Last updated: 2022-01-06

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Knit directory: emlr_obs_v_XXX/

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1 Version ID

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

2 Required data

Required are:

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

3 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, oxygen, phosphate, nitrate, silicate
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era,
         data_source == "obs")

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[3]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# 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:

  • 99

5 Fit all models

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

  • cstar_tco2

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_tco2 ~ sal + aou + oxygen + nitrate + silicate 926.7412 948.8143 3.3839439 7.812242 1754.688 1797.353
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate 2096.5854 2122.5584 7.6068610 15.255393 3478.153 3527.143
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 910.3340 935.5603 3.2086224 7.193048 1710.707 1759.466
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 2083.9318 2113.6152 7.4245313 14.253093 3422.593 3478.582
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 970.0211 992.0942 3.8348422 7.827616 1768.980 1811.645
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 2125.1540 2151.1270 7.9753026 16.235061 3537.166 3586.157
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 928.4343 950.5073 3.4005432 8.092507 1772.575 1815.240
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 2085.8645 2111.8375 7.4730318 15.071540 3464.833 3513.824
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 911.5570 936.7833 3.2199840 7.416103 1726.425 1775.184
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2072.4576 2102.1410 7.2848190 14.078679 3409.101 3465.090
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 970.8010 992.8740 3.8434954 8.087310 1786.833 1829.498
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 2116.8795 2142.8525 7.8667900 16.086872 3526.985 3575.976
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 927.7969 949.8699 3.3942841 8.152127 1775.842 1818.507
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate 2113.8611 2136.1237 7.8535365 16.501714 3542.071 3584.063
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 2083.0163 2108.9893 7.4378748 15.023367 3461.306 3510.297
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 910.9236 936.1499 3.2140947 7.434008 1727.374 1776.134
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2068.9448 2098.6283 7.2425747 14.027259 3405.053 3461.042
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 970.9165 992.9896 3.8447792 8.099564 1787.672 1830.336
obs Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 2115.8536 2141.8266 7.8534393 16.067984 3525.692 3574.683
mod Atlantic (-Inf,26] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 934.0071 956.0802 3.4557574 7.706817 1750.517 1793.182
mod Atlantic (26,26.5] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate 3993.9868 4025.4218 4.9568887 9.611365 6243.303 6302.283
mod Atlantic (26,26.5] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 3970.0623 4005.9881 4.8603416 9.499098 6218.821 6286.226
mod Atlantic (26,26.5] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 3983.8120 4015.2471 4.9187697 9.764404 6263.557 6322.536
obs Atlantic (26,26.5] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 4379.5887 4411.1917 6.1400377 12.505939 6453.622 6511.493
obs Atlantic (26,26.5] cstar_tco2 ~ sal + aou + phosphate + nitrate 4431.8241 4458.9124 6.3917319 12.673966 6495.523 6545.126
mod Atlantic (26,26.5] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 4088.8769 4120.3120 5.3269235 10.671451 6442.706 6501.685
obs Atlantic (26,26.5] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 4376.7898 4408.3927 6.1273207 12.406310 6442.163 6500.034
obs Atlantic (26,26.5] cstar_tco2 ~ sal + aou + phosphate + silicate 4403.6545 4430.7428 6.2597415 12.634326 6476.547 6526.150
mod Atlantic (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 3991.8612 4023.2963 4.9489011 9.636447 6246.530 6305.509
obs Atlantic (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 4283.5960 4315.1990 5.7186067 11.979021 6347.103 6404.974
mod Atlantic (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3976.3170 4012.2428 4.8834618 9.541832 6228.266 6295.671
obs Atlantic (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4244.7321 4280.8498 5.5481004 11.808358 6310.223 6376.361
mod Atlantic (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 3998.6680 4030.1031 4.9745259 9.891546 6289.469 6348.448
obs Atlantic (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 4384.9393 4416.5423 6.1644215 12.522484 6458.196 6516.067
mod Atlantic (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 3998.4671 4029.9022 4.9737676 9.694844 6258.525 6317.504
obs Atlantic (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 4303.5818 4335.1848 5.8038964 12.091196 6369.788 6427.659
mod Atlantic (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3985.2955 4021.2213 4.9168425 9.611737 6243.149 6310.554
obs Atlantic (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4263.2939 4299.4116 5.6249109 11.911879 6331.467 6397.605
mod Atlantic (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 4008.9245 4040.3596 5.0133880 9.949853 6302.709 6361.688
obs Atlantic (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 4391.6815 4423.2845 6.1952851 12.570728 6466.659 6524.530
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + aou + phosphate + nitrate 3049.1123 3074.8950 3.9656343 7.257588 4757.885 4806.371
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 3025.7559 3055.8357 3.8741154 7.003295 4703.567 4760.133
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + aou + phosphate + silicate 3148.1971 3173.9797 4.3444714 7.529690 4835.546 4884.031
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 3093.7964 3123.8761 4.1246028 7.530692 4826.724 4883.290
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 4494.3028 4526.7360 4.6118500 9.261600 7274.887 7336.359
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate 4485.0564 4512.8563 4.5899160 9.227303 7261.148 7313.839
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 3025.8627 3055.9425 3.8744965 6.881891 4677.871 4734.438
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 4454.1703 4486.6035 4.4916769 9.123745 7231.188 7292.661
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3008.1556 3042.5325 3.8048221 6.751238 4648.849 4713.496
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4425.6857 4462.7522 4.4024907 8.928962 7183.118 7253.373
