Last updated: 2022-01-09

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Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • 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)

# MLR_predictors <-
#   c(
#     params_local$MLR_predictors,
#     params_local$MLR_predictors_trans
#   )

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>% 
  mutate(model = str_replace_all(predictors, " ", " + "),
         model = paste(params_local$MLR_target, "~", model))

# remove helper objects
rm(i_gamma_slab,
   i_era,
   i_basin,
   GLODAP_basin_era,
   GLODAP_basin_era_slab,
   lm_full)

4 Apply predictor threshold

Select combinations with a total number of predictors in the range:

  • Minimum: 3
  • Maximum: 7
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 42

5 Fit all models

Individual linear regression models were fitted for the chosen target variable:

  • cstar_tref_delta

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% params_local$plot_slabs) %>%
  nest(data = !c(gamma_slab, era, basin, data_source))

# expand with model definitions
GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all#[1:4,]
)

# fit models and extract tidy model output
if (params_local$MLR_function == "lm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ lm(as.formula(.y), data = .x))
  )
}

if (params_local$MLR_function == "rlm") {
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>% 
  mutate(
    fit = map2(.x = data, .y = model, 
               ~ MASS::rlm(as.formula(.y), data = .x))
  )
}


GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>% 
  mutate(
    tidied = map(fit, tidy),
    glanced = map(fit, glance),
    augmented = map(fit, augment),
    vif = map(fit, ols_vif_tol)
  )

6 Tidy models

# extract glanced model output (model diagnostics, such as AIC)
GLODAP_glanced <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, vif)) %>%
  unnest(glanced) %>% 
  rename(n_predictors = n)

# extract tidy model output (model coefficients)
GLODAP_tidy <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, glanced, augmented, vif)) %>%
  unnest(tidied)

# extract augmented model output (fitted values and residuals)
GLODAP_augmented <- GLODAP_nested_lm_fit %>% 
  select(-c(data, fit, tidied, glanced, vif)) %>% 
  unnest(augmented) 

