7357 17228.186 3.6033690 5.9758328 31988.152 32073.183
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + phosphate + silicate 17352.8757 17389.262 3.7005147 6.0824468 32179.093 32251.977
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 17186.1773 17228.628 3.6036192 5.9820951 32004.988 32090.020
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + phosphate + silicate 17348.4869 17384.873 3.6979612 6.0865315 32192.733 32265.617
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 21971.6259 22016.123 3.1862756 5.5058458 41727.265 41816.435
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 11964.7052 12001.521 1.3924872 2.4597109 21506.947 21580.209
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 11347.6912 11390.643 1.2718339 2.2965777 20631.085 20716.557
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate 12107.2511 12144.067 1.4218546 2.5111263 21780.815 21854.077
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + nitrate 21837.5469 21882.044 3.1365142 5.5176012 41821.800 41910.970
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 11162.5961 11205.548 1.2378297 2.1784107 19895.624 19981.096
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + phosphate + silicate 22159.9211 22204.419 3.2574943 5.5930415 41975.513 42064.683
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 11967.5548 12004.370 1.3930683 2.4629190 21525.586 21598.847
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11350.7162 11393.668 1.2723973 2.2989743 20645.588 20731.060
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate 12114.3458 12151.161 1.4233323 2.5173709 21815.953 21889.214
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 21929.8175 21974.315 3.1706749 5.5883878 42047.394 42136.564
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 11176.2743 11219.226 1.2403111 2.1850582 19937.684 20023.156
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 22198.7748 22243.272 3.2723869 5.6310336 42100.325 42189.495
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate 12373.2794 12403.959 1.4787614 2.5644148 22023.475 22084.527
mod Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 12374.9449 12411.761 1.4786890 2.5620837 22013.766 22087.028
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate 21876.4200 21914.561 3.1516007 5.5351319 41867.634 41944.066
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 21764.6111 21809.109 3.1097723 5.4295446 41521.011 41610.181
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + phosphate + silicate 22216.8908 22255.032 3.2801240 5.6373208 42111.070 42187.502
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate 21998.8446 22036.985 3.1972241 5.6234353 42145.068 42221.499
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 21807.0706 21851.568 3.1253122 5.4566346 41606.849 41696.019
obs Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate 15902.2572 15932.735 2.7282535 5.0203273 29078.862 29139.250
obs Pacific (28.05,28.1] cstar_tref ~ aou + phosphate + nitrate + silicate 15898.1776 15934.751 2.7257262 4.9827283 28986.485 29058.951
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 6658.6243 6693.616 0.9046892 1.8929104 12901.218 12970.425
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate 15814.6185 15851.192 2.6912270 4.9794999 28983.504 29055.970
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 15794.6429 15837.312 2.6822266 4.9231934 28843.197 28927.740
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + phosphate + silicate 6341.5061 6376.498 0.8495197 1.7649040 12245.081 12314.288
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 15932.2514 15974.921 2.7390857 5.0075794 29052.299 29136.843
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + phosphate + silicate 6490.1985 6525.191 0.8749560 1.8199266 12534.627 12603.835
mod Pacific (28.05,28.1] cstar_tref ~ sal + phosphate + silicate 6600.9389 6630.099 0.8947485 1.8556720 12717.496 12775.169