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 3149.4960 3179.5758 4.3416677 7.471501 4827.443 4884.009
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 4454.6263 4487.0595 4.4930247 9.033855 7213.024 7274.496
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 4491.6840 4524.1172 4.6039112 9.296403 7280.833 7342.305
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate 4478.1176 4505.9175 4.5690107 9.242543 7261.477 7314.167
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 3044.6794 3074.7591 3.9422131 7.010494 4709.716 4766.282
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 4451.6688 4484.1020 4.4842911 9.145970 7234.651 7296.123
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3023.2096 3057.5864 3.8579310 6.848143 4673.493 4738.141
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4417.1183 4454.1848 4.3777461 8.940328 7181.989 7252.243
mod Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 3152.3592 3182.4389 4.3531292 7.503182 4834.492 4891.058
obs Atlantic (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 4441.7562 4474.1894 4.4551420 9.042269 7209.648 7271.121
mod Atlantic (26.75,27] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 4274.5722 4308.0713 2.6862990 5.357176 7251.833 7316.306
mod Atlantic (26.75,27] cstar_tco2 ~ sal + aou + phosphate + silicate 4416.0342 4444.7477 2.9130958 5.658650 7425.323 7480.586
mod Atlantic (26.75,27] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 4339.1325 4372.6317 2.7860900 5.623519 7391.039 7455.513
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + aou + nitrate 4957.9189 4986.5505 4.1114494 8.312004 8617.529 8672.920
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 4958.7638 4992.1673 4.1087302 8.281669 8611.944 8676.567
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 4958.2412 4991.6448 4.1075007 8.289616 8614.229 8678.852
mod Atlantic (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4273.1861 4311.4708 2.6811648 5.317673 7236.464 7310.148
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4957.1988 4995.3743 4.1003497 8.225317 8597.602 8671.457
mod Atlantic (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 4390.6486 4424.1477 2.8683710 5.613623 7401.802 7466.275
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 4975.4894 5008.8930 4.1482785 8.302605 8622.957 8687.580
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + oxygen + nitrate 4960.1774 4988.8090 4.1167711 8.318202 8620.054 8675.445
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 4958.3508 4991.7544 4.1077586 8.266062 8607.041 8671.664
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 4961.7565 4995.1601 4.1157789 8.303973 8619.601 8684.223
mod Atlantic (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4299.2722 4337.5569 2.7209722 5.426263 7294.331 7368.014
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4957.9472 4996.1227 4.1021075 8.215375 8594.721 8668.576
mod Atlantic (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 4408.0954 4441.5946 2.8967843 5.692618 7441.778 7506.252
obs Atlantic (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 4975.3578 5008.7613 4.1479658 8.278327 8615.431 8680.054
mod Atlantic (26.75,27] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 4342.8167 4376.3158 2.7918951 5.641227 7399.889 7464.363
mod Atlantic (26.75,27] cstar_tco2 ~ temp + aou + phosphate + silicate 4391.5387 4420.2522 2.8730584 5.727426 7448.790 7504.053
mod Atlantic (26.75,27] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 4360.0298 4393.5289 2.8191785 5.723065 7440.506 7504.979
mod Atlantic (27,27.25] cstar_tco2 ~ aou + oxygen + phosphate + nitrate + silicate 5240.4829 5275.4018 2.6960852 5.437169 9492.534 9560.857
mod Atlantic (27,27.25] cstar_tco2 ~ aou + oxygen + phosphate + silicate 5407.1889 5437.1194 2.9142638 5.870971 9789.452 9848.014
mod Atlantic (27,27.25] cstar_tco2 ~ aou + phosphate + nitrate + silicate 5383.4515 5413.3820 2.8825296 5.642519 9645.505 9704.067
obs Atlantic (27,27.25] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 7367.5469 7403.3900 4.7274809 8.995698 13070.154 13140.288
obs Atlantic (27,27.25] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate 7337.8940 7373.7371 4.6711563 8.971621 13055.419 13125.554
mod Atlantic (27,27.25] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 5207.2438 5242.1627 2.6550649 5.279861 9383.606 9451.929
obs Atlantic (27,27.25] cstar_tco2 ~ sal + temp + aou + nitrate 7357.4619 7388.1846 4.7120568 8.875342 13008.733 13068.848
obs Atlantic (27,27.25] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 7350.1218 7385.9649 4.6943008 8.826539 12988.558 13058.692
mod Atlantic (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 5504.5012 5539.4201 3.0452423 5.648612 9666.552 9734.875
obs Atlantic (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 7321.6273 7357.4704 4.6405440 8.779813 12963.432 13033.567
mod Atlantic (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 5206.3240 5246.2313 2.6514916 4.890247 9106.927 9185.010
obs Atlantic (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 7322.8672 7363.8307 4.6391184 8.704360 12930.905 13011.058
mod Atlantic (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 5385.8316 5420.7505 2.8830351 5.814002 9754.829 9823.151
obs Atlantic (27,27.25] cstar_tco2 ~ sal + temp + oxygen + nitrate 7351.6911 7382.4138 4.7010783 8.812001 12977.877 13037.992
obs Atlantic (27,27.25] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 7341.3216 7377.1647 4.6776325 8.760613 12955.989 13026.123
obs Atlantic (27,27.25] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 7308.0003 7343.8434 4.6150537 8.690048 12918.787 12988.921
mod Atlantic (27,27.25] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 5231.7031 5271.6104 2.6827130 5.126703 9285.451 9363.534
obs Atlantic (27,27.25] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7309.4500 7350.4136 4.6140273 8.611404 12884.121 12964.275
mod Atlantic (27,27.25] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 5235.0984 5270.0173 2.6893975 5.411947 9475.304 9543.627
mod Atlantic (27,27.25] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 5276.3997 5311.3186 2.7411228 5.753557 9693.265 9761.588
mod Atlantic (27.25,27.5] cstar_tco2 ~ aou + oxygen + phosphate + nitrate + silicate 7905.7898 7942.8979 3.4681061 6.615622 15370.153 15444.226
mod Atlantic (27.25,27.5] cstar_tco2 ~ aou + phosphate + nitrate + silicate 7904.9849 7936.7918 3.4695046 6.627196 15376.721 15440.212
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 7677.8578 7714.4768 3.8721235 7.761644 14840.433 14913.173
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 7676.3948 7718.2451 3.8672752 7.756794 14840.970 14924.100