# print(object.size(GLODAP_augmented), units = "MB")

# extract VIF 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
mod Atlantic (-Inf,26] cstar_tref_delta ~ aou + nitrate + silicate 598.07497 613.841425 1.3240565 2.9373620 1139.297606 1169.77228
mod Atlantic (-Inf,26] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 593.08727 612.007019 1.2975845 2.8550999 1126.455785 1163.02539
obs Atlantic (-Inf,26] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 1601.60289 1623.865454 3.3630703 5.0021423 2371.178119 2413.17028
mod Atlantic (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 590.52739 612.600432 1.2805960 2.8261266 1123.733020 1166.39756
obs Atlantic (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 1603.20564 1629.178627 3.3608591 4.9990686 2374.572419 2423.56328
obs Atlantic (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 1603.27754 1625.540102 3.3724077 5.0363931 2378.826566 2420.81873
mod Atlantic (-Inf,26] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 596.19322 615.112970 1.3092850 2.9127370 1137.700480 1174.27008
mod Atlantic (-Inf,26] cstar_tref_delta ~ oxygen + nitrate + silicate 594.71937 610.485826 1.3112775 2.8702226 1126.344789 1156.81946
mod Atlantic (-Inf,26] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 594.16584 613.085585 1.3016357 2.8472166 1125.380572 1161.95018
mod Atlantic (-Inf,26] cstar_tref_delta ~ temp + aou + nitrate + silicate 595.37053 614.290283 1.3061756 2.8621182 1128.456149 1165.02575
obs Atlantic (-Inf,26] cstar_tref_delta ~ temp + aou + nitrate + silicate 1601.22392 1623.486481 3.3609608 4.9980968 2370.331138 2412.32330
mod Atlantic (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 592.63321 614.706252 1.2884137 2.8355965 1126.138007 1168.80255
obs Atlantic (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1602.70964 1628.682626 3.3581003 4.9945526 2373.651424 2422.64228
obs Atlantic (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + silicate 1603.27747 1625.540036 3.3724073 5.0346914 2378.421411 2420.41358
mod Atlantic (-Inf,26] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 588.74973 607.669479 1.2814192 2.8395321 1122.225634 1158.79524
obs Atlantic (-Inf,26] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1601.25827 1623.520836 3.3611520 4.9986981 2370.464666 2412.45683
mod Atlantic (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 586.13075 608.203790 1.2644264 2.8100043 1119.344949 1162.00949
obs Atlantic (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1602.78135 1628.754335 3.3584990 4.9953010 2373.807753 2422.79861
obs Atlantic (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1603.17530 1625.437863 3.3718369 5.0349424 2378.514869 2420.50703
obs Atlantic (-Inf,26] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 1606.73542 1628.997983 3.3917700 5.0334006 2376.928333 2418.92050
mod Atlantic (26,26.5] cstar_tref_delta ~ aou + nitrate + silicate 3374.60596 3397.059576 3.1076701 4.6285825 4774.322197 4816.45029
mod Atlantic (26,26.5] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 3376.59623 3403.540568 3.1076471 4.6125820 4770.328465 4820.88217
obs Atlantic (26,26.5] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 3662.14365 3689.231927 3.6142038 5.5100739 4971.072005 5020.67572
mod Atlantic (26,26.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 3378.21977 3409.654836 3.1067596 4.6001503 4768.130457 4827.10978
obs Atlantic (26,26.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 3652.58992 3684.192910 3.5834043 5.4751760 4962.154907 5020.02590
mod Atlantic (26,26.5] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 3376.64826 3403.592606 3.1077698 4.6553019 4791.481838 4842.03554
obs Atlantic (26,26.5] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 3663.60649 3690.694766 3.6181222 5.5317608 4978.411833 5028.01555
mod Atlantic (26,26.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 3376.30984 3403.254180 3.1069719 4.6261301 4777.153540 4827.70725
obs Atlantic (26,26.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 3662.60670 3689.694975 3.6154437 5.5283077 4977.157001 5026.76071
mod Atlantic (26,26.5] cstar_tref_delta ~ temp + aou + nitrate + silicate 3376.58906 3403.533405 3.1076302 4.6145810 4771.333304 4821.88701
obs Atlantic (26,26.5] cstar_tref_delta ~ temp + aou + nitrate + silicate 3665.81184 3692.900119 3.6240376 5.5249745 4976.421641 5026.02535
mod Atlantic (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 3378.30740 3409.742469 3.1069662 4.6037199 4769.918641 4828.89797
obs Atlantic (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 3654.26449 3685.867477 3.5878519 5.4822037 4964.688091 5022.55909
mod Atlantic (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + silicate 3376.76039 3403.704735 3.1080342 4.6609609 4794.224752 4844.77846
mod Atlantic (26,26.5] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 3378.16064 3405.104981 3.1113380 4.6317691 4779.637601 4830.19131
obs Atlantic (26,26.5] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 3666.72173 3693.810002 3.6264810 5.5273626 4977.313202 5026.91691
mod Atlantic (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 3379.84527 3411.280336 3.1105936 4.6227582 4779.200669 4838.17999
obs Atlantic (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 3654.85133 3686.454324 3.5894119 5.4835624 4965.207986 5023.07898
obs Atlantic (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 3664.64791 3691.736183 3.6209144 5.5370334 4980.269312 5029.87302
obs Atlantic (26,26.5] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 3656.54127 3683.629545 3.5992362 5.4941347 4965.146650 5014.75036
mod Atlantic (26.5,26.75] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 2431.62564 2457.408295 2.2458357 3.5451355 3536.122279 3584.60789
mod Atlantic (26.5,26.75] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 2363.68260 2393.762366 2.1057537 3.4001800 3467.736620 3524.30316
obs Atlantic (26.5,26.75] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 3683.28782 3711.087728 2.7084659 4.5507781 5595.330323 5648.02104
mod Atlantic (26.5,26.75] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 2369.73023 2395.512882 2.1214160 3.5700309 3544.935394 3593.42100
obs Atlantic (26.5,26.75] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 3679.31212 3707.112035 2.7013910 4.5550699 5597.111860 5649.80258
mod Atlantic (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate 2431.59694 2457.379596 2.2457764 3.5416228 3534.363669 3582.84928
obs Atlantic (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate 3688.89889 3716.698800 2.7184827 4.5394893 5590.053851 5642.74457
mod Atlantic (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 2363.70777 2393.787532 2.1058025 3.3970328 3466.154917 3522.72146
obs Atlantic (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 3672.52529 3704.958519 2.6858198 4.5064971 5575.511008 5636.98352
mod Atlantic (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 2446.09034 2471.872993 2.2759486 3.5706724 3548.293678 3596.77929
obs Atlantic (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 3671.18927 3698.989185 2.6869933 4.5263659 5581.737138 5634.42786
obs Atlantic (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate 3688.00192 3711.168515 2.7204562 4.5527995 5592.965904 5636.87484
mod Atlantic (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 2431.51364 2457.296291 2.2456041 3.5398122 3533.458043 3581.94365
obs Atlantic (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 3688.43019 3716.230104 2.7176446 4.5320006 5586.160472 5638.85119
mod Atlantic (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 2363.66516 2393.744930 2.1057199 3.3954851 3465.374356 3521.94090
obs Atlantic (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 3672.51368 3704.946912 2.6857993 4.4996664 5571.991729 5633.46424
mod Atlantic (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 2446.12089 2471.903548 2.2760127 3.5693167 3547.611056 3596.09666
obs Atlantic (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 3671.27240 3699.072307 2.6871402 4.5179111 5577.432812 5630.12353
mod Atlantic (26.5,26.75] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 2396.99172 2422.774378 2.1753432 3.5326278 3529.867745 3578.35335
obs Atlantic (26.5,26.75] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 3671.33852 3699.138429 2.6872571 4.5517175 5594.566445 5647.25717
obs Atlantic (26.75,27] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 4076.68697 4105.318580 2.4819905 4.1819254 6580.184318 6635.57536
mod Atlantic (26.75,27] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 3505.28424 3533.997764 1.7413634 2.9937330 5545.950594 5601.21333
mod Atlantic (26.75,27] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 3506.34367 3539.842779 1.7404383 2.9629826 5519.266575 5583.73977
obs Atlantic (26.75,27] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 4069.82564 4103.229184 2.4694258 4.1626447 6570.264003 6634.88688
mod Atlantic (26.75,27] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 3533.38372 3562.097242 1.7692289 2.9963021 5548.869573 5604.13231
obs Atlantic (26.75,27] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 4080.54524 4109.176857 2.4874813 4.1809255 6579.153709 6634.54475
mod Atlantic (26.75,27] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 3504.82828 3533.541805 1.7409149 3.0029488 5554.980602 5610.24334
obs Atlantic (26.75,27] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 4078.48795 4107.119559 2.4845520 4.1777737 6576.928426 6632.31947
obs Atlantic (26.75,27] cstar_tref_delta ~ temp + aou + nitrate + silicate 4080.16377 4108.795383 2.4869378 4.1878664 6584.408002 6639.79904
mod Atlantic (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate 3505.05736 3533.770887 1.7411402 2.9921259 5544.359370 5599.62211
mod Atlantic (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 3506.15463 3539.653746 1.7402524 2.9631468 5519.430814 5583.90401
obs Atlantic (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 4073.80328 4107.206824 2.4750579 4.1676062 6573.735355 6638.35824
mod Atlantic (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + silicate 3533.18321 3561.896735 1.7690285 2.9964083 5548.977313 5604.24005
obs Atlantic (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + silicate 4084.44108 4113.072695 2.4930378 4.1856726 6582.438528 6637.82957
obs Atlantic (26.75,27] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 4083.55082 4112.182431 2.4917669 4.1871452 6583.617988 6639.00903
mod Atlantic (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 3504.27907 3532.992595 1.7403748 2.9910642 5543.288770 5598.55151
mod Atlantic (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 3505.37165 3538.870759 1.7394828 2.9629747 5519.250663 5583.72386
obs Atlantic (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 4079.17496 4112.578510 2.4826843 4.1691535 6574.508596 6639.13148
mod Atlantic (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 3533.14724 3561.860769 1.7689925 2.9972317 5549.805021 5605.06776
obs Atlantic (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 4087.71714 4116.348757 2.4977199 4.1845529 6581.326455 6636.71749
obs Atlantic (27,27.25] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 5418.96464 5449.687311 2.1523853 3.6739040 9075.164009 9135.27896
obs Atlantic (27,27.25] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 5412.31017 5443.032834 2.1466037 3.6713236 9072.675159 9132.79011
mod Atlantic (27,27.25] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 3634.82153 3669.740425 1.2855442 2.5102626 6480.221584 6548.54403
obs Atlantic (27,27.25] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 5386.36076 5422.203875 2.1224894 3.6439126 9044.435688 9114.56980
mod Atlantic (27,27.25] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 3655.49911 3685.429588 1.2990617 2.5305762 6508.561005 6567.12310
mod Atlantic (27,27.25] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 3640.05168 3669.982162 1.2898385 2.5146091 6483.526040 6542.08813
obs Atlantic (27,27.25] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 5394.09883 5424.821499 2.1308604 3.6625187 9063.462697 9123.57765
mod Atlantic (27,27.25] cstar_tref_delta ~ aou + phosphate + silicate 3654.73466 3679.676722 1.2998023 2.5369773 6513.803526 6562.60527
mod Atlantic (27,27.25] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 3637.47137 3667.401849 1.2883043 2.5183633 6488.468471 6547.03056
obs Atlantic (27,27.25] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 5410.47709 5441.199761 2.1450138 3.6678512 9068.393566 9128.50852
obs Atlantic (27,27.25] cstar_tref_delta ~ temp + aou + nitrate + silicate 5426.06041 5456.783075 2.1585675 3.6827946 9085.784760 9145.89971
obs Atlantic (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate 5416.09172 5446.814389 2.1498873 3.6769403 9079.487194 9139.60215
mod Atlantic (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 3639.58381 3674.502704 1.2883711 2.5130997 6484.998260 6553.32070
obs Atlantic (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 5391.51557 5427.358679 2.1269165 3.6510796 9053.156671 9123.29078
mod Atlantic (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + silicate 3653.75836 3683.688835 1.2980191 2.5296288 6506.955297 6565.51739
mod Atlantic (27,27.25] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 3627.83753 3657.768008 1.2825922 2.5362405 6512.001317 6570.56341
obs Atlantic (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 5421.27187 5451.994534 2.1543936 3.6796574 9082.343789 9142.45874
mod Atlantic (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 3627.56719 3662.486083 1.2812498 2.5061362 6473.206725 6541.52917
obs Atlantic (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 5398.03410 5433.877211 2.1325279 3.6549897 9057.461649 9127.59576
mod Atlantic (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 3649.22270 3679.153175 1.2953063 2.5271009 6502.681653 6561.24375
mod Atlantic (27.25,27.5] cstar_tref_delta ~ aou + oxygen + nitrate 4643.64988 4670.155623 1.1553128 2.2765623 9106.591793 9159.50102
mod Atlantic (27.25,27.5] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 4642.80415 4674.611036 1.1542041 2.2679473 9088.239669 9151.73074
obs Atlantic (27.25,27.5] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 5303.22117 5334.608891 1.6411483 2.9941121 9745.682961 9808.03110
mod Atlantic (27.25,27.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 4644.36447 4676.171354 1.1548119 2.2760075 9109.166867 9172.65794
obs Atlantic (27.25,27.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 5319.46652 5350.854240 1.6508225 2.9951906 9745.522946 9807.87108
mod Atlantic (27.25,27.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 4644.68346 4681.791490 1.1541571 2.2649493 9084.414211 9158.48713
obs Atlantic (27.25,27.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 5297.60633 5334.225335 1.6366332 2.9807668 9725.213852 9797.95335
mod Atlantic (27.25,27.5] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 4645.76184 4677.568724 1.1553565 2.2663471 9084.011293 9147.50236
mod Atlantic (27.25,27.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 4651.89227 4683.699156 1.1577485 2.2757306 9108.359308 9171.85038
obs Atlantic (27.25,27.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 5296.80648 5328.194199 1.6373440 2.9881980 9735.251422 9797.59956
obs Atlantic (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + nitrate 5317.76070 5343.917132 1.6509982 2.9954879 9742.049900 9794.00668
mod Atlantic (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 4669.45676 4701.263647 1.1646297 2.2754924 9107.371917 9170.86299
obs Atlantic (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 5296.30197 5327.689695 1.6370451 2.9813635 9722.263118 9784.61126
obs Atlantic (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate 5316.03537 5347.423095 1.6487745 2.9937298 9743.215841 9805.56398
mod Atlantic (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 4652.48145 4689.589481 1.1571976 2.2714935 9101.357689 9175.43060
obs Atlantic (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 5298.38981 5335.008818 1.6370971 2.9818933 9727.265597 9800.00509
obs Atlantic (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 5313.23119 5344.618913 1.6471026 2.9915439 9739.427690 9801.77583
mod Atlantic (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 4661.87374 4698.981771 1.1608703 2.2704692 9098.483190 9172.55610
obs Atlantic (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 5296.38543 5333.004436 1.6359104 2.9801471 9724.190216 9796.92971
mod Atlantic (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 4671.00901 4702.815896 1.1652397 2.2756652 9107.780805 9171.27187
mod Atlantic (27.5,27.75] cstar_tref_delta ~ aou + oxygen + nitrate 4783.57826 4812.277233 0.6836556 1.3308216 9472.464564 9530.03361
mod Atlantic (27.5,27.75] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 4745.98380 4780.422569 0.6777912 1.3188175 9391.534304 9460.61716
obs Atlantic (27.5,27.75] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 4631.70727 4663.370755 1.1940688 2.4201942 9151.838961 9214.92048
obs Atlantic (27.5,27.75] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 4633.25930 4670.200034 1.1938840 2.4186514 9152.312687 9225.90780
mod Atlantic (27.5,27.75] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 4795.61698 4830.055752 0.6851505 1.3262358 9441.605222 9510.68808
mod Atlantic (27.5,27.75] cstar_tref_delta ~ aou + phosphate + nitrate 4602.97349 4631.672464 0.6573116 1.3124730 9350.258050 9407.82710
obs Atlantic (27.5,27.75] cstar_tref_delta ~ aou + phosphate + nitrate 4637.72772 4664.113962 1.1973827 2.4255145 9160.401805 9212.96974
obs Atlantic (27.5,27.75] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 4637.94030 4669.603783 1.1966434 2.4228907 9158.348352 9221.42987
obs Atlantic (27.5,27.75] cstar_tref_delta ~ oxygen + phosphate + nitrate 4634.01259 4660.398830 1.1958466 2.4223215 9152.936333 9205.50427
obs Atlantic (27.5,27.75] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 4635.14505 4666.808538 1.1954881 2.4206106 9153.003614 9216.08514
mod Atlantic (27.5,27.75] cstar_tref_delta ~ temp + aou + nitrate 4780.67904 4809.378007 0.6832245 1.3318692 9480.420422 9537.98947
mod Atlantic (27.5,27.75] cstar_tref_delta ~ temp + aou + nitrate + silicate 4744.68670 4779.125463 0.6776000 1.3202353 9402.160383 9471.24324
obs Atlantic (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate 4628.85137 4660.514854 1.1928911 2.4197385 9150.618567 9213.70009
obs Atlantic (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 4630.39906 4667.339799 1.1927047 2.4178781 9150.373273 9223.96838
mod Atlantic (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 4794.41283 4828.851598 0.6849710 1.3274544 9450.762100 9519.84496
mod Atlantic (27.5,27.75] cstar_tref_delta ~ temp + oxygen + nitrate 4779.10476 4807.803728 0.6829905 1.3306136 9471.348975 9528.91802
mod Atlantic (27.5,27.75] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 4743.82159 4778.260352 0.6774724 1.3186641 9390.599205 9459.68206
obs Atlantic (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 4628.85040 4660.513888 1.1928907 2.4184885 9147.786721 9210.86824
obs Atlantic (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 4630.33642 4667.277158 1.1926788 2.4171316 9148.676103 9222.27121
mod Atlantic (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 4794.08190 4828.520668 0.6849217 1.3260080 9440.077476 9509.16033
mod Atlantic (27.75,27.85] cstar_tref_delta ~ aou + nitrate + silicate 1053.27184 1077.469226 0.4229752 0.7863314 1860.143134 1908.77828
mod Atlantic (27.75,27.85] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 1054.22533 1083.262189 0.4227383 0.7805845 1833.147408 1891.50958
obs Atlantic (27.75,27.85] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 2813.18347 2841.725064 1.2332544 2.5080209 6155.233385 6213.23350
obs Atlantic (27.75,27.85] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 2814.80141 2848.099934 1.2329805 2.4984490 6144.180826 6211.84763
mod Atlantic (27.75,27.85] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 1062.22048 1091.257341 0.4245515 0.7838806 1849.247296 1907.60947
obs Atlantic (27.75,27.85] cstar_tref_delta ~ aou + phosphate + nitrate 2815.98910 2839.773758 1.2367049 2.5207446 6170.564257 6218.89768
obs Atlantic (27.75,27.85] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 2817.80614 2846.347738 1.2365733 2.5084179 6155.257427 6213.25754
mod Atlantic (27.75,27.85] cstar_tref_delta ~ oxygen + nitrate + silicate 1056.88305 1081.080433 0.4237936 0.7820444 1836.019521 1884.65467
obs Atlantic (27.75,27.85] cstar_tref_delta ~ oxygen + phosphate + nitrate 2817.17246 2840.957127 1.2375560 2.5357228 6193.675319 6242.00875