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6101.4315 6142.256 0.8096811 1.7177681 11971.565 12052.307
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + nitrate 15761.3263 15803.996 2.6686388 4.9373289 28881.881 28966.425
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + phosphate + silicate 5935.1814 5976.005 0.7834085 1.5963383 11315.155 11395.897
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 6625.3804 6660.372 0.8987414 1.8472511 12686.362 12755.569
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 15855.2530 15897.922 2.7071235 5.0292824 29112.221 29196.765
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + phosphate + silicate 6556.1123 6591.104 0.8864739 1.8256486 12573.298 12642.506
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 6933.3032 6968.295 0.9553628 1.8653959 12810.916 12880.123
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate 15801.3504 15837.924 2.6857893 4.9610566 28936.858 29009.324
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 15801.5444 15844.214 2.6850499 4.9340551 28871.066 28955.610
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + phosphate + silicate 6855.4205 6890.413 0.9407132 1.7674915 12308.192 12377.399
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + phosphate + nitrate + silicate 15865.0888 15907.758 2.7111854 4.9722471 28965.920 29050.463
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + nitrate + silicate 17760.9518 17800.358 1.3080598 2.2144185 31428.146 31506.856
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate 14388.4027 14424.936 2.1976416 4.4265085 27438.779 27511.221
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + nitrate + silicate 14389.9169 14432.539 2.1974777 4.3595415 27263.607 27348.123
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 17266.4467 17305.853 1.2479845 2.0618011 29820.021 29898.731
obs Pacific (28.1, Inf] cstar_tref ~ sal + aou + phosphate + silicate 14651.3275 14687.861 2.2881312 4.4603813 27550.618 27623.060
mod Pacific (28.1, Inf] cstar_tref ~ sal + aou + silicate 17981.2330 18014.072 1.3359978 2.2569816 31811.943 31877.534
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 17764.0763 17803.482 1.3084485 2.2180063 31467.703 31546.413
obs Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + nitrate + silicate 14506.4394 14549.061 2.2371276 4.4521483 27522.223 27606.739
mod Pacific (28.1, Inf] cstar_tref ~ sal + oxygen + phosphate + silicate 17193.3699 17232.776 1.2393438 2.0550277 29770.642 29849.352
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 17753.4601 17799.434 1.3068799 2.2132289 31422.543 31514.371
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate 14472.9681 14509.501 2.2263487 4.3798812 27321.442 27393.884
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + nitrate 14290.1179 14332.740 2.1640776 4.3071017 27111.869 27196.384
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 17186.4116 17232.385 1.2382887 2.0482103 29692.380 29784.208
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + phosphate + silicate 14468.4700 14511.092 2.2241296 4.3572189 27262.936 27347.451
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + aou + silicate 17982.5989 18022.005 1.3359172 2.2568493 31814.728 31893.438
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17758.9787 17804.953 1.3075658 2.2143447 31432.966 31524.794
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + nitrate 14359.2066 14401.829 2.1871453 4.4028088 27376.695 27461.210
mod Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 17195.3627 17241.337 1.2393430 2.0501764 29712.965 29804.794
obs Pacific (28.1, Inf] cstar_tref ~ sal + temp + oxygen + phosphate + silicate 14613.7759 14656.398 2.2742845 4.4450387 27511.021 27595.537
obs Pacific (28.1, Inf] cstar_tref ~ temp + aou + phosphate + nitrate + silicate 14505.3086 14547.931 2.2367394 4.4298572 27462.739 27547.255