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 7757.1787 7793.7977 3.9848550 7.965323 14979.248 15051.988
mod Atlantic (27.25,27.5] cstar_tco2 ~ sal + aou + phosphate + silicate 7850.5830 7882.3899 3.4064054 6.705656 15449.671 15513.163
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 7707.4708 7744.0898 3.9138318 7.706241 14804.964 14877.704
mod Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate 7853.7869 7885.5938 3.4100896 6.650344 15400.478 15463.969
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 7825.1521 7861.7711 4.0840671 8.095926 15067.441 15140.181
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 7704.9348 7746.7851 3.9074140 7.699065 14803.914 14887.045
mod Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 7751.7825 7788.8906 3.2925073 6.532697 15300.415 15374.488
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 7797.0796 7833.6986 4.0427974 7.948571 14970.389 15043.129
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 7730.9321 7767.5511 3.9471944 7.713430 14810.600 14883.339
mod Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + oxygen + phosphate 7747.3122 7779.1191 3.2897643 6.634151 15385.860 15449.351
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7728.1812 7770.0315 3.9404156 7.704611 14808.453 14891.584
mod Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 7637.3700 7674.4781 3.1678359 6.512209 15277.906 15351.979
obs Atlantic (27.25,27.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 7827.3042 7863.9232 4.0872483 7.973070 14987.431 15060.170
mod Atlantic (27.25,27.5] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 7899.1538 7936.2619 3.4603501 6.609787 15365.289 15439.362
mod Atlantic (27.25,27.5] cstar_tco2 ~ temp + oxygen + phosphate + nitrate 7950.1046 7981.9115 3.5227235 6.716143 15454.514 15518.005
mod Atlantic (27.25,27.5] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 7811.4829 7848.5909 3.3594967 6.532179 15298.973 15373.046
mod Atlantic (27.5,27.75] cstar_tco2 ~ aou + oxygen + nitrate + silicate 10715.4048 10749.8435 2.4841081 4.838417 21548.188 21617.271
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + nitrate 10439.7140 10468.4130 2.3404984 4.676347 21233.059 21290.628
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + nitrate + silicate 10354.8029 10389.2417 2.2966551 4.619663 21123.930 21193.013
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + oxygen + nitrate 10366.3090 10400.7477 2.3024119 4.610786 21105.381 21174.464
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 10293.8480 10334.0266 2.2654105 4.556421 20999.011 21079.608
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 7781.1524 7818.0931 3.5428898 7.376818 15470.290 15543.885
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + oxygen + phosphate 10849.0209 10883.4596 2.5573868 4.876540 21610.250 21679.333
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 7780.7311 7822.9491 3.5399269 7.353806 15457.303 15541.412
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 10702.5489 10742.7275 2.4760916 4.794924 21465.119 21545.716
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 7841.2376 7878.1783 3.6172162 7.448162 15528.213 15601.808
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 7790.3429 7827.2837 3.5541590 7.649417 15662.661 15736.256
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + aou + nitrate 10438.5972 10473.0360 2.3389117 4.669885 21224.004 21293.087
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 10355.1704 10395.3490 2.2958394 4.612652 21113.597 21194.193
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 7786.0523 7822.9930 3.5488935 7.420116 15502.082 15575.677
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 7785.2696 7827.4875 3.5454827 7.396189 15488.538 15572.647
mod Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 10778.4766 10818.6552 2.5173373 4.866524 21602.900 21683.497
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 7843.6622 7880.6030 3.6202480 7.488024 15557.218 15630.813
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 7794.4085 7831.3492 3.5591554 7.456979 15529.462 15603.057
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7792.8469 7835.0649 3.5547780 7.431387 15514.739 15598.848
obs Atlantic (27.5,27.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 7850.5318 7887.4725 3.6288517 7.524631 15584.128 15657.723
mod Atlantic (27.75,27.85] cstar_tco2 ~ aou + oxygen + nitrate 4483.2028 4507.4002 2.6530493 4.153105 8069.106 8117.742
mod Atlantic (27.75,27.85] cstar_tco2 ~ aou + oxygen + nitrate + silicate 4480.7695 4509.8064 2.6467603 4.143144 8063.870 8122.232
mod Atlantic (27.75,27.85] cstar_tco2 ~ sal + aou + oxygen + nitrate 4444.0579 4473.0948 2.5952517 4.089241 8024.019 8082.381
mod Atlantic (27.75,27.85] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 4445.5459 4479.4222 2.5945404 4.078605 8014.444 8082.533
mod Atlantic (27.75,27.85] cstar_tco2 ~ sal + aou + oxygen + phosphate 4515.2900 4544.3269 2.6961270 4.267775 8194.574 8252.936
mod Atlantic (27.75,27.85] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 4510.1248 4544.0012 2.6858051 4.256575 8190.313 8258.403
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 4818.0134 4851.3120 3.9514892 7.647220 10295.152 10362.818
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + oxygen + nitrate + silicate 4816.8389 4845.3805 3.9533862 7.672659 10304.702 10362.702
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 4791.7603 4825.0588 3.8916338 7.608743 10280.457 10348.124
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + oxygen + phosphate + silicate 4816.1441 4844.6857 3.9517894 7.686542 10312.331 10370.331
mod Atlantic (27.75,27.85] cstar_tco2 ~ sal + temp + aou + nitrate 4524.5830 4553.6198 2.7095732 4.274432 8195.382 8253.744
mod Atlantic (27.75,27.85] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 4525.7948 4559.6712 2.7084302 4.270328 8194.882 8262.971
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 4814.4867 4847.7853 3.9433954 7.639369 10291.757 10359.423
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4790.5026 4828.5581 3.8842701 7.579083 10269.143 10346.477
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 4814.5722 4847.8707 3.9435914 7.651015 10298.041 10365.708
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 4813.7701 4847.0687 3.9417528 7.645793 10295.409 10363.076
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4791.3066 4829.3621 3.8860862 7.588565 10274.101 10351.434
obs Atlantic (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 4816.4977 4849.7962 3.9480085 7.664464 10304.842 10372.509
mod Atlantic (27.75,27.85] cstar_tco2 ~ temp + aou + nitrate 4542.3756 4566.5730 2.7384354 4.303512 8211.447 8260.082