obs Atlantic (27.75,27.85] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 2818.61823 2847.159828 1.2371573 2.5185424 6171.046069 6229.04618
mod Atlantic (27.75,27.85] cstar_tref_delta ~ oxygen + phosphate + silicate 1063.88968 1088.087059 0.4253862 0.7851637 1851.360872 1899.99602
mod Atlantic (27.75,27.85] cstar_tref_delta ~ temp + aou + nitrate + silicate 1055.04495 1084.081810 0.4229238 0.7808808 1834.573310 1892.93548
obs Atlantic (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate + nitrate 2812.12235 2840.663941 1.2324938 2.5048905 6150.443393 6208.44351
obs Atlantic (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 2813.84453 2847.143056 1.2322947 2.4971748 6142.291882 6209.95868
mod Atlantic (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate + silicate 1063.23378 1092.270637 0.4247818 0.7843235 1851.419707 1909.78188
mod Atlantic (27.75,27.85] cstar_tref_delta ~ temp + oxygen + nitrate 1066.28805 1090.485433 0.4259327 0.7860048 1855.363345 1903.99849
mod Atlantic (27.75,27.85] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1050.74863 1079.785486 0.4219522 0.7798307 1829.847276 1888.20945
obs Atlantic (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 2811.68875 2840.230343 1.2321831 2.5022888 6146.398187 6204.39830
obs Atlantic (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 2813.49134 2846.789869 1.2320417 2.4964708 6141.224089 6208.89089
mod Atlantic (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1058.69635 1087.733205 0.4237513 0.7831511 1846.108968 1904.47114
mod Atlantic (27.85,27.95] cstar_tref_delta ~ aou + oxygen + nitrate 731.10040 755.991464 0.3386061 0.6531292 1291.806308 1341.48010
mod Atlantic (27.85,27.95] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 729.86012 759.729402 0.3380952 0.6516318 1285.969076 1345.57763
obs Atlantic (27.85,27.95] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 4838.00320 4870.179076 1.1186850 2.2158170 10204.225232 10269.27690
obs Atlantic (27.85,27.95] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 4839.92400 4877.462517 1.1186569 2.2067627 10178.885231 10254.77884
mod Atlantic (27.85,27.95] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 743.14586 773.015142 0.3401948 0.6541272 1301.903525 1361.51208
obs Atlantic (27.85,27.95] cstar_tref_delta ~ aou + phosphate + nitrate 4836.25135 4863.064573 1.1187730 2.2174830 10205.563952 10259.77368
obs Atlantic (27.85,27.95] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 4838.07042 4870.246290 1.1187088 2.2111401 10189.083831 10254.13550
obs Atlantic (27.85,27.95] cstar_tref_delta ~ oxygen + phosphate + nitrate 4836.21230 4863.025525 1.1187592 2.2217366 10219.255464 10273.46519
obs Atlantic (27.85,27.95] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 4838.07261 4870.248481 1.1187096 2.2153245 10202.624887 10267.67656
mod Atlantic (27.85,27.95] cstar_tref_delta ~ temp + aou + nitrate 728.23278 753.123844 0.3381539 0.6540163 1297.861454 1347.53525
mod Atlantic (27.85,27.95] cstar_tref_delta ~ temp + aou + nitrate + silicate 728.08924 757.958518 0.3378163 0.6526567 1292.911898 1352.52045
obs Atlantic (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + nitrate 4833.54023 4865.716100 1.1171021 2.2143991 10200.294885 10265.34655
obs Atlantic (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 4835.42012 4872.958640 1.1170595 2.2056893 10176.086408 10251.98002
mod Atlantic (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + silicate 741.48040 771.349687 0.3399309 0.6552924 1309.776261 1369.38482
mod Atlantic (27.85,27.95] cstar_tref_delta ~ temp + oxygen + nitrate 723.49505 748.386119 0.3374082 0.6529447 1290.956011 1340.62981
mod Atlantic (27.85,27.95] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 724.04872 753.918005 0.3371809 0.6517833 1287.284199 1346.89275
mod Atlantic (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate 738.19965 763.090714 0.3397281 0.6555843 1307.787170 1357.46097
obs Atlantic (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 4830.44183 4862.617699 1.1160045 2.2137754 10198.725519 10263.77719
obs Atlantic (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 4832.31695 4869.855464 1.1159603 2.2052861 10175.247049 10251.14066
mod Atlantic (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 737.05546 766.924738 0.3392307 0.6543596 1303.802208 1363.41076
mod Atlantic (27.95,28.05] cstar_tref_delta ~ aou + oxygen + nitrate -98.56338 -72.751396 0.2320001 0.3883728 -1263.822878 -1211.98643
mod Atlantic (27.95,28.05] cstar_tref_delta ~ aou + oxygen + nitrate + silicate -133.35049 -102.376100 0.2287156 0.3844617 -1307.417876 -1245.21414
obs Atlantic (27.95,28.05] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 3641.46810 3674.781527 0.6273051 1.3315064 8095.241185 8162.39246
obs Atlantic (27.95,28.05] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 3638.84369 3677.709346 0.6265442 1.3306359 8093.969923 8172.31308
mod Atlantic (27.95,28.05] cstar_tref_delta ~ aou + oxygen + phosphate + silicate -132.98491 -102.010522 0.2287480 0.3855775 -1288.391060 -1226.18732
obs Atlantic (27.95,28.05] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 3639.45664 3672.770062 0.6269740 1.3366332 8125.331853 8192.48313
mod Atlantic (27.95,28.05] cstar_tref_delta ~ oxygen + nitrate + silicate -124.69304 -98.881054 0.2296623 0.3854725 -1299.654142 -1247.81769
obs Atlantic (27.95,28.05] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 3651.87117 3685.184589 0.6290203 1.3361588 8122.950970 8190.10225
mod Atlantic (27.95,28.05] cstar_tref_delta ~ oxygen + phosphate + silicate -118.07798 -92.265993 0.2302519 0.3875261 -1267.862571 -1216.02612
mod Atlantic (27.95,28.05] cstar_tref_delta ~ temp + aou + nitrate + silicate -124.95212 -93.977733 0.2294613 0.3861426 -1282.903750 -1220.70001
obs Atlantic (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + nitrate 3641.48431 3674.797735 0.6273078 1.3292864 8082.112924 8149.26420
obs Atlantic (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 3639.22438 3678.090036 0.6266068 1.3279834 8078.285237 8156.62839
mod Atlantic (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + silicate -123.70560 -92.731216 0.2295722 0.3875973 -1258.667777 -1196.46404
obs Atlantic (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + silicate 3717.92625 3751.239677 0.6400209 1.3413998 8155.001055 8222.15233
mod Atlantic (27.95,28.05] cstar_tref_delta ~ temp + oxygen + nitrate -101.12209 -75.310106 0.2317702 0.3877738 -1272.741479 -1220.90503
mod Atlantic (27.95,28.05] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -127.97572 -97.001330 0.2291926 0.3849621 -1301.638107 -1239.43437
obs Atlantic (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 3642.10540 3675.418822 0.6274101 1.3292728 8082.047198 8149.19848
obs Atlantic (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 3640.52216 3679.387825 0.6268203 1.3278762 8077.681640 8156.02480
mod Atlantic (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -126.26072 -95.286338 0.2293450 0.3865714 -1274.862606 -1212.65887
obs Atlantic (27.95,28.05] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 3704.58063 3737.894049 0.6377829 1.3395057 8143.693261 8210.84454
mod Atlantic (28.05,28.1] cstar_tref_delta ~ aou + oxygen + nitrate -883.61588 -859.260419 0.1522194 0.2294526 -3267.223150 -3218.09450
mod Atlantic (28.05,28.1] cstar_tref_delta ~ aou + oxygen + nitrate + silicate -914.87991 -885.653365 0.1496157 0.2268049 -3297.678449 -3238.72407
mod Atlantic (28.05,28.1] cstar_tref_delta ~ aou + oxygen + phosphate + silicate -916.81192 -887.585377 0.1494658 0.2269359 -3291.998823 -3233.04444
mod Atlantic (28.05,28.1] cstar_tref_delta ~ aou + oxygen + silicate -894.39630 -870.040841 0.1513707 0.2292246 -3261.223948 -3212.09530
mod Atlantic (28.05,28.1] cstar_tref_delta ~ temp + aou + nitrate + silicate -912.90416 -883.677616 0.1497691 0.2276440 -3277.167225 -3218.21284
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + aou + nitrate + silicate 1216.62938 1247.809501 0.3799307 0.7876609 2686.507699 2749.14031
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1152.27663 1188.653439 0.3706053 0.7780781 2622.390293 2695.46168
mod Atlantic (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + silicate -914.68370 -885.457151 0.1496309 0.2278626 -3269.364877 -3210.41050
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + silicate 1169.79613 1200.976246 0.3733246 0.7811872 2640.581647 2703.21426
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + aou + silicate 1222.47209 1248.455525 0.3810483 0.7889340 2691.415834 2743.60968
mod Atlantic (28.05,28.1] cstar_tref_delta ~ temp + nitrate + silicate -903.66893 -879.313473 0.1506444 0.2298961 -3233.197795 -3184.06914
mod Atlantic (28.05,28.1] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -913.43555 -884.209006 0.1497278 0.2274345 -3282.231513 -3223.27713
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1210.27333 1241.453444 0.3790273 0.7858820 2674.145475 2736.77809
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1147.37202 1183.748829 0.3699251 0.7764257 2610.811241 2683.88262
mod Atlantic (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -915.23121 -886.004658 0.1495884 0.2276755 -3273.790433 -3214.83605
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1165.38193 1196.562049 0.3727079 0.7795161 2628.935040 2691.56765
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + oxygen + silicate 1215.18275 1241.166183 0.3800094 0.7869194 2677.434633 2729.62848
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 1164.18044 1195.360564 0.3725402 0.7805756 2636.149259 2698.78187
mod Atlantic (28.05,28.1] cstar_tref_delta ~ temp + phosphate + silicate -905.49808 -881.142625 0.1505015 0.2297363 -3235.476938 -3186.34829
obs Atlantic (28.05,28.1] cstar_tref_delta ~ temp + phosphate + silicate 1176.64823 1202.631666 0.3745644 0.7832007 2650.729090 2702.92293
mod Atlantic (28.1,28.15] cstar_tref_delta ~ aou + oxygen + nitrate -3786.20768 -3758.957281 0.0802597 0.1280638 -9348.386186 -9293.89121
mod Atlantic (28.1,28.15] cstar_tref_delta ~ aou + oxygen + nitrate + silicate -3794.93182 -3762.231345 0.0800099 0.1272857 -9393.296336 -9327.90236
mod Atlantic (28.1,28.15] cstar_tref_delta ~ aou + oxygen + phosphate -3787.94004 -3760.689638 0.0802193 0.1278664 -9361.425342 -9306.93036
mod Atlantic (28.1,28.15] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate -3786.45128 -3753.750806 0.0802074 0.1278387 -9359.075854 -9293.68188
mod Atlantic (28.1,28.15] cstar_tref_delta ~ aou + oxygen + phosphate + silicate -3840.43513 -3807.734651 0.0789585 0.1240075 -9604.577831 -9539.18386
mod Atlantic (28.1,28.15] cstar_tref_delta ~ oxygen + phosphate + silicate -3840.19916 -3812.948766 0.0790099 0.1250505 -9531.525604 -9477.03063
mod Atlantic (28.1,28.15] cstar_tref_delta ~ temp + aou + nitrate + silicate -3788.60597 -3755.905495 0.0801572 0.1279694 -9348.204881 -9282.81091
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + aou + nitrate + silicate -100.23306 -68.015453 0.2335641 0.5064023 262.348186 326.28294
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate -185.11932 -147.532110 0.2272572 0.5000463 178.937732 253.52828
mod Atlantic (28.1,28.15] cstar_tref_delta ~ temp + aou + phosphate + silicate -3837.10429 -3804.403812 0.0790350 0.1244684 -9572.056442 -9506.66247
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + aou + phosphate + silicate -178.03333 -145.815724 0.2279086 0.5010669 187.971522 251.90628
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + aou + silicate -73.38157 -46.533567 0.2356969 0.5088750 290.836156 344.11512
mod Atlantic (28.1,28.15] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -3791.27567 -3758.575197 0.0800950 0.1277264 -9363.892617 -9298.49864
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -93.62382 -61.406211 0.2340510 0.5062474 262.081572 326.01633
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate -179.50550 -141.918290 0.2276595 0.4998071 177.675866 252.26641
mod Atlantic (28.1,28.15] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -3839.68591 -3806.985429 0.0789757 0.1242086 -9589.833488 -9524.43951
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -174.05084 -141.833232 0.2281948 0.5006657 184.596800 248.53155
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + oxygen + silicate -59.23741 -32.389411 0.2367495 0.5092347 297.562958 350.84192
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + phosphate + nitrate + silicate -158.58189 -126.364288 0.2293096 0.5071561 257.113719 321.04847
obs Atlantic (28.1,28.15] cstar_tref_delta ~ temp + phosphate + silicate -158.89387 -132.045867 0.2294316 0.5084481 267.072233 320.35120
mod Atlantic (28.15,28.2] cstar_tref_delta ~ aou + oxygen + nitrate -1933.33233 -1909.853331 0.0728022 0.1198634 -3717.886456 -3672.87609
mod Atlantic (28.15,28.2] cstar_tref_delta ~ aou + oxygen + nitrate + silicate -1931.44201 -1903.267212 0.0727973 0.1177724 -3763.688122 -3709.67568
obs Atlantic (28.15,28.2] cstar_tref_delta ~ aou + oxygen + nitrate + silicate -68.08343 -40.933250 0.2281731 0.5817560 392.250489 445.69156
obs Atlantic (28.15,28.2] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate -103.90059 -72.225383 0.2219338 0.5754540 358.223697 420.57162
mod Atlantic (28.15,28.2] cstar_tref_delta ~ aou + oxygen + phosphate + silicate -1938.13689 -1909.962100 0.0724967 0.1168797 -3784.908035 -3730.89559
obs Atlantic (28.15,28.2] cstar_tref_delta ~ aou + oxygen + phosphate + silicate -97.60178 -70.451601 0.2232882 0.5787873 369.120514 422.56159
mod Atlantic (28.15,28.2] cstar_tref_delta ~ oxygen + nitrate + silicate -1924.08509 -1900.606100 0.0732195 0.1183062 -3755.615126 -3710.60475
mod Atlantic (28.15,28.2] cstar_tref_delta ~ oxygen + phosphate + silicate -1934.66802 -1911.189029 0.0727421 0.1172257 -3780.960066 -3735.94970
mod Atlantic (28.15,28.2] cstar_tref_delta ~ temp + aou + nitrate + silicate -1931.32113 -1903.146333 0.0728027 0.1178533 -3761.729359 -3707.71691
obs Atlantic (28.15,28.2] cstar_tref_delta ~ temp + aou + nitrate + silicate -51.50764 -24.357462 0.2309629 0.5859045 413.359884 466.80096
obs Atlantic (28.15,28.2] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate -92.37742 -60.702212 0.2238167 0.5787568 374.484865 436.83279
mod Atlantic (28.15,28.2] cstar_tref_delta ~ temp + aou + phosphate + silicate -1938.59101 -1910.416215 0.0724763 0.1169105 -3784.099978 -3730.08753
obs Atlantic (28.15,28.2] cstar_tref_delta ~ temp + aou + phosphate + silicate -87.15992 -60.009740 0.2250042 0.5822780 385.448568 438.88964
mod Atlantic (28.15,28.2] cstar_tref_delta ~ temp + oxygen + nitrate -1933.36097 -1909.881979 0.0728009 0.1199623 -3715.585080 -3670.57471
mod Atlantic (28.15,28.2] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -1931.39851 -1903.223714 0.0727992 0.1177864 -3763.352907 -3709.34046
obs Atlantic (28.15,28.2] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -45.61261 -18.462435 0.2319632 0.5846276 411.646908 465.08798
obs Atlantic (28.15,28.2] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate -87.97011 -56.294897 0.2245411 0.5771914 371.242203 433.59012
mod Atlantic (28.15,28.2] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -1938.31577 -1910.140978 0.0724886 0.1168795 -3784.893862 -3730.88142
obs Atlantic (28.15,28.2] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -83.54928 -56.399099 0.2256005 0.5802068 380.200917 433.64199
obs Atlantic (28.15,28.2] cstar_tref_delta ~ temp + phosphate + nitrate + silicate -67.84297 -40.692789 0.2282133 0.5842108 400.535410 453.97648
mod Atlantic (28.2, Inf] cstar_tref_delta ~ aou + oxygen + nitrate + silicate -5320.34792 -5286.922173 0.0612650 0.0980605 -11173.381888 -11107.85304
mod Atlantic (28.2, Inf] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate -5324.92823 -5291.502476 0.0611927 0.0985961 -11126.943433 -11061.41458
obs Atlantic (28.2, Inf] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate -1427.50068 -1390.942714 0.1429824 0.2975958 -2513.516621 -2441.16666
mod Atlantic (28.2, Inf] cstar_tref_delta ~ aou + oxygen + phosphate + silicate -5317.11590 -5283.690146 0.0613160 0.0980047 -11179.200898 -11113.67205
obs Atlantic (28.2, Inf] cstar_tref_delta ~ aou + phosphate + nitrate + silicate -1421.49858 -1390.163183 0.1434006 0.2981456 -2507.423608 -2445.40936
obs Atlantic (28.2, Inf] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate -1423.64370 -1392.308301 0.1432884 0.2979551 -2510.812533 -2448.79828
mod Atlantic (28.2, Inf] cstar_tref_delta ~ oxygen + phosphate + silicate -5316.51066 -5288.655863 0.0613572 0.1001119 -11010.001338 -10955.39396
obs Atlantic (28.2, Inf] cstar_tref_delta ~ phosphate + nitrate + silicate -1416.36043 -1390.247602 0.1437747 0.2987749 -2500.238261 -2448.55972
mod Atlantic (28.2, Inf] cstar_tref_delta ~ temp + aou + nitrate + silicate -5317.32839 -5283.902642 0.0613126 0.0982069 -11162.017054 -11096.48821
mod Atlantic (28.2, Inf] cstar_tref_delta ~ temp + aou + phosphate + nitrate -5322.10439 -5288.678637 0.0612373 0.0987510 -11114.939725 -11049.41088
obs Atlantic (28.2, Inf] cstar_tref_delta ~ temp + aou + phosphate + nitrate -1415.79607 -1384.460676 0.1436994 0.2992038 -2489.697652 -2427.68340
obs Atlantic (28.2, Inf] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate -1445.68920 -1409.131242 0.1420364 0.2966978 -2530.943047 -2458.59309
mod Atlantic (28.2, Inf] cstar_tref_delta ~ temp + aou + phosphate + silicate -5313.78921 -5280.363455 0.0613686 0.0981531 -11167.752598 -11102.22375
mod Atlantic (28.2, Inf] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -5319.66658 -5286.240831 0.0612757 0.0981294 -11167.779521 -11102.25067
mod Atlantic (28.2, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate -5324.69457 -5291.268823 0.0611964 0.0986672 -11121.097246 -11055.56840
obs Atlantic (28.2, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate -1420.36321 -1389.027811 0.1434600 0.2985570 -2500.708359 -2438.69411
obs Atlantic (28.2, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate -1448.32785 -1411.769887 0.1418997 0.2962281 -2538.874282 -2466.52433
mod Atlantic (28.2, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -5316.00613 -5282.580374 0.0613335 0.0980781 -11173.352176 -11107.82333
obs Atlantic (28.2, Inf] cstar_tref_delta ~ temp + phosphate + nitrate -1411.75192 -1385.639087 0.1440167 0.2999088 -2481.538532 -2429.85999
obs Atlantic (28.2, Inf] cstar_tref_delta ~ temp + phosphate + nitrate + silicate -1442.94306 -1411.607665 0.1422827 0.2972779 -2524.900087 -2462.88584
obs Indian (-Inf,26] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 1339.62567 1363.838561 1.1842746 3.2422694 3243.978528 3292.73928
mod Indian (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 1343.24137 1372.280652 1.0011918 3.0510102 3515.297971 3573.90916
mod Indian (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 1412.69539 1437.586198 1.0806156 3.1430273 3588.938077 3639.17624
mod Indian (-Inf,26] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 1341.54298 1366.433787 1.0015145 3.0526028 3512.225147 3562.46331
obs Indian (-Inf,26] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 1284.60604 1308.818926 1.1088434 3.1690027 3189.888128 3238.64888
mod Indian (-Inf,26] cstar_tref_delta ~ aou + phosphate + silicate 1415.21557 1435.957915 1.0858468 3.1553085 3592.904913 3634.77005
obs Indian (-Inf,26] cstar_tref_delta ~ aou + phosphate + silicate 1282.94246 1303.119863 1.1092897 3.2204075 3207.824467 3248.45842
mod Indian (-Inf,26] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 1361.19699 1386.087801 1.0227665 3.1009423 3545.130267 3595.36843
obs Indian (-Inf,26] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 1286.71931 1310.932196 1.1116499 3.1555168 3184.982656 3233.74340
mod Indian (-Inf,26] cstar_tref_delta ~ oxygen + phosphate + silicate 1411.50479 1432.247129 1.0815505 3.1611220 3594.116179 3635.98131
obs Indian (-Inf,26] cstar_tref_delta ~ oxygen + phosphate + silicate 1289.13680 1309.314212 1.1175395 3.1965712 3200.480061 3241.11402
mod Indian (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1343.41476 1372.454042 1.0013773 3.0497696 3514.768458 3573.37964
obs Indian (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1283.32846 1311.576827 1.1045046 3.1452790 3182.253257 3239.14080
mod Indian (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + silicate 1413.29065 1438.181459 1.0813031 3.1412934 3588.346847 3638.58501
obs Indian (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + silicate 1282.04758 1306.260464 1.1054551 3.1880272 3196.894916 3245.65566
obs Indian (-Inf,26] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1339.58614 1363.799033 1.1842186 3.2418453 3243.780872 3292.54162
mod Indian (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1340.81973 1369.859009 0.9986049 3.0555283 3516.371136 3574.98232
obs Indian (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1281.82032 1310.068688 1.1025139 3.1376426 3178.296198 3235.18374