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

[[2]]

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

8.1.2 Best models

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

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

[[2]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

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

8.2.2 Best models

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

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

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

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate sal silicate temp
Atlantic - mod
(-Inf,26.5] 5 7 5 6 10 6 9
(26.5,26.75] 6 7 5 10 6 7 7
(26.75,27] 7 4 5 10 4 10 6
(27,27.25] 5 8 5 6 6 9 9
(27.25,27.5] 7 10 5 4 5 10 6
(27.5,27.75] 8 3 5 7 10 7 5
(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 9 7 4 4 6 6
(28.15,28.2] 8 10 6 2 3 3 6
(28.2, Inf] 7 10 6 4 10 3 6
total 89.00 — 75.00 88.00 86.00 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 3 4 7 3 9 7
(27.85,27.95] 4 3 6 7 10 7 6
(27.95,28.05] 4 6 4 2 10 7 10
(28.05,28.1] 4 10 3 2 6 5 10
(28.1, Inf] 7 10 5 6 6 10 4
total 48.00 72.00 43.00 76.00 70.00 70.00 85.00
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] 7 8 3 10 6 4 8
(27.25,27.5] 3 5 5 6 10 10 7
(27.5,27.75] 3 6 4 5 10 10 7
(27.75,27.85] 5 7 3 3 10 8 6
(27.85,27.95] 7 3 2 3 10 6 9
(27.95,28.05] 6 6 4 4 8 5 10
(28.05,28.1] 6 4 1 6 8 10 6
(28.1, Inf] 6 4 4 4 10 10 5
total 61.00 59.00 42.00 71.00 86.00 83.00 84.00
Atlantic - obs
(-Inf,26.5] 9 10 6 7 6 4 5
(26.5,26.75] 5 6 5 10 4 6 10
(26.75,27] 7 4 3 10 4 6 10
(27,27.25] 5 6 5 10 4 6 10
(27.25,27.5] 8 8 5 10 5 4 7
(27.5,27.75] 8 1 5 10 5 9 4
(27.75,27.85] 5 1 5 10 4 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] 7 4 3 10 10 4 6
(28.1,28.15] 3 4 7 10 6 4 10
(28.15,28.2] 6 NA 4 10 6 5 8
(28.2, Inf] 10 5 5 10 7 6 4
total 82.00 — 63.00 127.00 79.00 83.00 87.00
Indian - obs
(-Inf,26.5] 3 6 3 6 6 8 10
(26.5,26.75] 4 5 6 10 6 5 10
(26.75,27] 5 5 5 10 6 9 5
(27,27.25] 4 5 5 10 10 6 7
(27.25,27.5] 5 5 4 10 7 10 5
(27.5,27.75] 3 4 3 10 10 10 4
(27.75,27.85] 3 6 4 10 7 10 7
(27.85,27.95] 5 5 4 10 6 7 10
(27.95,28.05] 5 4 5 10 6 6 10
(28.05,28.1] 7 4 3 10 4 6 10
(28.1, Inf] 10 6 NA 10 5 5 7
total 54.00 55.00 — 106.00 73.00 82.00 85.00
Pacific - obs
(-Inf,26.5] 5 5 7 8 10 4 8
(26.5,26.75] 7 9 3 10 5 5 7
(26.75,27] 7 7 5 10 3 4 8
(27,27.25] 5 4 5 10 10 6 6
(27.25,27.5] 4 5 4 10 10 8 6
(27.5,27.75] 5 7 6 10 8 6 7
(27.75,27.85] 5 6 5 10 4 6 10
(27.85,27.95] 6 5 4 10 5 6 10
(27.95,28.05] 6 7 4 10 5 6 9
(28.05,28.1] 7 10 3 10 5 5 5
(28.1, Inf] 7 6 3 10 9 6 6
total 64.00 71.00 49.00 108.00 74.00 62.00 82.00

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

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

8.4.2 AIC vs BIC

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

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

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

8.5 RMSE vs VIF

GLODAP_glanced %>% 
  ggplot(aes(rmse, log10(vif_max),col=data_source)) +
  geom_hline(yintercept = 1) +
  geom_point() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin)

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

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: rparams_local$MLR_target`

i_binwidth <- 2

p_prop_prop(df = GLODAP_augmented,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  facet_grid(basin_AIP ~ data_source) +
  labs(title = "All models")

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

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

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

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

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

8.6.3 By model domain

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

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

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

[[2]]

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

[[3]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

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

[[6]]

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

8.6.4 Latitudinal mean

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

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

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

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

[[2]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

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

8.6.5 Latitudinal offset

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

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

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

8.6.6 Spatial mean

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

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

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

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

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
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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
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

# calculate residual offset for adjacent eras
spatial_residual_offset <- spatial_residual  %>%
  select(data_source, gamma_slab, era, lat_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
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[22]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[23]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[24]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[25]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[26]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[27]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[28]]

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

9 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
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 
GLODAP_glanced_vif %>% 
  ggplot(aes(Variables,
             log10(VIF),
             col = data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Version Author Date
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

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

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

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

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

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

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

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.9     
 [5] kableExtra_1.3.1 knitr_1.33       olsrr_0.5.3      GGally_2.0.0    
 [9] lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0       scico_1.2.0     
[13] patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0    stringr_1.4.0   
[17] dplyr_1.0.5      purrr_0.3.4      readr_1.4.0      tidyr_1.1.3     
[21] tibble_3.1.3     ggplot2_3.3.5    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         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