mod Atlantic (27.75,27.85] cstar_tco2 ~ temp + aou + nitrate + silicate 4538.3145 4567.3513 2.7295643 4.292502 8206.705 8265.068
mod Atlantic (27.85,27.95] cstar_tco2 ~ aou + oxygen + nitrate 5040.8653 5065.7564 2.5227770 4.810499 9768.505 9818.179
mod Atlantic (27.85,27.95] cstar_tco2 ~ aou + oxygen + nitrate + silicate 5007.6822 5037.5515 2.4817540 4.626224 9601.527 9661.136
mod Atlantic (27.85,27.95] cstar_tco2 ~ aou + oxygen + phosphate + silicate 5060.0417 5089.9110 2.5430502 4.781921 9744.353 9803.961
mod Atlantic (27.85,27.95] cstar_tco2 ~ sal + aou + oxygen + nitrate 5040.6411 5070.5104 2.5201637 4.804983 9767.614 9827.223
mod Atlantic (27.85,27.95] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 4999.9596 5034.8071 2.4705357 4.614029 9594.848 9664.392
mod Atlantic (27.85,27.95] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 5055.0733 5089.9208 2.5348058 4.773335 9741.064 9810.607
mod Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 5026.3383 5061.1858 2.5010910 4.662809 9639.006 9708.549
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 8990.5917 9028.1303 4.1743762 7.833968 18625.691 18701.585
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 8988.5319 9031.4331 4.1690030 7.824370 18621.540 18708.276
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 8987.2633 9024.8018 4.1699705 7.859162 18650.897 18726.790
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + aou + silicate 8990.0830 9022.2589 4.1763517 7.872490 18658.380 18723.431
mod Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 5041.9806 5076.8281 2.5193882 4.698250 9671.237 9740.780
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 8992.1200 9029.6585 4.1764006 7.857444 18647.921 18723.815
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 8990.6517 9033.5528 4.1718077 7.846480 18642.318 18729.053
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 8989.4941 9027.0326 4.1729228 7.878748 18669.062 18744.955
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + silicate 8991.0432 9023.2190 4.1776240 7.886833 18671.843 18736.895
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 8999.2139 9036.7524 4.1858107 7.977521 18759.933 18835.827
obs Atlantic (27.85,27.95] cstar_tco2 ~ sal + temp + phosphate + silicate 8999.5874 9031.7632 4.1889638 7.988022 18765.164 18830.216
mod Atlantic (27.85,27.95] cstar_tco2 ~ temp + aou + nitrate + silicate 5028.2491 5058.1184 2.5056531 4.667437 9638.981 9698.589
mod Atlantic (27.85,27.95] cstar_tco2 ~ temp + oxygen + nitrate + silicate 5042.6778 5072.5471 2.5225566 4.702229 9670.716 9730.324
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 10793.0291 10831.8947 4.0967868 7.839571 22194.827 22273.171
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 10793.8094 10838.2273 4.0954755 7.836825 22196.014 22285.549
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 10802.3236 10841.1893 4.1067932 7.848553 22202.984 22281.327
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + oxygen + nitrate + silicate 10804.9557 10838.2691 4.1117891 7.871232 22223.220 22290.372
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 10805.0779 10843.9436 4.1097631 7.865592 22221.343 22299.686
mod Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 6811.9420 6848.0788 3.3734053 6.763435 13932.222 14004.793
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 10805.7989 10844.6646 4.1105409 7.869351 22225.364 22303.707
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 10806.1593 10850.5772 4.1087723 7.865934 22225.900 22315.435
mod Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 6842.5607 6878.6975 3.4136784 6.836334 13988.625 14061.196
mod Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + aou + silicate 6871.4963 6902.4707 3.4548566 6.891306 14026.388 14088.592
mod Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + nitrate 6802.7140 6833.6884 3.3639678 6.771414 13934.789 13996.993
mod Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 6772.1465 6808.2833 3.3217711 6.656617 13848.245 13920.816
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 10797.9337 10836.7993 4.1020640 7.852241 22207.937 22286.280
mod Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate 6823.4443 6854.4187 3.3911062 6.825583 13976.790 14038.994
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 10798.4397 10842.8576 4.1004558 7.848705 22208.305 22297.840
mod Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 6802.1199 6838.2566 3.3605870 6.728701 13904.940 13977.511
obs Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 10808.1280 10846.9936 4.1130544 7.861836 22216.585 22294.928
mod Atlantic (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + silicate 6832.9023 6863.8767 3.4035603 6.788070 13946.795 14008.999
mod Atlantic (27.95,28.05] cstar_tco2 ~ temp + oxygen + nitrate + silicate 6822.6161 6853.5905 3.3900177 6.860372 14003.938 14066.142
mod Atlantic (27.95,28.05] cstar_tco2 ~ temp + oxygen + phosphate + silicate 6837.8226 6868.7970 3.4100575 6.899175 14033.660 14095.863
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + aou + phosphate + silicate 3167.4755 3196.7020 1.2432375 2.556411 6724.620 6783.574
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + oxygen + phosphate + silicate 3099.7007 3128.9273 1.2002934 2.516855 6662.245 6721.200
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + phosphate + silicate 3180.2370 3204.5925 1.2527928 2.571172 6743.673 6792.801
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 2982.5983 3016.6959 1.1283889 2.265981 6240.897 6309.677
obs Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 7444.7728 7481.1496 3.9122883 7.990387 15350.620 15423.691
obs Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 7432.3783 7473.9517 3.8912530 7.919280 15305.708 15389.218
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 2786.0643 2820.1619 1.0190330 2.060993 5860.312 5929.092
obs Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 7441.0788 7477.4556 3.9068793 7.934937 15312.430 15385.501
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + nitrate + silicate 3020.2750 3049.5016 1.1518508 2.427813 6517.167 6576.122
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 2985.2773 3019.3749 1.1299579 2.270425 6248.867 6317.647
obs Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 7434.0392 7470.4160 3.8965921 7.938337 15314.868 15387.939
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + phosphate 3354.2127 3383.4393 1.3696761 2.721524 6972.194 7031.148
obs Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7421.3909 7462.9644 3.8752730 7.861420 15265.519 15349.029
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 2790.6712 2824.7688 1.0214709 2.067731 5873.551 5942.331