mod Indian (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1412.97237 1437.863176 1.0809354 3.1476917 3591.340439 3641.57860
obs Indian (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1280.60883 1304.821717 1.1035543 3.1797560 3192.747956 3241.50870
mod Indian (26,26.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 957.87650 981.469969 0.8483513 2.7156630 3793.908277 3844.73059
obs Indian (26,26.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 1027.18339 1049.755696 1.1939436 3.2129619 3686.877734 3736.06694
mod Indian (26,26.5] cstar_tref_delta ~ aou + phosphate + silicate 1022.97763 1042.638851 0.9273104 2.7999220 3860.926295 3903.27822
obs Indian (26,26.5] cstar_tref_delta ~ aou + phosphate + silicate 1028.02843 1046.838690 1.1992965 3.2405275 3699.377965 3740.36897
mod Indian (26,26.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 965.12665 988.720121 0.8565481 2.7607881 3828.222415 3879.04473
mod Indian (26,26.5] cstar_tref_delta ~ oxygen + phosphate + silicate 1020.47652 1040.137745 0.9242395 2.8291322 3882.045831 3924.39776
obs Indian (26,26.5] cstar_tref_delta ~ temp + aou + nitrate + silicate 996.95426 1019.526566 1.1385229 3.1803388 3670.661342 3719.85055
mod Indian (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate 1029.40307 1052.996541 0.9327691 2.8489953 3901.170484 3951.99279
obs Indian (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate 979.86439 1002.436693 1.1083371 3.1675900 3664.183997 3713.37321
mod Indian (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 941.12804 968.653755 0.8275169 2.6152404 3718.964343 3778.25704
obs Indian (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 951.77573 978.110088 1.0571236 3.0508372 3597.729855 3655.11727
mod Indian (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + silicate 1018.50369 1042.097164 0.9193825 2.7575103 3832.765833 3883.58814
obs Indian (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + silicate 995.37722 1017.949530 1.1357033 3.1585419 3657.430755 3706.61996
obs Indian (26,26.5] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 997.43136 1020.003669 1.1393773 3.1825717 3671.980726 3721.16994
mod Indian (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 1029.82483 1053.418300 0.9332910 2.8556239 3905.989471 3956.81178
obs Indian (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 985.71749 1008.289793 1.1185842 3.1862002 3675.095287 3724.28450
mod Indian (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 939.36662 966.892333 0.8255860 2.6158497 3719.165248 3778.45794
obs Indian (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 951.49279 977.827149 1.0566534 3.0520944 3598.527690 3655.91510
mod Indian (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1018.47747 1042.070946 0.9193506 2.7575135 3832.766104 3883.58841
obs Indian (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 994.21795 1016.790258 1.1336350 3.1558380 3655.879215 3705.06843
mod Indian (26.5,26.75] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 698.03112 720.987119 0.6655821 2.9094293 3975.004278 4025.54315
mod Indian (26.5,26.75] cstar_tref_delta ~ aou + phosphate + silicate 702.26039 721.390386 0.6717255 2.9190992 3979.535785 4021.65151
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + nitrate 1000.17666 1019.537250 0.9759699 3.2320613 5033.272081 5076.65020
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + nitrate + silicate 993.71665 1016.949353 0.9644097 3.2019594 5013.941115 5065.99485
mod Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate 705.51833 724.648331 0.6749611 2.9080716 3973.459982 4015.57571
mod Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate 703.52569 726.481694 0.6709980 2.8173967 3915.407820 3965.94669
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate 980.32172 1003.554425 0.9463857 3.1871197 5003.108860 5055.16260
mod Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 699.98442 726.766420 0.6655363 2.8055270 3909.483311 3968.44533
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 971.09645 998.201276 0.9315407 3.1582915 4984.603033 5045.33239
mod Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 700.88825 723.844253 0.6683929 2.8701138 3950.076945 4000.61582
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 997.67798 1020.910684 0.9698055 3.3233834 5109.003083 5161.05682
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + nitrate 1002.10615 1021.466741 0.9786258 3.2375564 5037.467891 5080.84601
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 996.38876 1019.621466 0.9680462 3.2075148 5018.157989 5070.21173
mod Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate 705.51683 724.646826 0.6749596 2.9079034 3973.349054 4015.46478
mod Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 703.51963 726.475632 0.6709920 2.8183867 3916.081875 3966.62075
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 984.80880 1008.041502 0.9523856 3.1951106 5009.196396 5061.25013
mod Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 700.00784 726.789837 0.6655593 2.8063785 3910.074159 3969.03618
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 977.16269 1004.267513 0.9395339 3.1676994 4991.813763 5052.54312
mod Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 701.01589 723.971889 0.6685187 2.8701363 3950.135767 4000.67464
obs Indian (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1000.27702 1023.509726 0.9733621 3.3273826 5111.940936 5163.99467
obs Indian (26.75,27] cstar_tref_delta ~ temp + aou + nitrate 1761.80306 1784.241476 0.9178190 3.3383667 8095.655365 8144.21755
mod Indian (26.75,27] cstar_tref_delta ~ temp + aou + nitrate + silicate 769.28701 794.241584 0.5387931 2.5460378 4746.111727 4800.12240
obs Indian (26.75,27] cstar_tref_delta ~ temp + aou + nitrate + silicate 1755.51208 1782.438182 0.9120460 3.3182955 8075.095526 8133.37015
mod Indian (26.75,27] cstar_tref_delta ~ temp + aou + phosphate 748.96543 769.760905 0.5284584 2.5307230 4719.134808 4764.14370
mod Indian (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate 748.60832 773.562893 0.5271433 2.4843772 4678.150454 4732.16113
obs Indian (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate 1685.54406 1712.470163 0.8647517 3.2852217 8021.308288 8079.58291
mod Indian (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 745.38243 774.496096 0.5242393 2.4750099 4670.725893 4733.73834
obs Indian (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1663.18079 1694.594583 0.8488658 3.2530125 7982.363565 8050.35063
mod Indian (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + silicate 746.98749 771.942060 0.5262409 2.5279827 4718.667445 4772.67812
obs Indian (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + silicate 1679.81624 1706.742340 0.8609903 3.3209076 8059.972119 8118.24674
obs Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + nitrate 1760.26994 1782.708363 0.9167488 3.3396107 8096.746378 8145.30857
mod Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 769.48677 794.441342 0.5389068 2.5449848 4745.221809 4799.23248
obs Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1752.60673 1779.532834 0.9100317 3.3181581 8074.331383 8132.60601
mod Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate 748.69569 769.491162 0.5283078 2.5298474 4718.186383 4763.19528
mod Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 748.24315 773.197725 0.5269399 2.4834964 4677.136606 4731.14728
obs Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 1688.91244 1715.838549 0.8669713 3.2898327 8027.388351 8085.66298
mod Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 745.07195 774.185618 0.5240673 2.4740405 4669.649256 4732.66171
obs Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1666.40286 1697.816650 0.8509498 3.2575546 7988.391808 8056.37887
mod Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 746.73183 771.686397 0.5260987 2.5270726 4717.692722 4771.70339
obs Indian (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1681.76091 1708.687015 0.8622655 3.3233322 8063.199590 8121.47422
mod Indian (27,27.25] cstar_tref_delta ~ aou + nitrate + silicate 1179.44617 1200.838782 0.7247728 2.4971116 4837.395293 4882.88798
mod Indian (27,27.25] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 1175.74012 1201.411247 0.7209036 2.4930325 4835.472230 4890.06346
obs Indian (27,27.25] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 1094.16659 1119.643227 0.6905082 2.3448607 4178.079094 4231.65590
mod Indian (27,27.25] cstar_tref_delta ~ oxygen + nitrate + silicate 1179.15705 1200.549653 0.7245762 2.4969993 4837.193252 4882.68594
mod Indian (27,27.25] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 1176.59040 1202.261529 0.7214788 2.4937539 4836.473569 4891.06480
obs Indian (27,27.25] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 1098.28234 1123.758985 0.6932675 2.3474765 4182.056159 4235.63297
mod Indian (27,27.25] cstar_tref_delta ~ temp + aou + nitrate + silicate 1181.43121 1207.102341 0.7247626 2.4957193 4839.951076 4894.54230
obs Indian (27,27.25] cstar_tref_delta ~ temp + aou + phosphate 1040.74069 1061.971221 0.6569425 2.3335850 4144.040152 4188.68749
obs Indian (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate 1042.11930 1067.595942 0.6565471 2.3328490 4147.094093 4200.67090
obs Indian (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 974.86176 1004.584504 0.6139321 2.2681622 4060.655970 4123.16224
mod Indian (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + silicate 1166.51564 1192.186765 0.7146923 2.4822630 4821.529485 4876.12071
obs Indian (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + silicate 998.48434 1023.960986 0.6293657 2.2885725 4087.078964 4140.65577
mod Indian (27,27.25] cstar_tref_delta ~ temp + nitrate + silicate 1180.05492 1201.447528 0.7251868 2.4978687 4838.358608 4883.85130
mod Indian (27,27.25] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1181.08100 1206.752132 0.7245245 2.4951781 4839.287224 4893.87845
obs Indian (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate 1041.53124 1062.761779 0.6574459 2.3346904 4145.404339 4190.05168
obs Indian (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 1043.00223 1068.478873 0.6571090 2.3338601 4148.405203 4201.98201
obs Indian (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 971.09979 1000.822542 0.6116982 2.2658896 4056.856605 4119.36288
mod Indian (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1163.39243 1189.063556 0.7126014 2.4789708 4817.160737 4871.75196
obs Indian (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 997.07440 1022.551045 0.6285064 2.2881290 4086.069412 4139.64622
mod Indian (27,27.25] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 1180.56544 1206.236566 0.7241742 2.4968039 4840.815154 4895.40638
mod Indian (27.25,27.5] cstar_tref_delta ~ aou + phosphate + nitrate 919.41418 942.119332 0.4663609 1.5760891 4630.434694 4678.65234
mod Indian (27.25,27.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 903.16298 930.409163 0.4602600 1.5527791 4578.204930 4636.06611
obs Indian (27.25,27.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 1350.17795 1377.458666 0.6319260 1.7544654 4581.626092 4638.64036
mod Indian (27.25,27.5] cstar_tref_delta ~ aou + phosphate + silicate 918.57779 941.282942 0.4660795 1.5596929 4594.052349 4642.27000
mod Indian (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + nitrate 933.01313 955.718279 0.4709592 1.5814735 4645.754368 4693.97201
mod Indian (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 916.09593 943.342107 0.4645748 1.5576358 4592.342768 4650.20394
obs Indian (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 1356.78078 1384.061496 0.6349262 1.7574489 4588.197549 4645.21182
mod Indian (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + silicate 937.66127 960.366416 0.4725412 1.5665943 4614.112700 4662.33035
obs Indian (27.25,27.5] cstar_tref_delta ~ temp + aou + nitrate + silicate 1303.49361 1330.774327 0.6111135 1.7508651 4566.866727 4623.88099
mod Indian (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate 830.55377 853.258921 0.4373995 1.5385088 4522.627476 4570.84512
obs Indian (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate 1275.95870 1298.692631 0.6000212 1.7371499 4532.498190 4580.01008
obs Indian (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate 1275.44772 1302.728437 0.5989414 1.7296315 4522.074338 4579.08861
obs Indian (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1199.77896 1231.606463 0.5664831 1.6890187 4433.219969 4499.73662
mod Indian (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + silicate 832.53180 859.777982 0.4373925 1.5299557 4507.671846 4565.53302
obs Indian (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + silicate 1240.20863 1267.489343 0.5839905 1.7177772 4492.573146 4549.58741
mod Indian (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate 813.93093 836.636076 0.4321849 1.5347643 4509.246831 4557.46448
obs Indian (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate 1270.68557 1293.419502 0.5977558 1.7357299 4528.784282 4576.29617
obs Indian (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 1268.49973 1295.780440 0.5959636 1.7272356 4516.205679 4573.21995
obs Indian (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1232.77194 1260.052656 0.5808833 1.7152458 4486.201642 4543.21591
mod Indian (27.25,27.5] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 958.61803 985.864213 0.4790487 1.5727927 4636.382907 4694.24408
obs Indian (27.5,27.75] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 1369.52454 1398.163023 0.5260691 1.1132893 3729.196582 3788.96554
mod Indian (27.5,27.75] cstar_tref_delta ~ aou + phosphate + nitrate 2153.59391 2178.072320 0.7159651 1.4330485 5579.158129 5630.43706
mod Indian (27.5,27.75] cstar_tref_delta ~ aou + phosphate + silicate 2158.97439 2183.452805 0.7179173 1.4359118 5588.530616 5639.80955
mod Indian (27.5,27.75] cstar_tref_delta ~ oxygen + phosphate + nitrate 2173.07797 2197.556385 0.7230597 1.4423133 5608.142787 5659.42172
mod Indian (27.5,27.75] cstar_tref_delta ~ oxygen + phosphate + silicate 2192.83871 2217.317119 0.7303269 1.4522424 5639.517989 5690.79692
mod Indian (27.5,27.75] cstar_tref_delta ~ temp + aou + nitrate 2175.79875 2200.277159 0.7240560 1.4238914 5524.816162 5576.09509
mod Indian (27.5,27.75] cstar_tref_delta ~ temp + aou + nitrate + silicate 2121.00585 2150.379942 0.7035419 1.4013683 5462.984867 5524.51959
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + aou + nitrate + silicate 1357.84664 1386.485122 0.5225663 1.1086465 3712.373103 3772.14206
mod Indian (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate 2032.30343 2056.781841 0.6733395 1.3754263 5391.419083 5442.69802
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate 1370.22050 1398.858983 0.5262786 1.1131055 3728.118405 3787.88736
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1326.51602 1359.927583 0.5126965 1.0973424 3676.554253 3746.28471
mod Indian (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 2030.05198 2059.426072 0.6718923 1.3739614 5391.087883 5452.62260
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 1374.96592 1403.604398 0.5277093 1.1127427 3724.758788 3784.52775
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + oxygen + nitrate 1389.24860 1413.114000 0.5326479 1.1198834 3746.989611 3796.79708
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1343.77732 1372.415803 0.5183772 1.1042205 3697.233389 3757.00235
mod Indian (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate 2052.25639 2076.734803 0.6801731 1.3811743 5406.506824 5457.78576
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 1372.87071 1401.509194 0.5270771 1.1139104 3730.797282 3790.56624
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1326.73558 1360.147145 0.5127609 1.0970920 3675.347584 3745.07804
mod Indian (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 2051.93840 2081.312497 0.6793757 1.3803749 5408.179970 5469.71469
obs Indian (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1385.05790 1413.696385 0.5307648 1.1153815 3732.963567 3792.73253
obs Indian (27.75,27.85] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 841.59253 866.496146 0.5859554 1.0417216 1731.156727 1783.30652
mod Indian (27.75,27.85] cstar_tref_delta ~ aou + phosphate + silicate 1229.03629 1250.227911 0.7957475 1.1786289 1913.632174 1957.82315
obs Indian (27.75,27.85] cstar_tref_delta ~ aou + phosphate + silicate 845.60219 866.355204 0.5897216 1.0463084 1735.659632 1779.11780
obs Indian (27.75,27.85] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 842.46433 867.367943 0.5865003 1.0429571 1734.127132 1786.27693
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + aou + nitrate 1132.85539 1154.047014 0.7244083 1.1143929 1844.472333 1888.66331
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + aou + nitrate + silicate 1123.05313 1148.483079 0.7161070 1.1060031 1836.336506 1889.36568
obs Indian (27.75,27.85] cstar_tref_delta ~ temp + aou + nitrate + silicate 843.65114 868.554757 0.5872428 1.0442118 1736.868314 1789.01811
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate 1133.23688 1154.428504 0.7246782 1.1017274 1795.268290 1839.45927
obs Indian (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 831.49456 860.548776 0.5784465 1.0339746 1722.334472 1783.17590
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate + silicate 1128.00222 1153.432170 0.7195764 1.0955302 1787.756971 1840.78614
obs Indian (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate + silicate 830.42743 855.331049 0.5790221 1.0356054 1722.474177 1774.62397
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + nitrate 1132.04206 1153.233680 0.7238332 1.1123197 1838.001305 1882.19228
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1123.88707 1149.317017 0.7166904 1.1050266 1831.277542 1884.30671
obs Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 841.35477 866.258385 0.5858069 1.0425327 1733.833994 1785.98379
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate 1133.60789 1154.799510 0.7249409 1.1011459 1792.344728 1836.53570
obs Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 830.70248 859.756695 0.5779583 1.0330524 1720.221487 1781.06292
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1129.63163 1155.061578 0.7207223 1.0960615 1786.981502 1840.01067
obs Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 829.06415 853.967770 0.5781812 1.0346172 1720.663857 1772.81365
mod Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + silicate 1209.17968 1230.371304 0.7804656 1.1880661 1985.741787 2029.93276
obs Indian (27.75,27.85] cstar_tref_delta ~ temp + oxygen + silicate 844.30993 865.062947 0.5889098 1.0458131 1735.328019 1778.78618
obs Indian (27.85,27.95] cstar_tref_delta ~ aou + oxygen + silicate 1164.52698 1187.166774 0.5627127 0.9749267 2187.771714 2234.69907
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + nitrate 924.85228 947.033037 0.5036449 0.8863020 1678.251429 1723.92352
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + nitrate + silicate 924.65189 951.268788 0.5027577 0.8803938 1658.627266 1713.43378
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate 937.98508 960.165831 0.5089728 0.8919962 1692.936309 1738.60840
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate 1161.45040 1184.090192 0.5614486 0.9757530 2194.316014 2241.24337
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + nitrate 1162.68562 1189.853363 0.5611348 0.9754323 2197.519374 2253.83221
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1161.67591 1193.371610 0.5599016 0.9722149 2189.378625 2255.07693
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + silicate 939.62580 966.242699 0.5088263 0.8840527 1663.218012 1718.02452
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + silicate 1162.35753 1189.525281 0.5610003 0.9740353 2191.386660 2247.69949
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + aou + silicate 951.43473 973.615484 0.5144876 0.8930510 1687.388012 1733.06010
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + nitrate 926.07158 948.252336 0.5041372 0.8869069 1679.947913 1725.62000
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 926.25586 952.872760 0.5034043 0.8811162 1660.556970 1715.36348
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate 938.78768 960.968429 0.5093002 0.8923676 1693.925177 1739.59727
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate 1161.39478 1184.034572 0.5614258 0.9757297 2194.258247 2241.18561
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 1162.92775 1190.095496 0.5612342 0.9755247 2197.729602 2254.04243
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1161.60025 1193.295955 0.5598707 0.9723560 2190.096179 2255.79448
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 940.55217 967.169069 0.5092041 0.8844540 1664.246000 1719.05251