obs Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 7429.0102 7465.3870 3.8892597 7.875612 15271.282 15344.353
mod Atlantic (28.05,28.1] cstar_tco2 ~ sal + temp + phosphate + silicate 2859.3074 2888.5340 1.0595885 2.277056 6257.838 6316.792
obs Atlantic (28.05,28.1] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 7431.3131 7467.6899 3.8926157 7.987987 15348.969 15422.040
obs Atlantic (28.05,28.1] cstar_tco2 ~ temp + aou + phosphate + silicate 7439.2987 7470.4788 3.9072010 8.002645 15355.004 15417.637
obs Atlantic (28.05,28.1] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 7424.2300 7460.6068 3.8823029 7.947377 15321.139 15394.210
obs Atlantic (28.05,28.1] cstar_tco2 ~ temp + oxygen + phosphate + silicate 7429.9385 7461.1186 3.8935276 7.958602 15324.848 15387.480
obs Atlantic (28.1,28.15] cstar_tco2 ~ aou + oxygen + nitrate 8866.8345 8893.6825 3.9412365 8.031151 17133.025 17186.304
mod Atlantic (28.1,28.15] cstar_tco2 ~ aou + oxygen + phosphate + nitrate 4897.4106 4930.1111 1.0012397 2.030601 9884.316 9949.710
obs Atlantic (28.1,28.15] cstar_tco2 ~ aou + oxygen + silicate 8866.0464 8892.8944 3.9402581 8.044200 17142.235 17195.514
mod Atlantic (28.1,28.15] cstar_tco2 ~ aou + phosphate + nitrate 4922.0113 4949.2617 1.0090121 2.086938 10065.317 10119.812
mod Atlantic (28.1,28.15] cstar_tco2 ~ oxygen + phosphate + nitrate 4968.9333 4996.1837 1.0228694 2.058598 9975.027 10029.522
mod Atlantic (28.1,28.15] cstar_tco2 ~ sal + aou + oxygen + phosphate 6196.7823 6229.4828 1.4607694 3.105359 12793.634 12859.028
mod Atlantic (28.1,28.15] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 6190.9544 6229.1050 1.4574491 3.076233 12735.463 12811.756
obs Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + aou + nitrate 8960.9125 8993.1301 4.0572467 8.039505 17151.213 17215.147
obs Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 8961.1534 8998.7406 4.0549987 8.016878 17138.472 17213.063
obs Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + aou + phosphate 8962.6063 8994.8239 4.0594125 8.095517 17192.124 17256.059
obs Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 8939.0332 8976.6204 4.0268370 8.004618 17128.049 17202.639
obs Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 8931.2430 8974.1998 4.0144353 7.963451 17101.065 17186.312
mod Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 6229.3778 6267.5283 1.4738195 3.115089 12821.286 12897.579
obs Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 8953.1833 8990.7705 4.0448292 8.026279 17144.890 17219.481
obs Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + aou + silicate 8960.4948 8992.7124 4.0567129 8.038412 17150.385 17214.319
mod Atlantic (28.1,28.15] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 6224.5535 6262.7041 1.4717541 3.116473 12823.675 12899.968
mod Atlantic (28.1,28.15] cstar_tco2 ~ temp + aou + phosphate + nitrate 4891.5369 4924.2374 0.9995316 2.023977 9861.993 9927.387
obs Atlantic (28.1,28.15] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 8929.3151 8966.9023 4.0145265 8.094899 17192.685 17267.276
mod Atlantic (28.1,28.15] cstar_tco2 ~ temp + oxygen + phosphate + nitrate 4911.1514 4943.8519 1.0052471 2.036898 9905.692 9971.086
mod Atlantic (28.1,28.15] cstar_tco2 ~ temp + phosphate + nitrate 5527.6673 5554.9177 1.2032600 2.478311 11248.041 11302.536
obs Atlantic (28.15,28.2] cstar_tco2 ~ aou + oxygen + phosphate + nitrate + silicate 3446.6398 3478.3150 2.9971431 6.427662 6594.890 6657.238
mod Atlantic (28.15,28.2] cstar_tco2 ~ aou + oxygen + phosphate + silicate 2561.0692 2589.2440 1.1694177 2.333419 4294.668 4348.680
obs Atlantic (28.15,28.2] cstar_tco2 ~ aou + oxygen + phosphate + silicate 3446.0185 3473.1687 3.0001743 6.438796 6595.057 6648.498
mod Atlantic (28.15,28.2] cstar_tco2 ~ aou + phosphate + silicate 2566.9136 2590.3926 1.1751011 2.351946 4310.540 4355.550
mod Atlantic (28.15,28.2] cstar_tco2 ~ oxygen + phosphate + silicate 2559.9542 2583.4332 1.1700576 2.335173 4292.602 4337.612
mod Atlantic (28.15,28.2] cstar_tco2 ~ sal + phosphate + silicate 2493.8821 2517.3611 1.1232399 2.360614 4292.477 4337.488
obs Atlantic (28.15,28.2] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 3450.3104 3481.9856 3.0052195 6.422441 6593.970 6656.318
mod Atlantic (28.15,28.2] cstar_tco2 ~ sal + temp + aou + phosphate 2459.1116 2487.2864 1.0980011 2.469621 4372.596 4426.608
obs Atlantic (28.15,28.2] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3441.7588 3477.9591 2.9820615 6.386749 6583.075 6654.330
obs Atlantic (28.15,28.2] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 3441.9768 3473.6520 2.9869145 6.401742 6584.808 6647.156
mod Atlantic (28.15,28.2] cstar_tco2 ~ sal + temp + oxygen + phosphate 2454.7727 2482.9475 1.0950607 2.466097 4367.790 4421.803
obs Atlantic (28.15,28.2] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3449.1381 3485.3383 2.9982382 6.409437 6592.713 6663.968
obs Atlantic (28.15,28.2] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 3449.9846 3481.6598 3.0045018 6.428102 6595.849 6658.197
mod Atlantic (28.15,28.2] cstar_tco2 ~ sal + temp + phosphate + silicate 2494.6855 2522.8603 1.1224095 2.350448 4286.980 4340.992
obs Atlantic (28.15,28.2] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 3449.4607 3481.1359 3.0033479 6.415796 6591.468 6653.816
mod Atlantic (28.15,28.2] cstar_tco2 ~ temp + aou + phosphate + silicate 2558.7376 2586.9124 1.1677338 2.330503 4291.176 4345.189
obs Atlantic (28.15,28.2] cstar_tco2 ~ temp + aou + phosphate + silicate 3449.8824 3477.0326 3.0086850 6.431836 6593.592 6647.033
obs Atlantic (28.15,28.2] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 3456.4790 3488.1542 3.0188412 6.433308 6599.186 6661.534
mod Atlantic (28.15,28.2] cstar_tco2 ~ temp + oxygen + phosphate + silicate 2559.8249 2587.9997 1.1685188 2.332905 4293.786 4347.799
mod Atlantic (28.15,28.2] cstar_tco2 ~ temp + phosphate + silicate 2567.6701 2591.1491 1.1756506 2.403832 4358.092 4403.103
mod Atlantic (28.2, Inf] cstar_tco2 ~ aou + oxygen + phosphate + nitrate 4239.5048 4272.9306 0.7189692 1.499784 7899.622 7965.151
mod Atlantic (28.2, Inf] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate 4190.0111 4229.0078 0.7094952 1.490119 7851.368 7927.818
mod Atlantic (28.2, Inf] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 4633.3964 4672.3931 0.7953398 1.620099 8466.014 8542.465
mod Atlantic (28.2, Inf] cstar_tco2 ~ sal + oxygen + phosphate + nitrate 4197.5437 4230.9694 0.7112396 1.533137 8017.340 8082.869
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + nitrate 7054.9450 7086.2804 3.1628685 6.521866 13527.652 13589.667
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 7008.7705 7045.3285 3.1077452 6.417192 13446.978 13519.328