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1161.93040 1189.098148 0.5608251 0.9740202 2191.696604 2248.00944
mod Indian (27.85,27.95] cstar_tref_delta ~ temp + oxygen + silicate 951.36744 973.548190 0.5144599 0.8932374 1688.237956 1733.91005
obs Indian (27.85,27.95] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 1160.09756 1187.265307 0.5600742 0.9742553 2194.396868 2250.70970
obs Indian (27.95,28.05] cstar_tref_delta ~ aou + oxygen + silicate 1059.62902 1084.796551 0.3843740 0.7565215 2243.960571 2295.21899
mod Indian (27.95,28.05] cstar_tref_delta ~ aou + phosphate + silicate 929.13350 953.156573 0.4027493 0.7382496 1710.395877 1759.78530
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + aou + nitrate 787.56357 811.586640 0.3723516 0.7079881 1569.783740 1619.17316
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + aou + nitrate + silicate 785.61276 814.440445 0.3715371 0.7056645 1559.198339 1618.46564
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + aou + nitrate + silicate 1069.39714 1099.598183 0.3856928 0.7586644 2261.763075 2323.27317
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate 773.89628 797.919355 0.3695413 0.7058475 1560.820680 1610.21010
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1067.80545 1103.039995 0.3850825 0.7527449 2223.059725 2294.82151
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + silicate 775.55922 804.386904 0.3694723 0.7033152 1547.134263 1606.40157
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + silicate 1067.86640 1098.067438 0.3854326 0.7557814 2240.981123 2302.49122
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + aou + silicate 1067.41287 1092.580401 0.3856955 0.7586745 2257.833540 2309.09196
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + oxygen + nitrate 786.39152 810.414595 0.3721098 0.7076147 1567.686213 1617.07563
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 783.44749 812.275179 0.3710914 0.7051446 1556.508405 1615.77571
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1070.27507 1100.476111 0.3858421 0.7590557 2264.410079 2325.92018
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate 772.41119 796.434259 0.3692372 0.7054175 1558.452141 1607.84156
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1068.31609 1103.550639 0.3851692 0.7528600 2223.781458 2295.54324
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 774.30802 803.135703 0.3692161 0.7030053 1545.503424 1604.77073
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1067.98779 1098.188825 0.3854532 0.7558334 2241.333310 2302.84341
mod Indian (27.95,28.05] cstar_tref_delta ~ temp + oxygen + silicate 915.96519 939.988264 0.3998201 0.7403846 1732.584401 1781.97382
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 1066.88543 1097.086472 0.3852659 0.7540105 2228.157520 2289.66762
obs Indian (27.95,28.05] cstar_tref_delta ~ temp + phosphate + silicate 1065.99944 1091.166969 0.3854552 0.7559190 2237.960698 2289.21911
obs Indian (28.05,28.1] cstar_tref_delta ~ aou + oxygen + silicate -25.55322 -2.186735 0.2365934 0.5574230 492.214515 539.59298
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + aou + nitrate -62.77437 -40.882240 0.2274747 0.4789568 13.540913 59.21771
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + aou + nitrate + silicate -61.88503 -35.614468 0.2272603 0.4783233 13.560910 68.37306
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate -70.42311 -48.530981 0.2260025 0.4788625 15.290617 60.96741
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + nitrate -69.76238 -43.491827 0.2257457 0.4750872 -6.150231 48.66192
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + nitrate -22.37531 5.664479 0.2367696 0.5570932 494.551300 551.40546
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate -20.39361 12.319480 0.2367669 0.5529241 474.967340 541.29719
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + silicate -72.43694 -46.166384 0.2252337 0.4776820 12.473106 67.28526
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + silicate -14.93911 13.100674 0.2378852 0.5565200 492.472785 549.32694
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + oxygen + nitrate -62.48669 -40.594556 0.2275302 0.4790230 13.900866 59.57766
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -61.77320 -35.502643 0.2272819 0.4783731 13.866025 68.67818
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate -70.27042 -48.378294 0.2260317 0.4788906 15.434976 61.11177
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate -69.51068 -43.240120 0.2257939 0.4751712 -5.652024 49.16013
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate -20.86545 7.174336 0.2369957 0.5572837 495.861250 552.71541
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate -18.90153 13.811556 0.2369903 0.5532201 476.872820 543.20267
mod Indian (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -71.84287 -45.572313 0.2253473 0.4778110 13.172200 67.98435
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -14.07759 13.962197 0.2380148 0.5567258 493.764640 550.61880
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + phosphate + nitrate -16.17764 7.188848 0.2379997 0.5583268 498.768732 546.14720
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + phosphate + nitrate + silicate -14.20860 13.831188 0.2379951 0.5551189 484.647206 541.50136
obs Indian (28.05,28.1] cstar_tref_delta ~ temp + phosphate + silicate -13.46389 9.902602 0.2384083 0.5573140 493.477463 540.85593
mod Indian (28.1, Inf] cstar_tref_delta ~ aou + oxygen + nitrate + silicate -2191.15252 -2156.263699 0.1551038 0.2987653 -4980.925275 -4910.65937
mod Indian (28.1, Inf] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate -2189.21802 -2148.514395 0.1551018 0.2985699 -4984.228364 -4902.25148
mod Indian (28.1, Inf] cstar_tref_delta ~ aou + oxygen + phosphate + silicate -2188.72420 -2153.835378 0.1551799 0.2991621 -4966.511142 -4896.24524
obs Indian (28.1, Inf] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 536.91153 571.096979 0.2725855 0.5051121 342.764230 412.10384
mod Indian (28.1, Inf] cstar_tref_delta ~ aou + phosphate + nitrate + silicate -2162.93187 -2128.043046 0.1559899 0.2994714 -4959.443142 -4889.17724
obs Indian (28.1, Inf] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 544.51937 578.704817 0.2730566 0.5077769 398.994587 468.33420
obs Indian (28.1, Inf] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 540.77545 574.960904 0.2728247 0.5070417 384.135051 453.47467
obs Indian (28.1, Inf] cstar_tref_delta ~ oxygen + phosphate + silicate 543.05029 571.538169 0.2730895 0.5073484 385.336328 443.11934
mod Indian (28.1, Inf] cstar_tref_delta ~ temp + aou + nitrate + silicate -2191.61834 -2156.729521 0.1550893 0.2987504 -4981.402487 -4911.13658
mod Indian (28.1, Inf] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate -2189.65569 -2148.952061 0.1550881 0.2985560 -4984.675450 -4902.69856
obs Indian (28.1, Inf] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 543.26724 583.150269 0.2728551 0.5046400 334.577462 415.47368
mod Indian (28.1, Inf] cstar_tref_delta ~ temp + aou + phosphate + silicate -2189.08245 -2154.193629 0.1551687 0.2991518 -4966.837018 -4896.57111
obs Indian (28.1, Inf] cstar_tref_delta ~ temp + aou + phosphate + silicate 547.72103 581.906487 0.2732551 0.5052736 342.246704 411.58632
mod Indian (28.1, Inf] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -2191.83723 -2156.948410 0.1550824 0.2987446 -4981.582759 -4911.31685
mod Indian (28.1, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate -2189.86472 -2149.161099 0.1550815 0.2985484 -4984.921387 -4902.94450
obs Indian (28.1, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 542.43157 582.314593 0.2728034 0.5046006 334.017982 414.91420
mod Indian (28.1, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -2189.25913 -2154.370311 0.1551631 0.2991453 -4967.047586 -4896.78168
obs Indian (28.1, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 544.75917 578.944622 0.2730715 0.5050914 339.318048 408.65766
obs Indian (28.1, Inf] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 541.27001 575.455464 0.2728553 0.5053472 346.350300 415.68991
obs Indian (28.1, Inf] cstar_tref_delta ~ temp + phosphate + silicate 548.91548 577.403358 0.2734533 0.5059623 352.376334 410.15935
mod Pacific (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 14633.55830 14675.768891 2.6131251 4.6520240 26881.498369 26965.44343
obs Pacific (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 15480.67207 15523.261845 2.6265878 4.6139875 27960.804539 28045.34493
mod Pacific (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 14655.54657 14691.727075 2.6233476 4.6873409 26971.702316 27043.65522
obs Pacific (-Inf,26] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 15491.17779 15527.683312 2.6316570 4.6422091 28037.877086 28110.34028
mod Pacific (-Inf,26] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 14682.63140 14718.811905 2.6349377 4.6751018 26932.132093 27004.08500
obs Pacific (-Inf,26] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 15550.23131 15586.736835 2.6557271 4.6500573 28048.972287 28121.43548
mod Pacific (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 14587.05159 14629.262180 2.5934199 4.6379714 26850.883290 26934.82835
obs Pacific (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 15452.62429 15495.214070 2.6152540 4.6049995 27939.740206 28024.28060
mod Pacific (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + silicate 14621.67442 14657.854927 2.6089247 4.6777319 26951.201888 27023.15480
obs Pacific (-Inf,26] cstar_tref_delta ~ temp + aou + phosphate + silicate 15466.49068 15502.996204 2.6216594 4.6370770 28027.499188 28099.96238
mod Pacific (-Inf,26] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 14622.02610 14658.206605 2.6090741 4.6887440 26981.614140 27053.56705
obs Pacific (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 15523.71169 15560.217211 2.6448906 4.6678652 28106.876089 28179.33928
mod Pacific (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 14581.86755 14624.078141 2.5912326 4.6313744 26833.305669 26917.25073
obs Pacific (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 15445.15188 15487.741661 2.6122428 4.6029287 27935.065130 28019.60552
mod Pacific (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 14622.63511 14658.815617 2.6093327 4.6768887 26948.690083 27020.64299
obs Pacific (-Inf,26] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 15463.22007 15499.725597 2.6203378 4.6391313 28034.136708 28106.59990
mod Pacific (-Inf,26] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 14585.93198 14622.112489 2.5937915 4.6497397 26879.670275 26951.62318
obs Pacific (-Inf,26] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 15459.10538 15495.610902 2.6186760 4.6102312 27949.603294 28022.06649
mod Pacific (-Inf,26] cstar_tref_delta ~ temp + phosphate + silicate 14620.74629 14650.896712 2.6093799 4.6800381 26953.407159 27013.36792
obs Pacific (-Inf,26] cstar_tref_delta ~ temp + phosphate + silicate 15465.89276 15496.314035 2.6222262 4.6560962 28078.855851 28139.24184
mod Pacific (26,26.5] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 10792.84811 10828.062228 1.9010552 3.6060181 19036.511628 19105.64671
mod Pacific (26,26.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 10789.86128 10830.944419 1.8992434 3.6036121 19034.055345 19114.71294
obs Pacific (26,26.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate + silicate 9919.22359 9959.414323 2.0802751 4.0036896 17238.618439 17317.12861
obs Pacific (26,26.5] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 9917.25526 9951.704464 2.0802894 4.0074182 17241.448735 17308.74317
mod Pacific (26,26.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 10794.61687 10829.830983 1.9016982 3.6066043 19038.139932 19107.27502
mod Pacific (26,26.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 10790.11274 10825.326851 1.9000612 3.6054787 19034.900469 19104.03555
obs Pacific (26,26.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 9928.97344 9963.422638 2.0855909 4.0332469 17290.505004 17357.79943
obs Pacific (26,26.5] cstar_tref_delta ~ oxygen + phosphate + silicate 9927.29432 9956.001990 2.0857363 4.0335757 17287.157668 17343.23636
mod Pacific (26,26.5] cstar_tref_delta ~ temp + aou + nitrate + silicate 10791.46120 10826.675318 1.9005511 3.6067127 19038.087851 19107.22294
mod Pacific (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 10786.61826 10827.701399 1.8980661 3.6029107 19031.989400 19112.64700
obs Pacific (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 9904.24123 9944.431964 2.0735164 3.9932326 17216.853666 17295.36383
mod Pacific (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + silicate 10792.38907 10827.603187 1.9008883 3.6075846 19040.336675 19109.47176
obs Pacific (26,26.5] cstar_tref_delta ~ temp + aou + phosphate + silicate 9902.76529 9937.214492 2.0737525 3.9978746 17221.456284 17288.75071
mod Pacific (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 10786.07508 10827.158219 1.8978690 3.6032664 19032.813189 19113.47079
obs Pacific (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 9898.41653 9938.607263 2.0708948 3.9900224 17209.948335 17288.45850
mod Pacific (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 10791.00873 10826.222851 1.9003867 3.6072262 19039.310299 19108.44538
obs Pacific (26,26.5] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 9897.36639 9931.815590 2.0713221 3.9948917 17215.045440 17282.33987
mod Pacific (26,26.5] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 10784.83129 10820.045408 1.8981434 3.6037495 19030.085238 19099.22032
obs Pacific (26,26.5] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 9927.87159 9962.320789 2.0850918 4.0256605 17276.556181 17343.85061
obs Pacific (26,26.5] cstar_tref_delta ~ temp + phosphate + silicate 9926.97733 9955.685000 2.0855927 4.0261651 17273.668724 17329.74742
mod Pacific (26.5,26.75] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 7539.78939 7573.772652 1.4164421 2.8461028 13520.411508 13586.95407
obs Pacific (26.5,26.75] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 7340.94514 7373.991278 1.8081384 3.6996899 13764.600671 13829.75761
obs Pacific (26.5,26.75] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 7405.79588 7438.842017 1.8406051 3.6956695 13768.719055 13833.87599
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + aou + nitrate + silicate 7538.27444 7572.257699 1.4159385 2.8451513 13517.843940 13584.38650
obs Pacific (26.5,26.75] cstar_tref_delta ~ temp + aou + nitrate + silicate 7348.89381 7381.939953 1.8120868 3.6994846 13765.694928 13830.85187
obs Pacific (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate 7391.15784 7424.203980 1.8332262 3.6885275 13754.479106 13819.63605
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 7535.22048 7574.867620 1.4142597 2.8357422 13498.567171 13576.20016
obs Pacific (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 7349.86375 7388.417581 1.8115746 3.6667639 13714.996738 13791.01317
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 7534.64334 7568.626604 1.4147321 2.8397909 13504.432640 13570.97520
obs Pacific (26.5,26.75] cstar_tref_delta ~ temp + aou + phosphate + silicate 7351.36709 7384.413232 1.8133171 3.6770946 13728.900835 13794.05777
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + nitrate + silicate 7536.28107 7564.600460 1.4159407 2.8462514 13516.430581 13571.88271
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 7538.27848 7572.261742 1.4159398 2.8452704 13518.124700 13584.66726
obs Pacific (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate 7390.10990 7417.648347 1.8337052 3.6978729 13766.296489 13820.59394
obs Pacific (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 7387.39030 7420.436438 1.8313318 3.6877780 13752.635052 13817.79199
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 7532.81550 7572.462644 1.4134615 2.8347291 13495.654173 13573.28716
obs Pacific (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 7353.46421 7392.018037 1.8133654 3.6695280 13720.232584 13796.24901
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 7531.80749 7565.790756 1.4137906 2.8386064 13501.023927 13567.56648
obs Pacific (26.5,26.75] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 7353.66860 7386.714736 1.8144627 3.6785215 13731.672891 13796.82983
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 7537.94918 7571.932440 1.4158304 2.8432715 13513.350908 13579.89347
mod Pacific (26.5,26.75] cstar_tref_delta ~ temp + phosphate + silicate 7541.76218 7570.081568 1.4177637 2.8460544 13517.163145 13572.61528
obs Pacific (26.75,27] cstar_tref_delta ~ aou + oxygen + phosphate 9895.19487 9924.818852 1.4457371 2.9120544 17641.662509 17699.64562
obs Pacific (26.75,27] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 9894.18718 9929.735957 1.4449510 2.9106198 17640.755325 17710.33506
mod Pacific (26.75,27] cstar_tref_delta ~ aou + oxygen + phosphate + silicate 8454.93064 8490.839465 1.0190698 2.0191025 15136.095185 15206.57703
mod Pacific (26.75,27] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 8460.42512 8496.333943 1.0200238 2.0200422 15141.522742 15212.00459
mod Pacific (26.75,27] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 8461.06177 8496.970591 1.0201344 2.0201599 15142.192530 15212.67437
mod Pacific (26.75,27] cstar_tref_delta ~ phosphate + nitrate + silicate 8459.13540 8489.059414 1.0201472 2.0201800 15138.300616 15197.03549
obs Pacific (26.75,27] cstar_tref_delta ~ temp + aou + phosphate 9890.65211 9920.276094 1.4445500 2.9065984 17624.600645 17682.58376
obs Pacific (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate 9890.36445 9925.913225 1.4439525 2.9048733 17622.999897 17692.57963
mod Pacific (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 8445.81326 8487.706881 1.0171422 2.0170927 15128.591333 15210.82015
obs Pacific (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 9800.99900 9842.472572 1.4202918 2.8766501 17522.202982 17603.37934
mod Pacific (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + silicate 8455.89393 8491.802755 1.0192370 2.0191955 15136.709947 15207.19179
obs Pacific (26.75,27] cstar_tref_delta ~ temp + aou + phosphate + silicate 9817.72092 9853.269700 1.4251084 2.8839860 17544.346543 17613.92628
obs Pacific (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate 9888.82377 9918.447748 1.4440724 2.9048861 17619.144226 17677.12734
obs Pacific (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 9888.83688 9924.385653 1.4435537 2.9030667 17617.332527 17686.91226
mod Pacific (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 8446.47049 8488.364115 1.0172561 2.0171120 15128.804351 15211.03317
obs Pacific (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 9809.03640 9850.509970 1.4223576 2.8776849 17527.199485 17608.37584
mod Pacific (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 8456.82231 8492.731133 1.0193982 2.0192541 15137.156185 15207.63803
obs Pacific (26.75,27] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 9823.64108 9859.189851 1.4266349 2.8845941 17547.562877 17617.14261
mod Pacific (26.75,27] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 8459.32863 8495.237447 1.0198333 2.0198660 15140.493203 15210.97505
mod Pacific (26.75,27] cstar_tref_delta ~ temp + phosphate + silicate 8460.33228 8490.256300 1.0203551 2.0204796 15139.928135 15198.66301
mod Pacific (27,27.25] cstar_tref_delta ~ aou + oxygen + nitrate 7195.57272 7226.294662 0.6867830 1.4374135 14251.742919 14312.67997
mod Pacific (27,27.25] cstar_tref_delta ~ aou + oxygen + nitrate + silicate 7192.49766 7229.363993 0.6862772 1.4369062 14250.656256 14323.78071
mod Pacific (27,27.25] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 7198.34278 7235.209112 0.6868598 1.4375139 14256.708937 14329.83340
mod Pacific (27,27.25] cstar_tref_delta ~ temp + aou + nitrate + silicate 7194.60339 7231.469719 0.6864870 1.4374208 14255.288348 14328.41281
obs Pacific (27,27.25] cstar_tref_delta ~ temp + aou + nitrate + silicate 11796.52844 11834.038427 1.1251390 2.0994958 21745.910825 21820.49769
mod Pacific (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate 7198.39395 7235.260281 0.6868649 1.4376409 14257.770420 14330.89488
obs Pacific (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate 11825.42400 11862.933983 1.1293869 2.1143980 21852.391434 21926.97830
mod Pacific (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 7195.49024 7238.500959 0.6863761 1.4371515 14256.862504 14342.17437
obs Pacific (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 11768.87720 11812.638849 1.1207966 2.0835921 21635.103830 21722.12184
obs Pacific (27,27.25] cstar_tref_delta ~ temp + aou + phosphate + silicate 11794.59724 11832.107223 1.1248557 2.1013378 21759.523930 21834.11079
mod Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + nitrate 7197.11285 7227.834799 0.6869366 1.4377989 14255.204998 14316.14205
obs Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + nitrate 11824.56563 11855.823950 1.1295551 2.1156993 21857.734932 21919.89065
mod Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 7193.81641 7230.682740 0.6864086 1.4372665 14253.872166 14326.99662
obs Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 11795.72834 11833.238327 1.1250216 2.0985022 21738.692563 21813.27943
obs Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate 11824.61332 11855.871644 1.1295621 2.1154517 21855.940127 21918.09585
mod Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 7198.25086 7235.117189 0.6868506 1.4374427 14256.102822 14329.22728
obs Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 11825.66698 11863.176961 1.1294227 2.1138715 21848.560349 21923.14721
mod Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 7195.16175 7238.172475 0.6863433 1.4369354 14255.013699 14340.32557
obs Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 11765.51502 11809.276669 1.1203053 2.0813672 21618.885227 21705.90324
obs Pacific (27,27.25] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 11793.18644 11830.696419 1.1246487 2.1001448 21750.905450 21825.49231
mod Pacific (27.25,27.5] cstar_tref_delta ~ aou + nitrate + silicate 6440.79753 6472.570905 0.5156257 1.0080260 12292.325505 12355.70598
obs Pacific (27.25,27.5] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 7333.91577 7371.551191 0.6164192 1.1882220 13763.066771 13838.04878
mod Pacific (27.25,27.5] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 6433.61208 6471.740129 0.5150688 1.0074088 12286.132376 12362.18895
mod Pacific (27.25,27.5] cstar_tref_delta ~ oxygen + nitrate + silicate 6448.82368 6480.597050 0.5161128 1.0085405 12300.807754 12364.18823
obs Pacific (27.25,27.5] cstar_tref_delta ~ oxygen + nitrate + silicate 7365.38362 7396.746474 0.6190596 1.1887179 13764.496902 13826.98191
mod Pacific (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 6433.64940 6471.777445 0.5150711 1.0072796 12283.973830 12360.03040
obs Pacific (27.25,27.5] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 7366.87211 7404.507536 0.6190192 1.1881864 13761.549572 13836.53158
mod Pacific (27.25,27.5] cstar_tref_delta ~ phosphate + nitrate + silicate 6441.31121 6473.084579 0.5156569 1.0094019 12315.261586 12378.64206
mod Pacific (27.25,27.5] cstar_tref_delta ~ temp + aou + nitrate + silicate 6437.31129 6475.439337 0.5152930 1.0076932 12290.836385 12366.89296
obs Pacific (27.25,27.5] cstar_tref_delta ~ temp + aou + nitrate + silicate 7302.93790 7340.573325 0.6139853 1.1808074 13666.806959 13741.78897
mod Pacific (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate 6473.44685 6511.574894 0.5174883 1.0104344 12336.083387 12412.13996
obs Pacific (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 7296.24251 7340.150504 0.6133038 1.1801136 13661.948394 13749.42741
obs Pacific (27.25,27.5] cstar_tref_delta ~ temp + aou + phosphate + silicate 7296.29467 7333.930098 0.6134646 1.1875734 13755.478308 13830.46032
mod Pacific (27.25,27.5] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 6437.02432 6475.152364 0.5152756 1.0075910 12289.133566 12365.19014
obs Pacific (27.25,27.5] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 7303.78680 7341.422226 0.6140519 1.1801526 13658.153292 13733.13531
mod Pacific (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 6472.94322 6511.071262 0.5174577 1.0104515 12336.375422 12412.43200
obs Pacific (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 7337.46871 7375.104133 0.6166990 1.1888704 13771.429441 13846.41145
obs Pacific (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 7297.39727 7341.305267 0.6133943 1.1794911 13653.711799 13741.19081
obs Pacific (27.25,27.5] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 7297.30824 7334.943659 0.6135440 1.1873912 13753.091023 13828.07304
mod Pacific (27.25,27.5] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 6434.61852 6472.746571 0.5151298 1.0073405 12284.980139 12361.03671
obs Pacific (27.5,27.75] cstar_tref_delta ~ aou + oxygen + nitrate 5484.91106 5516.761480 0.4562652 0.7625065 7367.584877 7430.87420
obs Pacific (27.5,27.75] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 5468.33454 5506.555043 0.4552844 0.7597340 7306.360081 7382.30727
mod Pacific (27.5,27.75] cstar_tref_delta ~ aou + phosphate + nitrate + silicate 7083.76843 7121.930266 0.5534203 0.8676316 9159.635003 9235.48566
mod Pacific (27.5,27.75] cstar_tref_delta ~ oxygen + phosphate + nitrate 7117.62771 7149.429237 0.5557468 0.8694858 9179.610410 9242.81929
mod Pacific (27.5,27.75] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 7082.50868 7120.670509 0.5533387 0.8670123 9144.843195 9220.69385
obs Pacific (27.5,27.75] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 5469.69995 5507.920460 0.4553564 0.7610837 7341.019829 7416.96702
mod Pacific (27.5,27.75] cstar_tref_delta ~ temp + aou + nitrate 7116.23975 7148.041281 0.5556565 0.8700530 9194.761616 9257.97050
mod Pacific (27.5,27.75] cstar_tref_delta ~ temp + aou + nitrate + silicate 7082.53539 7120.697222 0.5533404 0.8677355 9163.020618 9238.87128
obs Pacific (27.5,27.75] cstar_tref_delta ~ temp + aou + nitrate + silicate 5481.24566 5519.466167 0.4559659 0.7626130 7376.448378 7452.39556
obs Pacific (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate 5467.96142 5506.181921 0.4552647 0.7602425 7319.768688 7395.71587
obs Pacific (27.5,27.75] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 5464.61682 5509.207406 0.4549829 0.7598069 7314.413191 7403.01824
mod Pacific (27.5,27.75] cstar_tref_delta ~ temp + nitrate + silicate 7080.66858 7112.470109 0.5533491 0.8678929 9162.892766 9226.10165
mod Pacific (27.5,27.75] cstar_tref_delta ~ temp + oxygen + nitrate 7114.78582 7146.587347 0.5555620 0.8699777 9193.788630 9256.99751
mod Pacific (27.5,27.75] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 7082.34418 7120.506014 0.5533281 0.8677416 9163.293303 9239.14396
obs Pacific (27.5,27.75] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 5482.10978 5520.330284 0.4560115 0.7624730 7372.498695 7448.44588
obs Pacific (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 5468.21838 5506.438891 0.4552783 0.7600450 7314.522255 7390.46944
obs Pacific (27.5,27.75] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 5464.93986 5509.530446 0.4549999 0.7596637 7310.555905 7399.16096
mod Pacific (27.5,27.75] cstar_tref_delta ~ temp + phosphate + nitrate 7117.80092 7149.602450 0.5557580 0.8699026 9189.988805 9253.19769
mod Pacific (27.5,27.75] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 7082.36346 7120.525290 0.5533293 0.8674730 9156.529481 9232.38014
obs Pacific (27.5,27.75] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 5466.46141 5504.681915 0.4551856 0.7613134 7348.188600 7424.13579
obs Pacific (27.75,27.85] cstar_tref_delta ~ aou + oxygen + phosphate + nitrate 2953.02786 2988.535261 0.4133638 0.5813691 1421.836045 1491.28431
mod Pacific (27.75,27.85] cstar_tref_delta ~ aou + phosphate + silicate 7086.62192 7115.895767 0.9546254 1.1853615 6924.233181 6981.02072
obs Pacific (27.75,27.85] cstar_tref_delta ~ oxygen + phosphate + nitrate + silicate 3002.19879 3037.706198 0.4170813 0.5878125 1539.085164 1608.53343
mod Pacific (27.75,27.85] cstar_tref_delta ~ oxygen + phosphate + silicate 7111.47933 7140.753180 0.9592389 1.1865739 6895.246584 6952.03412
mod Pacific (27.75,27.85] cstar_tref_delta ~ temp + aou + nitrate 7068.28736 7097.561205 0.9512369 1.1845155 6945.636745 7002.42428
obs Pacific (27.75,27.85] cstar_tref_delta ~ temp + aou + nitrate 3035.63572 3065.225221 0.4197812 0.5884493 1519.097642 1576.97120
mod Pacific (27.75,27.85] cstar_tref_delta ~ temp + aou + nitrate + silicate 7049.87894 7085.007556 0.9474791 1.1805016 6925.244947 6993.38999
obs Pacific (27.75,27.85] cstar_tref_delta ~ temp + aou + nitrate + silicate 3035.76613 3071.273531 0.4196383 0.5840740 1413.727151 1483.17542
mod Pacific (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate 7027.92655 7057.200399 0.9438197 1.1713984 6815.577699 6872.36524
obs Pacific (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate + nitrate 2954.42095 2989.928358 0.4134686 0.5800854 1388.121507 1457.56977
obs Pacific (27.75,27.85] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 2946.34581 2987.771116 0.4127108 0.5758088 1291.755438 1372.77841
mod Pacific (27.75,27.85] cstar_tref_delta ~ temp + aou + silicate 7075.86356 7105.137403 0.9526356 1.1857488 6950.640244 7007.42778
mod Pacific (27.75,27.85] cstar_tref_delta ~ temp + nitrate + silicate 7134.06546 7163.339304 0.9634501 1.1965722 7008.981895 7065.76943
mod Pacific (27.75,27.85] cstar_tref_delta ~ temp + oxygen + nitrate 7068.71904 7097.992885 0.9513165 1.1846094 6946.289691 7003.07723
obs Pacific (27.75,27.85] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 3046.16767 3081.675075 0.4204339 0.5850489 1428.740483 1498.18875
obs Pacific (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate 2959.78457 2995.291977 0.4138726 0.5809973 1406.361176 1475.80944
obs Pacific (27.75,27.85] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 2953.53970 2994.965008 0.4132518 0.5764959 1302.739715 1383.76269
mod Pacific (27.75,27.85] cstar_tref_delta ~ temp + oxygen + silicate 7075.48727 7104.761118 0.9525661 1.1856849 6950.351037 7007.13857
obs Pacific (27.75,27.85] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 3055.65252 3091.159921 0.4211606 0.5847519 1411.837350 1481.28561
mod Pacific (27.75,27.85] cstar_tref_delta ~ temp + phosphate + silicate 7140.18790 7169.461748 0.9645948 1.1969997 7003.931024 7060.71856
mod Pacific (27.85,27.95] cstar_tref_delta ~ aou + phosphate + silicate 7630.99076 7661.618917 0.7470874 0.9094692 5865.236599 5924.40456
mod Pacific (27.85,27.95] cstar_tref_delta ~ oxygen + phosphate + silicate 7630.77842 7661.406579 0.7470640 0.8951939 5456.060677 5515.22864
mod Pacific (27.85,27.95] cstar_tref_delta ~ temp + aou + nitrate + silicate 7631.20314 7667.956928 0.7468899 0.9140432 5996.383877 6067.38543
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + aou + nitrate + silicate 2704.33552 2741.454311 0.3519838 0.5043211 47.370052 120.29044
mod Pacific (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate 7635.59049 7666.218642 0.7475960 0.8990507 5559.694456 5618.86242
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 2681.14298 2724.448231 0.3507516 0.5025768 6.754121 91.82791
mod Pacific (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + silicate 7632.36705 7669.120834 0.7470185 0.8956172 5473.716687 5544.71824
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + aou + phosphate + silicate 2753.23479 2790.353573 0.3543878 0.5070305 107.819290 180.73968
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + aou + silicate 2754.08328 2785.015599 0.3545283 0.5072157 108.358138 169.12513
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + nitrate + silicate 2716.94784 2747.880158 0.3527004 0.5062123 102.283113 163.05010
mod Pacific (27.85,27.95] cstar_tref_delta ~ temp + oxygen + nitrate 7634.87726 7665.505418 0.7475171 0.9153574 6016.318610 6075.48657
mod Pacific (27.85,27.95] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 7631.20287 7667.956658 0.7468899 0.9133090 5976.785313 6047.78687
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 2706.51624 2743.635026 0.3520906 0.5041289 38.214504 111.13489
mod Pacific (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate 7635.57768 7666.205836 0.7475945 0.8974543 5512.548172 5571.71614
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 2682.93356 2726.238814 0.3508390 0.5023294 -4.189772 80.88401
mod Pacific (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 7632.36572 7669.119508 0.7470184 0.8944448 5438.453892 5509.45545
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 2752.49465 2789.613438 0.3543513 0.5065543 90.439951 163.36034
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + oxygen + silicate 2752.89987 2783.832191 0.3544699 0.5067541 91.922999 152.68999
obs Pacific (27.85,27.95] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 2693.44244 2730.561229 0.3514505 0.5047466 72.665382 145.58577
mod Pacific (27.85,27.95] cstar_tref_delta ~ temp + phosphate + silicate 7630.39525 7661.023403 0.7470216 0.9142625 5995.907070 6055.07503
mod Pacific (27.95,28.05] cstar_tref_delta ~ oxygen + phosphate + silicate 2308.11264 2339.157817 0.3308186 0.4268981 -3020.531244 -2959.64100
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + aou + nitrate + silicate 2324.48019 2361.734406 0.3314661 0.4289640 -2917.457196 -2844.38891
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + aou + nitrate + silicate 1017.83528 1057.443385 0.2654116 0.3547657 -8735.014933 -8656.42366
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate 2308.12486 2339.170039 0.3308192 0.4279517 -2957.513556 -2896.62332
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate 1017.83868 1064.048135 0.2653629 0.3547138 -8733.358237 -8641.66842
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + silicate 2310.02229 2347.276506 0.3308145 0.4219602 -3321.325618 -3248.25733
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + aou + phosphate + silicate 1027.09617 1066.704273 0.2656377 0.3563522 -8577.633616 -8499.04235
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + aou + silicate 2330.26406 2361.309244 0.3318174 0.4310528 -2811.575320 -2750.68508
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + aou + silicate 1051.85823 1084.864979 0.2662920 0.3573821 -8514.373444 -8448.88072
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + nitrate + silicate 2324.66506 2355.710242 0.3315647 0.4291997 -2911.150522 -2850.26028
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 2324.11180 2361.366017 0.3314495 0.4288141 -2925.734483 -2852.66619
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + oxygen + nitrate + silicate 1016.54696 1056.155059 0.2653802 0.3542703 -8787.324491 -8708.73322
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate 2307.49809 2338.543269 0.3307909 0.4268852 -3020.261141 -2959.37090
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate 1016.64833 1062.857784 0.2653339 0.3542110 -8786.659861 -8694.97005
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 2309.45169 2346.705911 0.3307889 0.4213444 -3359.442729 -3286.37444
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + oxygen + phosphate + silicate 1026.04800 1065.656103 0.2656121 0.3559149 -8623.274519 -8544.68325
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + oxygen + silicate 1052.00592 1085.012677 0.2662956 0.3571023 -8544.772290 -8479.27956
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + phosphate + nitrate + silicate 1037.67208 1077.280187 0.2658960 0.3586596 -8348.121266 -8269.53000
mod Pacific (27.95,28.05] cstar_tref_delta ~ temp + phosphate + silicate 2318.70975 2349.754933 0.3312961 0.4260793 -3088.445575 -3027.55533
obs Pacific (27.95,28.05] cstar_tref_delta ~ temp + phosphate + silicate 1038.03874 1071.045497 0.2659539 0.3587945 -8341.620561 -8276.12784
mod Pacific (28.05,28.1] cstar_tref_delta ~ aou + phosphate + silicate -2294.03234 -2264.444655 0.1590373 0.1972348 -10476.791970 -10418.68023
mod Pacific (28.05,28.1] cstar_tref_delta ~ oxygen + nitrate + silicate -2287.99873 -2258.411044 0.1592122 0.1973958 -10472.371225 -10414.25948
mod Pacific (28.05,28.1] cstar_tref_delta ~ oxygen + phosphate + silicate -2290.70541 -2261.117733 0.1591337 0.1945979 -10802.963610 -10744.85187
mod Pacific (28.05,28.1] cstar_tref_delta ~ temp + aou + nitrate -2297.61327 -2268.025583 0.1589336 0.1965874 -10543.992281 -10485.88054
mod Pacific (28.05,28.1] cstar_tref_delta ~ temp + aou + nitrate + silicate -2298.56450 -2263.059280 0.1588482 0.1959459 -10608.975646 -10539.24156
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + aou + nitrate + silicate -5358.45470 -5320.416264 0.1274204 0.1903787 -13968.438638 -13893.97101
mod Pacific (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate -2310.77268 -2281.185001 0.1585531 0.1933907 -10902.147293 -10844.03555
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate -5357.69476 -5313.316585 0.1274015 0.1903054 -13971.217771 -13884.33888
mod Pacific (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + silicate -2309.18109 -2273.675872 0.1585413 0.1933787 -10898.580458 -10828.84637
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + aou + phosphate + silicate -5351.50047 -5313.462033 0.1275263 0.1904562 -13964.376390 -13889.90877
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + aou + silicate -5353.44703 -5321.748326 0.1275271 0.1905508 -13958.784006 -13896.72765
mod Pacific (28.05,28.1] cstar_tref_delta ~ temp + nitrate + silicate -2289.83805 -2260.250373 0.1591588 0.1973633 -10471.787924 -10413.67618
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + nitrate + silicate -5352.66827 -5320.969568 0.1275389 0.1905086 -13963.498119 -13901.44177
mod Pacific (28.05,28.1] cstar_tref_delta ~ temp + oxygen + nitrate -2297.45553 -2267.867848 0.1589382 0.1965437 -10549.527127 -10491.41539
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -5356.11733 -5318.078893 0.1274560 0.1903727 -13970.335309 -13895.86769
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate -5355.91248 -5311.534304 0.1274286 0.1902660 -13976.211577 -13889.33268
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -5351.10740 -5313.068959 0.1275322 0.1904166 -13968.617849 -13894.15022
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + phosphate + nitrate + silicate -5354.20301 -5316.164573 0.1274851 0.1904267 -13965.895303 -13891.42768
mod Pacific (28.05,28.1] cstar_tref_delta ~ temp + phosphate + silicate -2290.66491 -2261.077227 0.1591349 0.1971517 -10494.462869 -10436.35113
obs Pacific (28.05,28.1] cstar_tref_delta ~ temp + phosphate + silicate -5352.68904 -5320.990338 0.1275386 0.1904853 -13965.861016 -13903.80466
mod Pacific (28.1, Inf] cstar_tref_delta ~ aou + nitrate + silicate -6237.43929 -6202.704815 0.1611433 0.2100437 -26906.127577 -26837.52153
mod Pacific (28.1, Inf] cstar_tref_delta ~ aou + phosphate + nitrate -6264.81900 -6230.084524 0.1608565 0.2092634 -27064.659358 -26996.05332
mod Pacific (28.1, Inf] cstar_tref_delta ~ oxygen + nitrate + silicate -6251.14032 -6216.405839 0.1609997 0.2095461 -27013.773221 -26945.16718
mod Pacific (28.1, Inf] cstar_tref_delta ~ oxygen + phosphate + nitrate -6270.22875 -6235.494272 0.1607999 0.2090828 -27103.238335 -27034.63229
mod Pacific (28.1, Inf] cstar_tref_delta ~ temp + aou + nitrate -6262.04938 -6227.314905 0.1608855 0.2095857 -26983.764588 -26915.15855
mod Pacific (28.1, Inf] cstar_tref_delta ~ temp + aou + nitrate + silicate -6263.38025 -6221.698880 0.1608506 0.2094579 -27007.806845 -26925.47959
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + aou + nitrate + silicate -4859.93810 -4820.690297 0.1503893 0.2304943 -13410.973553 -13334.15504
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + aou + phosphate + nitrate + silicate -4884.93801 -4839.148910 0.1499935 0.2300478 -13438.874376 -13349.25278
mod Pacific (28.1, Inf] cstar_tref_delta ~ temp + aou + phosphate + silicate -6256.41384 -6214.732462 0.1609235 0.2104448 -26759.927426 -26677.60018
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + aou + phosphate + silicate -4849.12047 -4809.872673 0.1505482 0.2315920 -13309.906802 -13233.08829
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + aou + silicate -4766.03319 -4733.326688 0.1518039 0.2328860 -13225.157513 -13161.14209
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + nitrate + silicate -4768.96225 -4736.255747 0.1517605 0.2320181 -13307.258387 -13243.24296
mod Pacific (28.1, Inf] cstar_tref_delta ~ temp + oxygen + nitrate -6262.69236 -6227.957886 0.1608787 0.2095123 -27002.124284 -26933.51824
mod Pacific (28.1, Inf] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -6263.92626 -6222.244887 0.1608449 0.2093909 -27024.646927 -26942.31968
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + oxygen + nitrate + silicate -4838.21670 -4798.968896 0.1507085 0.2307581 -13394.610700 -13317.79219
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + nitrate + silicate -4852.81895 -4807.029849 0.1504645 0.2304669 -13411.779553 -13322.15796
mod Pacific (28.1, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -6256.89672 -6215.215349 0.1609185 0.2103875 -26774.059745 -26691.73249
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + oxygen + phosphate + silicate -4832.35947 -4793.111673 0.1507947 0.2318169 -13295.213508 -13218.39500
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + oxygen + silicate -4766.12857 -4733.422065 0.1518025 0.2329027 -13223.517610 -13159.50219
obs Pacific (28.1, Inf] cstar_tref_delta ~ temp + phosphate + nitrate + silicate -4770.55728 -4731.309474 0.1517072 0.2319531 -13307.979167 -13231.16066