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + phosphate 7063.1372 7094.4726 3.1723391 6.324189 13379.512 13441.527
mod Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 4177.7589 4216.7556 0.7072595 1.483202 7820.383 7896.833
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 7036.7494 7073.3074 3.1396417 6.291068 13354.794 13427.144
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 6981.9562 7023.7368 3.0752348 6.223603 13299.617 13382.303
mod Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 4616.2651 4655.2618 0.7918377 1.613418 8436.860 8513.310
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 6991.6738 7028.2318 3.0884142 6.236873 13307.405 13379.755
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + aou + silicate 7009.3038 7040.6392 3.1106197 6.483984 13492.493 13554.508
mod Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 4191.9839 4230.9806 0.7098559 1.488767 7846.499 7922.949
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 7170.8345 7207.3925 3.2971052 6.534469 13554.957 13627.307
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 7089.4638 7131.2443 3.1982941 6.430644 13471.779 13554.465
mod Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 4629.8544 4668.8511 0.7946144 1.618397 8458.783 8535.233
obs Atlantic (28.2, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 7105.0929 7141.6509 3.2189383 6.452466 13486.303 13558.653
mod Atlantic (28.2, Inf] cstar_tco2 ~ temp + aou + phosphate + nitrate 4223.7365 4257.1623 0.7160547 1.492303 7865.589 7931.118
mod Atlantic (28.2, Inf] cstar_tco2 ~ temp + oxygen + phosphate + nitrate 4244.0104 4277.4361 0.7198041 1.498887 7897.211 7962.740
mod Indian (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 2437.2094 2466.2487 3.2218652 7.910704 5444.974 5503.585
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 2419.0735 2447.3218 4.2971138 9.255104 5102.699 5159.587
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate 2499.6586 2524.5495 3.4515259 6.964298 5213.756 5263.994
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate 2361.9738 2386.1867 4.0230281 9.376813 5111.494 5160.255
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 2420.0767 2449.1160 3.1634281 6.675950 5136.102 5194.713
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 2359.5449 2387.7933 4.0017719 9.226602 5089.512 5146.399
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2164.4871 2197.6749 2.4023651 5.675322 4811.166 4878.150
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2347.7838 2380.0676 3.9364390 8.838254 5023.337 5088.351
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 2180.1318 2209.1711 2.4480819 5.743762 4831.798 4890.410
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 2352.3205 2380.5689 3.9673388 8.942513 5039.005 5095.893
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 2422.0505 2450.2988 4.3124432 9.270750 5105.733 5162.620
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate 2488.4824 2513.3732 3.4105582 6.894192 5194.167 5244.405
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate 2360.1368 2384.3497 4.0141980 9.349436 5106.589 5155.350
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 2411.2817 2440.3209 3.1338423 6.616993 5118.826 5177.437
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 2356.8445 2385.0928 3.9888660 9.198486 5084.234 5141.122
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2162.2058 2195.3936 2.3965169 5.644471 4801.139 4868.124
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2346.9129 2379.1968 3.9323407 8.830077 5021.730 5086.744
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 2176.7365 2205.7757 2.4392176 5.710847 4821.006 4879.617
obs Indian (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 2352.2543 2380.5026 3.9670246 8.937986 5038.190 5095.078
mod Indian (-Inf,26] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 2567.4257 2596.4650 3.7027671 7.582676 5383.923 5442.535
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 1569.6749 1596.0093 2.7929300 7.437236 5270.991 5328.379
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate 1753.3932 1776.9866 2.4365947 5.646223 5337.993 5388.815
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate 1559.8897 1582.4620 2.7589505 7.448731 5271.367 5320.556
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 1650.3008 1677.8265 2.1195879 5.324910 5235.045 5294.337
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 1517.6397 1543.9740 2.5735205 6.902576 5131.231 5188.618
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 1429.3041 1460.7620 1.5769144 4.212333 4745.493 4813.256
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 1547.1166 1574.6423 1.8484964 4.530630 4885.588 4944.881
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 1544.4956 1570.8300 2.6845177 7.370071 5256.847 5314.234
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + nitrate 1573.0019 1595.5742 2.8164212 7.436306 5265.739 5314.928
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 1566.2731 1592.6075 2.7780313 7.395765 5260.429 5317.816
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate 1748.1743 1771.7677 2.4197878 5.622452 5329.772 5380.594
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate 1561.6742 1584.2465 2.7667022 7.440103 5268.785 5317.974
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 1640.8677 1668.3934 2.0932354 5.290450 5222.111 5281.404
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 1518.6661 1545.0005 2.5776773 6.888737 5127.059 5184.446
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 1427.6488 1459.1067 1.5734564 4.206207 4742.438 4810.201
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 1517.1628 1547.2592 2.5635174 6.862832 5124.151 5189.736
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 1545.9540 1573.4798 1.8456486 4.525749 4883.378 4942.670
obs Indian (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 1542.9025 1569.2369 2.6778019 7.345659 5250.532 5307.919
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 1818.8243 1846.3501 2.6504454 5.506571 5244.159 5303.452
mod Indian (26,26.5] cstar_tco2 ~ sal + temp + phosphate + silicate 1887.4725 1911.0660 2.9107930 5.797789 5325.665 5376.487
mod Indian (26.5,26.75] cstar_tco2 ~ sal + aou + phosphate + nitrate 1156.8833 1179.8393 1.3095452 3.502264 4400.066 4450.605
mod Indian (26.5,26.75] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 1151.8450 1178.6270 1.2960213 3.428943 4356.494 4415.456
mod Indian (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate 1142.4946 1165.4506 1.2820464 3.475863 4386.411 4436.949
obs Indian (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate 1862.4815 1885.7142 3.2784586 7.445101 7003.062 7055.115