7.3 Alternative model selection

GLODAP_glanced %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

GLODAP_glanced %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, r.squared)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

# calculate RMSE sum for adjacent eras
lm_all_new <- GLODAP_glanced  %>%
  select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>% 
  arrange(era) %>% 
  group_by(data_source, basin, gamma_slab, model) %>% 
  mutate(rmse_sum = rmse + lag(rmse),
         aic_sum = AIC + lag(AIC),
         bic_sum = BIC + lag(BIC)
         ) %>% 
  ungroup() %>% 
  select(-c(era)) %>% 
  drop_na()

lm_best_rmse_sum_max <- lm_all_new %>%
  group_by(data_source, basin, gamma_slab) %>%
  slice_min(order_by = rmse_sum,
            with_ties = FALSE,
            n = 1) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model) %>% 
  mutate(rmse_sum_max = rmse_sum*1.1) %>% 
  select(data_source, basin, gamma_slab, rmse_sum_max)

lm_best_new <- 
  full_join(lm_all_new, lm_best_rmse_sum_max) %>% 
  filter(rmse_sum < rmse_sum_max)

GLODAP_glanced_new <- 
  left_join(lm_best_new %>% select(data_source, basin, gamma_slab, model),
            GLODAP_glanced) 

GLODAP_glanced_new %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, log10(vif_max))) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

GLODAP_glanced_new %>% 
  filter(data_source == "obs",
         era == "2010-2019") %>% 
  ggplot(aes(rmse, r.squared)) +
  geom_bin2d() +
  scale_fill_viridis_c() +
  facet_grid(gamma_slab ~ basin)

# GLODAP_glanced_new %>%
#   group_by(data_source, basin, gamma_slab) %>%
#   count() %>% 
#   arrange(n)

lm_best_new <- GLODAP_glanced_new %>%
  select(data_source, basin, gamma_slab, model, era, rmse, vif_max) %>%
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, model) %>%
  mutate(
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  group_by(data_source, basin, gamma_slab) %>%
  slice_min(order_by = vif_max_sum,
            with_ties = FALSE,
            n = params_local$MLR_number) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model)

# ggplot() +
#   geom_point(data = GLODAP_glanced %>%
#                filter(data_source == "obs",
#                       era == "2010-2019"),
#              aes(rmse, log10(vif_max), col = "all")) +
#   geom_point(
#     data = GLODAP_glanced_new %>%
#       filter(data_source == "obs",
#              era == "2010-2019"),
#     aes(rmse, log10(vif_max), col = "rmse max")
#   ) +
#   geom_point(
#     data = GLODAP_glanced_clean_new %>%
#       filter(data_source == "obs",
#              era == "2010-2019"),
#     aes(rmse, log10(vif_max), col = "rmse + vif max")
#   ) +
#   facet_grid(gamma_slab ~ basin)

lm_all <- lm_all_new

lm_best <- 
  left_join(lm_best_new %>% select(-c(vif_max, vif_max_sum)),
            lm_all)

GLODAP_glanced_clean <- GLODAP_glanced_new

7.4 Target variable coefficients

A data frame to map the target variable is prepared.

# extend best model selection with coefficients

lm_best <- left_join(
  lm_best,
  GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate)
)

7.5 dcant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of dcant.

# subtract coefficients of adjacent era  
lm_best_dcant <- lm_best %>%
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  arrange(era) %>%
  group_by(data_source, basin, gamma_slab, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot to wide format
lm_best_dcant <- lm_best_dcant %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)
# create table of target variable coefficients in wide format
lm_best_target <- lm_best %>% 
  select(-c(AIC, BIC, rmse, aic_sum, bic_sum, rmse_sum)) %>% 
  pivot_wider(names_from = "term",
              names_prefix = "coeff_",
              values_from = "estimate",
              values_fill = 0
              )
GLODAP_augmented_best <- left_join(
  lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
  GLODAP_augmented
)

7.6 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 3 - 7).

8.1.1 All models

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
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
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26

8.1.2 Best models

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
f3a708f jens-daniel-mueller 2020-12-17 

[[2]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26

8.2 RMSE correlation between eras

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

8.2.1 All models

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

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17
e4ca289 jens-daniel-mueller 2020-12-16
158fe26 jens-daniel-mueller 2020-12-15
7a9a4cb jens-daniel-mueller 2020-12-15
61b263c jens-daniel-mueller 2020-12-15
984697e jens-daniel-mueller 2020-12-12
3ebff89 jens-daniel-mueller 2020-12-12
ba112d3 jens-daniel-mueller 2020-12-11
24a632f jens-daniel-mueller 2020-12-07
6a8004b jens-daniel-mueller 2020-12-07
70bf1a5 jens-daniel-mueller 2020-12-07
7555355 jens-daniel-mueller 2020-12-07
143d6fa jens-daniel-mueller 2020-12-07
090e4d5 jens-daniel-mueller 2020-12-02
7c25f7a jens-daniel-mueller 2020-12-02
b03ddb8 jens-daniel-mueller 2020-12-02
91435ae jens-daniel-mueller 2020-12-01
196be51 jens-daniel-mueller 2020-11-30 
rm(max_rmse)

8.2.2 Best models

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

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
a84ff3c jens-daniel-mueller 2020-12-17 
rm(max_rmse)