mod Indian (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 975.6436 1002.4256 0.9994151 3.170524 4206.306 4265.268
obs Indian (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 1817.4771 1844.5819 3.0684422 7.223115 6954.873 7015.603
mod Indian (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 932.3197 962.9277 0.9347889 3.017478 4104.029 4171.414
obs Indian (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 1816.5125 1847.4894 3.0556568 7.210201 6955.853 7025.258
mod Indian (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 1136.4382 1163.2202 1.2669027 3.355408 4310.236 4369.198
obs Indian (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 1860.8561 1887.9609 3.2617611 7.427836 7003.191 7063.921
mod Indian (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate 1142.3331 1165.2891 1.2817412 3.475618 4386.290 4436.829
obs Indian (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate 1863.6412 1886.8739 3.2838181 7.427506 6994.267 7046.321
mod Indian (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 974.3526 1001.1346 0.9975139 3.169749 4205.776 4264.738
obs Indian (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 1820.1884 1847.2933 3.0801825 7.212154 6947.712 7008.441
mod Indian (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 934.3311 964.9391 0.9375662 3.020512 4106.221 4173.606
obs Indian (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 1818.6527 1849.6297 3.0648817 7.196800 6948.153 7017.558
mod Indian (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 1136.7871 1163.5691 1.2675548 3.355835 4310.427 4369.389
obs Indian (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 1862.4713 1889.5762 3.2691899 7.412494 6994.930 7055.659
obs Indian (26.5,26.75] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 1862.9049 1890.0098 3.2711871 7.459064 7014.646 7075.375
obs Indian (26.5,26.75] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 1856.3813 1883.4861 3.2412682 7.398613 6994.936 7055.665
obs Indian (26.75,27] cstar_tco2 ~ oxygen + phosphate + nitrate + silicate 3517.4691 3544.3952 3.4863180 7.134521 10979.843 11038.117
mod Indian (26.75,27] cstar_tco2 ~ sal + aou + phosphate + nitrate 1709.4469 1734.4015 1.4555777 3.942612 6087.922 6141.933
mod Indian (26.75,27] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 1656.8955 1686.0091 1.3740154 3.860761 6037.153 6100.166
obs Indian (26.75,27] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 3508.7683 3540.1821 3.4580419 7.122781 10985.561 11053.548
obs Indian (26.75,27] cstar_tco2 ~ sal + aou + phosphate + silicate 3511.2116 3538.1377 3.4697550 7.134581 10986.069 11044.343
mod Indian (26.75,27] cstar_tco2 ~ sal + oxygen + phosphate + nitrate 1753.9647 1778.9192 1.5257129 4.052779 6162.364 6216.375
mod Indian (26.75,27] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 1692.9330 1722.0467 1.4273679 3.954414 6103.318 6166.330
obs Indian (26.75,27] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 3503.1519 3534.5657 3.4432927 7.091324 10967.396 11035.383
obs Indian (26.75,27] cstar_tco2 ~ sal + oxygen + phosphate + silicate 3503.1824 3530.1085 3.4486177 7.099297 10967.419 11025.694
mod Indian (26.75,27] cstar_tco2 ~ sal + phosphate + nitrate + silicate 1748.6794 1773.6340 1.5172125 4.058170 6167.352 6221.363
mod Indian (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 1568.2601 1597.3737 1.2511242 3.650825 5881.745 5944.758
mod Indian (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 1561.5645 1594.8373 1.2396767 3.582722 5832.275 5904.290
obs Indian (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3502.2368 3538.1382 3.4356622 7.080926 10966.397 11044.097
obs Indian (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 3500.6740 3532.0878 3.4368057 7.083950 10964.251 11032.238
mod Indian (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 1570.4677 1599.5814 1.2540473 3.653647 5883.875 5946.887
mod Indian (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 1563.0855 1596.3583 1.2416715 3.585244 5834.218 5906.233
obs Indian (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 3502.6411 3534.0549 3.4419546 7.091872 10968.305 11036.292
mod Indian (26.75,27] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 1750.6794 1779.7930 1.5172125 3.980551 6113.214 6176.227
obs Indian (26.75,27] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 3516.3515 3547.7653 3.4780561 7.123411 10978.581 11046.568
obs Indian (26.75,27] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 3516.4668 3547.8806 3.4783615 7.126523 10980.809 11048.796
mod Indian (27,27.25] cstar_tco2 ~ sal + aou + phosphate 2588.4933 2609.8859 2.7180392 5.704653 7202.454 7247.946
mod Indian (27,27.25] cstar_tco2 ~ sal + aou + phosphate + nitrate 2497.1520 2522.8231 2.4901638 5.203095 6937.038 6991.629
obs Indian (27,27.25] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 2718.3432 2748.0660 3.3252641 6.719229 6952.561 7015.067
mod Indian (27,27.25] cstar_tco2 ~ sal + oxygen + phosphate 2606.3072 2627.6998 2.7638419 5.839978 7274.374 7319.866
mod Indian (27,27.25] cstar_tco2 ~ sal + oxygen + phosphate + nitrate 2496.9842 2522.6553 2.4897719 5.206819 6939.647 6994.239
obs Indian (27,27.25] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 2706.3674 2736.0901 3.2868990 6.677849 6939.165 7001.671
mod Indian (27,27.25] cstar_tco2 ~ sal + phosphate + nitrate 2496.8706 2518.2632 2.4941818 5.230846 6950.713 6996.206
mod Indian (27,27.25] cstar_tco2 ~ sal + phosphate + nitrate + silicate 2446.5677 2472.2388 2.3747592 5.106518 6899.123 6953.715
mod Indian (27,27.25] cstar_tco2 ~ sal + phosphate + silicate 2624.1209 2645.5135 2.8104159 5.832365 7259.629 7305.122
obs Indian (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2692.1029 2726.0718 3.2355031 6.588755 6909.035 6980.471
obs Indian (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 2704.3838 2734.1066 3.2805875 6.666654 6934.879 6997.385
obs Indian (27,27.25] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2699.8093 2733.7782 3.2597545 6.625673 6922.767 6994.203
obs Indian (27,27.25] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 2709.2226 2738.9453 3.2960054 6.713008 6954.251 7016.757
mod Indian (27,27.25] cstar_tco2 ~ sal + temp + phosphate + nitrate 2498.2698 2523.9409 2.4927765 5.223996 6950.464 7005.055
mod Indian (27,27.25] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 2436.8578 2466.8075 2.3488157 5.043973 6866.702 6930.392
obs Indian (27,27.25] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 2736.6472 2766.3700 3.3847686 6.759413 6961.742 7024.249
mod Indian (27,27.25] cstar_tco2 ~ sal + temp + phosphate + silicate 2609.7768 2635.4479 2.7676547 5.788671 7246.719 7301.310
obs Indian (27,27.25] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 2727.7131 2757.4358 3.3555926 6.741401 6958.086 7020.592