8.3 Predictor counts

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

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

# print table
lm_best_predictor_counts %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "data_source")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate oxygen phosphate silicate temp
Atlantic - mod
(-Inf,26] 6 10 6 5 10 4
(26,26.5] 8 8 5 6 10 5
(26.5,26.75] 5 8 6 10 7 7
(26.75,27] 7 7 6 10 7 6
(27,27.25] 6 6 6 9 10 5
(27.25,27.5] 7 8 8 8 8 3
(27.5,27.75] 7 7 6 4 6 6
(27.75,27.85] 5 6 7 4 9 5
(27.85,27.95] 6 6 7 4 6 7
(27.95,28.05] 5 6 8 4 8 5
(28.05,28.1] 6 5 6 4 9 6
(28.1,28.15] 7 5 8 6 7 4
(28.15,28.2] 5 6 8 4 8 5
(28.2, Inf] 6 6 7 7 7 6
total 86.00 94.00 94.00 85.00 112.00 74.00
Indian - mod
(-Inf,26] 6 5 6 10 10 4
(26,26.5] 5 6 5 10 8 6
(26.5,26.75] 6 5 4 10 6 8
(26.75,27] 5 6 5 8 6 10
(27,27.25] 4 8 4 5 10 6
(27.25,27.5] 5 5 4 10 6 4
(27.5,27.75] 6 4 4 8 5 6
(27.75,27.85] 5 4 5 5 6 9
(27.85,27.95] 5 4 5 4 6 10
(27.95,28.05] 5 4 5 5 6 9
(28.05,28.1] 5 6 5 6 4 10
(28.1, Inf] 7 7 6 7 10 6
total 64.00 64.00 58.00 88.00 83.00 88.00
Pacific - mod
(-Inf,26] 4 6 6 9 10 7
(26,26.5] 6 8 5 8 10 6
(26.5,26.75] 4 7 4 6 10 9
(26.75,27] 4 6 4 10 10 6
(27,27.25] 5 10 7 5 6 7
(27.25,27.5] 4 10 4 6 8 5
(27.5,27.75] 3 10 4 5 6 7
(27.75,27.85] 5 4 3 4 7 8
(27.85,27.95] 4 3 5 7 7 8
(27.95,28.05] 4 3 4 6 8 9
(28.05,28.1] 5 5 3 5 7 7
(28.1, Inf] 5 8 5 4 6 6
total 53.00 80.00 54.00 75.00 95.00 85.00
Atlantic - obs
(-Inf,26] 6 7 6 7 10 7
(26,26.5] 5 8 7 7 10 6
(26.5,26.75] 4 7 5 10 7 8
(26.75,27] 7 7 6 7 10 6
(27,27.25] 7 10 6 8 7 5
(27.25,27.5] 6 10 7 9 6 4
(27.5,27.75] 6 10 6 10 5 4
(27.75,27.85] 6 10 6 10 5 4
(27.85,27.95] 6 10 6 10 5 4
(27.95,28.05] 6 9 5 10 7 6
(28.05,28.1] 4 5 4 6 10 10
(28.1,28.15] 4 5 4 6 10 10
(28.15,28.2] 6 7 6 7 10 7
(28.2, Inf] 4 10 4 10 7 6
total 77.00 115.00 78.00 117.00 109.00 87.00
Indian - obs
(-Inf,26] 5 6 6 8 10 5
(26,26.5] 6 7 4 8 8 8
(26.5,26.75] 5 8 5 6 6 10
(26.75,27] 5 8 5 6 6 10
(27,27.25] 5 6 5 10 6 8
(27.25,27.5] 6 6 4 9 6 8
(27.5,27.75] 5 8 6 7 6 9
(27.75,27.85] 5 6 5 7 10 7
(27.85,27.95] 5 5 5 9 6 9
(27.95,28.05] 5 5 4 6 10 9
(28.05,28.1] 4 6 4 9 7 9
(28.1, Inf] 4 5 5 10 10 6
total 60.00 76.00 58.00 95.00 91.00 98.00
Pacific - obs
(-Inf,26] 4 6 6 10 9 7
(26,26.5] 4 5 6 10 10 6
(26.5,26.75] 6 7 6 8 6 8
(26.75,27] 6 5 6 10 4 8
(27,27.25] 4 7 6 7 6 10
(27.25,27.5] 4 8 7 7 8 7
(27.5,27.75] 5 10 6 7 6 7
(27.75,27.85] 5 10 5 7 6 8
(27.85,27.95] 4 6 4 5 10 10
(27.95,28.05] 4 5 4 6 10 10
(28.05,28.1] 4 6 3 6 10 10
(28.1, Inf] 4 6 4 5 10 10
total 54.00 81.00 63.00 88.00 95.00 101.00

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
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17 
lm_best %>% 
  ggplot(aes(rmse, AIC, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(data_source~basin)

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
ac1a836 jens-daniel-mueller 2021-02-24
b03fbd3 jens-daniel-mueller 2021-02-24
3d3b4cc jens-daniel-mueller 2021-02-23
7b672f7 jens-daniel-mueller 2021-01-11
33ba23c jens-daniel-mueller 2021-01-07
318609d jens-daniel-mueller 2020-12-23
9d0b2d0 jens-daniel-mueller 2020-12-23
0aa2b50 jens-daniel-mueller 2020-12-23
2886da0 jens-daniel-mueller 2020-12-19
02f0ee9 jens-daniel-mueller 2020-12-18
7bcb4eb jens-daniel-mueller 2020-12-18
7131186 jens-daniel-mueller 2020-12-17
5b48ef5 jens-daniel-mueller 2020-12-17

8.4.2 AIC vs BIC

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

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20

8.5 RMSE vs VIF

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
ce9412c jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20 

[[2]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
5a36231 jens-daniel-mueller 2021-09-22 
GLODAP_glanced_clean %>%
  group_by(data_source) %>%
  group_split() %>%
  # head(1) %>% 
  map(
    ~ ggplot(data = .x,
             aes(rmse, log10(vif_max), col = as.factor(n_predictors))) +
      geom_hline(yintercept = log10(params_local$vif_max)) +
      geom_point() +
      scale_color_viridis_d(name = "n_predictors") +
      labs(title = "Selected models",
           subtitle = paste("data_source:", unique(.x$data_source))) +
      facet_grid(gamma_slab ~ basin)
  )
[[1]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
ce9412c jens-daniel-mueller 2021-09-22 

[[2]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22

8.6 Residual patterns

8.6.1 Fitted vs true

Plotted are fitted vs actual target variable values, here: cstar_tref_delta

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
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "All models") +
  scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
p_prop_prop(df = GLODAP_augmented_best,
            var1 = params_local$MLR_target,
            var2 = ".fitted") +
  labs(title = "Selected models") +
  facet_grid(basin_AIP ~ data_source)

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13 
GLODAP_augmented_best %>%
  ggplot(aes(!!sym(params_local$MLR_target) - .fitted)) +
  geom_histogram(binwidth = i_binwidth) +
  labs(title = "Selected models") +
    scale_x_continuous(limits = c(-50,50)) +
  facet_wrap(~data_source)

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13

8.6.2 Pooled

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

i_ylim <- c(-30,30)

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

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

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
4bc00ea jens-daniel-mueller 2021-02-24

8.6.3 By model domain

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

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

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24
071743d jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
27ae473 jens-daniel-mueller 2021-02-24
a1ba577 jens-daniel-mueller 2021-02-24 

[[3]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
c6b3da6 jens-daniel-mueller 2021-06-14
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[4]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26 

[[5]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14 

[[6]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

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
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24 

[[2]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26 

[[3]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14

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
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
59cdf58 jens-daniel-mueller 2021-11-22
3ae2dd1 jens-daniel-mueller 2021-11-21
5b46219 jens-daniel-mueller 2021-11-21
5016fc9 jens-daniel-mueller 2021-11-19
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
3b6387f jens-daniel-mueller 2021-06-18
c6b3da6 jens-daniel-mueller 2021-06-14
439ee80 jens-daniel-mueller 2021-06-11
33ffcab jens-daniel-mueller 2021-06-10
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
69c79d0 jens-daniel-mueller 2021-06-08
1772903 jens-daniel-mueller 2021-06-07
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
2edc791 jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
be90356 jens-daniel-mueller 2021-06-02
d37a85d jens-daniel-mueller 2021-05-31
4b7a5ee jens-daniel-mueller 2021-05-28
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
a00ec94 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
06bfaf7 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
f155edd jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
83a13de jens-daniel-mueller 2021-03-20
cf98c6d jens-daniel-mueller 2021-03-16
a1d52ff jens-daniel-mueller 2021-03-15
0bade3b jens-daniel-mueller 2021-03-15
27c1f4b jens-daniel-mueller 2021-03-14
af75ebf jens-daniel-mueller 2021-03-14
5017709 jens-daniel-mueller 2021-03-11
585b07f jens-daniel-mueller 2021-03-11
85a5ed2 jens-daniel-mueller 2021-03-10
6c0bec6 jens-daniel-mueller 2021-03-05
3c2ec33 jens-daniel-mueller 2021-03-05
af70b94 jens-daniel-mueller 2021-03-04
fec3558 jens-daniel-mueller 2021-02-24

8.6.6 Spatial mean

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

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

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

spatial_residual %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_dcant_slab(
    df = .x,
    var = ".resid_mean",
    col = "divergent",
    title_text = "Residual distribution",
    subtitle_text = paste(
      "Data source:",
      unique(.x$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
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 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) %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_dcant_slab(
    df = .x,
    var = ".resid_mean_offset",
    col = "divergent",
    title_text = "Residual offset distribution (era 2 - era 1)",
    subtitle_text = paste(
      "Data source:",
      unique(.x$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
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[2]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[3]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
410dd46 jens-daniel-mueller 2021-09-22
5a36231 jens-daniel-mueller 2021-09-22
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[4]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
5b46219 jens-daniel-mueller 2021-11-21
6562075 jens-daniel-mueller 2021-11-19
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
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8.6.8 Predictor

GLODAP_augmented_long <- GLODAP_augmented_best %>%
  select(era, basin_AIP, gamma_slab, data_source,
         params_local$MLR_predictors, params_local$MLR_target, .resid) %>% 
  pivot_longer(c(params_local$MLR_predictors,params_local$MLR_target),
               names_to = "predictor",
               values_to = "value")


GLODAP_augmented_long %>%
  filter(gamma_slab %in% params_local$plot_slabs) %>%
  group_split(basin_AIP,
              gamma_slab,
              predictor) %>%
  # head(1) %>%
  map(
    ~ ggplot(data = .x) +
      geom_hline(yintercept = 0) +
      geom_bin_2d(aes(value, .resid)) +
      facet_grid(data_source ~ era) +
      scale_fill_viridis_c(trans = "log10") +
      labs(
        title = paste("basin_AIP:", .x$basin_AIP,
                      "| gamma_slab:", .x$gamma_slab),
        x = .x$predictor
      ) +
      coord_cartesian(ylim = c(-15, 15))
  )
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013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[25]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[26]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[27]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[28]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[29]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[30]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[31]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[32]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[33]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[34]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[35]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[36]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[37]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[38]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[39]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[40]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[41]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23 

[[42]]

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
984b603 jens-daniel-mueller 2022-01-06
2dc49a1 jens-daniel-mueller 2022-01-06
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dcb68b6 jens-daniel-mueller 2022-01-05
6450fc1 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
d5af0d7 jens-daniel-mueller 2022-01-04
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
da28869 jens-daniel-mueller 2021-12-23
6c0fee8 jens-daniel-mueller 2021-12-23

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
013c119 jens-daniel-mueller 2022-01-08
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
3c60929 jens-daniel-mueller 2021-12-06
3f76ee3 jens-daniel-mueller 2021-12-06
2ca1313 jens-daniel-mueller 2021-12-05
6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
72c1041 jens-daniel-mueller 2021-11-23
3eba8ac jens-daniel-mueller 2021-11-23
ec18ee5 jens-daniel-mueller 2021-11-23
5b46219 jens-daniel-mueller 2021-11-21
6b80483 jens-daniel-mueller 2021-11-19
98d9e33 jens-daniel-mueller 2021-11-11
d3cb92d jens-daniel-mueller 2021-11-08
3879a6d jens-daniel-mueller 2021-11-08
0e032dc jens-daniel-mueller 2021-11-04
abcd28f jens-daniel-mueller 2021-11-02
290c8fc jens-daniel-mueller 2021-11-02
e02acc9 jens-daniel-mueller 2021-11-01
58da811 jens-daniel-mueller 2021-11-01
2781a97 jens-daniel-mueller 2021-10-29
973192c jens-daniel-mueller 2021-10-28
f792cd8 jens-daniel-mueller 2021-10-27
22750db jens-daniel-mueller 2021-10-27
3992e41 jens-daniel-mueller 2021-10-27
f9280c7 jens-daniel-mueller 2021-10-21
bfe90e6 jens-daniel-mueller 2021-10-21
78a956e jens-daniel-mueller 2021-10-21
1ba14cf jens-daniel-mueller 2021-10-20
dc0723b jens-daniel-mueller 2021-10-19
cd0ebd8 jens-daniel-mueller 2021-10-18
046c556 jens-daniel-mueller 2021-10-07
ac73c23 jens-daniel-mueller 2021-10-07
0bd4ea2 jens-daniel-mueller 2021-10-07
6969c18 jens-daniel-mueller 2021-10-07
06afaca jens-daniel-mueller 2021-09-23
c0bbbe4 jens-daniel-mueller 2021-09-22
9eac969 jens-daniel-mueller 2021-08-30
3a584b7 jens-daniel-mueller 2021-08-30
deb425c jens-daniel-mueller 2021-08-24
534854b jens-daniel-mueller 2021-08-19
77f4ba7 jens-daniel-mueller 2021-08-19
ece96df jens-daniel-mueller 2021-08-19
27c99b8 jens-daniel-mueller 2021-08-19
a03f2f0 jens-daniel-mueller 2021-08-18
9335b31 jens-daniel-mueller 2021-08-10
9943b45 jens-daniel-mueller 2021-08-10
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
9480f94 jens-daniel-mueller 2021-06-29
d054c39 jens-daniel-mueller 2021-06-24
4fcd066 jens-daniel-mueller 2021-06-24
7e1f407 jens-daniel-mueller 2021-06-10
2cbe18c jens-daniel-mueller 2021-06-10
594ed9a jens-daniel-mueller 2021-06-04
db7df0e jens-daniel-mueller 2021-06-04
207339d jens-daniel-mueller 2021-06-03
315710b jens-daniel-mueller 2021-06-03
d37a85d jens-daniel-mueller 2021-05-31
25bd183 jens-daniel-mueller 2021-05-26
62bd574 jens-daniel-mueller 2021-05-20
7c56c39 jens-daniel-mueller 2021-05-19
52e7583 jens-daniel-mueller 2021-05-12
969e631 jens-daniel-mueller 2021-05-12
d2a83bc jens-daniel-mueller 2021-04-16
c0a47df jens-daniel-mueller 2021-04-16
50290e8 jens-daniel-mueller 2021-04-16
b6fe355 jens-daniel-mueller 2021-04-16
81b7c6d jens-daniel-mueller 2021-04-16
ddec5b7 jens-daniel-mueller 2021-04-15
29edae5 jens-daniel-mueller 2021-04-14
099d566 jens-daniel-mueller 2021-04-14
bb44686 jens-daniel-mueller 2021-04-14
bf40480 jens-daniel-mueller 2021-04-13
9f31fe3 jens-daniel-mueller 2021-04-13
338dd3c jens-daniel-mueller 2021-04-09
a79ca2c jens-daniel-mueller 2021-04-09
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20 
GLODAP_glanced_vif %>% 
  ggplot(aes(Variables,
             log10(VIF),
             col = data_source)) + 
  geom_hline(yintercept = log10(params_local$vif_max)) +
  geom_violin() +
  scale_color_brewer(palette = "Set1") +
  facet_grid(gamma_slab~basin) +
  coord_flip()

Version Author Date
013c119 jens-daniel-mueller 2022-01-08
cf50b3e jens-daniel-mueller 2022-01-06
edc52d7 jens-daniel-mueller 2022-01-06
8d17c91 jens-daniel-mueller 2022-01-05
dfed6a1 jens-daniel-mueller 2022-01-05
f39db85 jens-daniel-mueller 2022-01-04
4fa937d jens-daniel-mueller 2022-01-03
8900388 jens-daniel-mueller 2021-12-23
afdc482 jens-daniel-mueller 2021-12-21
2fe7f8e jens-daniel-mueller 2021-12-08
a768c5d jens-daniel-mueller 2021-12-07
a7c514b jens-daniel-mueller 2021-12-07
bc1edbd jens-daniel-mueller 2021-12-07
6cfccf7 jens-daniel-mueller 2021-12-06
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6a78608 jens-daniel-mueller 2021-12-02
a83a09b jens-daniel-mueller 2021-11-29
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290c8fc jens-daniel-mueller 2021-11-02
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2781a97 jens-daniel-mueller 2021-10-29
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c0bbbe4 jens-daniel-mueller 2021-09-22
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3a584b7 jens-daniel-mueller 2021-08-30
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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 15.3

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

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

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

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

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