obs Indian (27,27.25] cstar_tco2 ~ temp + aou + phosphate + silicate 2725.8184 2751.2951 3.3559352 6.755609 6960.722 7014.299
obs Indian (27,27.25] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 2734.7707 2764.4934 3.3786194 6.787796 6976.135 7038.641
mod Indian (27.25,27.5] cstar_tco2 ~ oxygen + phosphate + nitrate + silicate 3209.0220 3236.2682 2.4295721 4.739903 8703.902 8761.763
obs Indian (27.25,27.5] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 3794.9438 3826.7713 3.6450124 7.007546 9330.111 9396.627
obs Indian (27.25,27.5] cstar_tco2 ~ sal + aou + phosphate + silicate 3797.1677 3824.4484 3.6560736 7.054927 9352.874 9409.888
mod Indian (27.25,27.5] cstar_tco2 ~ sal + oxygen + phosphate + nitrate 3156.5613 3183.8075 2.3393304 4.807438 8811.970 8869.831
obs Indian (27.25,27.5] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 3794.9621 3826.7896 3.6450601 7.016424 9335.631 9402.147
obs Indian (27.25,27.5] cstar_tco2 ~ sal + oxygen + phosphate + silicate 3793.6977 3820.9784 3.6469840 7.070847 9364.785 9421.799
mod Indian (27.25,27.5] cstar_tco2 ~ sal + phosphate + nitrate 3181.7377 3204.4428 2.3856521 4.854114 8835.495 8883.713
mod Indian (27.25,27.5] cstar_tco2 ~ sal + phosphate + nitrate + silicate 3117.2767 3144.5229 2.2739555 4.671972 8702.677 8760.538
obs Indian (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3785.4927 3821.8670 3.6151927 6.974159 9320.432 9396.451
obs Indian (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 3783.7659 3815.5934 3.6159013 7.011365 9339.379 9405.896
obs Indian (27.25,27.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 3789.4089 3821.2364 3.6305683 7.051504 9360.701 9427.218
mod Indian (27.25,27.5] cstar_tco2 ~ sal + temp + phosphate + nitrate 3166.3293 3193.5755 2.3558753 4.753080 8750.907 8808.768
mod Indian (27.25,27.5] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 2946.4800 2978.2672 2.0074151 4.003265 8087.801 8155.306
obs Indian (27.25,27.5] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 3789.7417 3821.5692 3.6314353 6.992891 9324.236 9390.753
mod Indian (27.25,27.5] cstar_tco2 ~ sal + temp + phosphate + silicate 3174.9371 3202.1833 2.3705521 4.502802 8474.899 8532.760
obs Indian (27.25,27.5] cstar_tco2 ~ sal + temp + phosphate + silicate 3807.7880 3835.0687 3.6840342 7.123191 9388.226 9445.240
obs Indian (27.25,27.5] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 3783.7302 3815.5577 3.6158089 7.146341 9421.182 9487.699
mod Indian (27.25,27.5] cstar_tco2 ~ temp + aou + phosphate + silicate 2751.0161 2778.2623 1.7458885 3.771640 7926.473 7984.334
mod Indian (27.25,27.5] cstar_tco2 ~ temp + phosphate + nitrate + silicate 2944.5782 2971.8244 2.0075574 4.035640 8122.830 8180.691
mod Indian (27.25,27.5] cstar_tco2 ~ temp + phosphate + silicate 3181.8657 3204.5709 2.3858725 4.706685 8685.746 8733.963
mod Indian (27.5,27.75] cstar_tco2 ~ aou + phosphate + nitrate 4540.5294 4565.0078 2.3960930 4.861658 11848.883 11900.162
mod Indian (27.5,27.75] cstar_tco2 ~ oxygen + phosphate + nitrate 4506.1345 4530.6129 2.3547467 4.778998 11761.361 11812.640
obs Indian (27.5,27.75] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 4778.6621 4812.0736 3.6944832 6.594270 11369.171 11438.901
obs Indian (27.5,27.75] cstar_tco2 ~ sal + aou + phosphate + silicate 4781.3149 4809.9534 3.7043303 6.658858 11419.345 11479.114
mod Indian (27.5,27.75] cstar_tco2 ~ sal + oxygen + phosphate + nitrate 4332.6429 4362.0170 2.1546357 4.038914 10797.651 10859.186
obs Indian (27.5,27.75] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 4793.4104 4826.8220 3.7257864 6.643168 11399.938 11469.668
obs Indian (27.5,27.75] cstar_tco2 ~ sal + oxygen + phosphate + silicate 4804.6192 4833.2577 3.7540470 6.767283 11494.751 11554.520
mod Indian (27.5,27.75] cstar_tco2 ~ sal + phosphate + nitrate 4445.2633 4469.7417 2.2833141 4.463060 11366.237 11417.515
obs Indian (27.5,27.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4778.7259 4816.9105 3.6903932 6.590170 11371.225 11450.917
obs Indian (27.5,27.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 4777.9612 4811.3727 3.6930021 6.628281 11400.683 11470.414
obs Indian (27.5,27.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4792.0857 4830.2704 3.7187068 6.633442 11398.210 11477.901
obs Indian (27.5,27.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 4792.8431 4826.2546 3.7245774 6.682807 11436.189 11505.919
obs Indian (27.5,27.75] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 4809.5627 4842.9743 3.7603740 6.711826 11446.836 11516.566
mod Indian (27.5,27.75] cstar_tco2 ~ sal + temp + phosphate + silicate 4622.0238 4651.3979 2.4944530 5.162674 12180.725 12242.260
mod Indian (27.5,27.75] cstar_tco2 ~ temp + aou + phosphate 4177.2354 4201.7138 1.9936881 4.162360 11082.196 11133.474
obs Indian (27.5,27.75] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 4788.2655 4821.6771 3.7148364 6.903100 11629.908 11699.639
mod Indian (27.5,27.75] cstar_tco2 ~ temp + aou + phosphate + silicate 4070.8149 4100.1890 1.8872441 3.872002 10699.161 10760.695
mod Indian (27.5,27.75] cstar_tco2 ~ temp + oxygen + phosphate 4198.9311 4223.4095 2.0156986 4.172307 11086.354 11137.633
mod Indian (27.5,27.75] cstar_tco2 ~ temp + oxygen + phosphate + silicate 4063.9609 4093.3350 1.8807092 3.828147 10632.625 10694.160
mod Indian (27.5,27.75] cstar_tco2 ~ temp + phosphate + nitrate 4436.4074 4460.8858 2.2731038 4.609644 11575.773 11627.052
obs Indian (27.75,27.85] cstar_tco2 ~ aou + phosphate + nitrate + silicate 2503.9875 2528.8911 3.4478972 6.427238 5995.736 6047.885
mod Indian (27.75,27.85] cstar_tco2 ~ sal + aou + phosphate 2172.7993 2193.9909 2.0000459 3.577089 4938.300 4982.491
obs Indian (27.75,27.85] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 2505.9145 2534.9687 3.4476290 6.362214 5969.206 6030.047
mod Indian (27.75,27.85] cstar_tco2 ~ sal + aou + phosphate + silicate 2154.8334 2180.2633 1.9614268 3.338102 4722.590 4775.619
obs Indian (27.75,27.85] cstar_tco2 ~ sal + aou + phosphate + silicate 2507.4619 2532.3655 3.4606920 6.384803 5973.275 6025.425
mod Indian (27.75,27.85] cstar_tco2 ~ sal + oxygen + phosphate 2265.5033 2286.6949 2.1895618 3.996611 5231.135 5275.326
mod Indian (27.75,27.85] cstar_tco2 ~ sal + oxygen + phosphate + silicate 2254.7086 2280.1386 2.1623738 3.710324 4994.837 5047.867
mod Indian (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate 2162.6096 2188.0396 1.9763786 3.552229 4928.998 4982.027
obs Indian (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 2447.6018 2480.8066 3.2329256 5.988137 5834.954 5904.487
mod Indian (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 2150.3114 2179.9797 1.9489740 3.299066 4691.405 4753.272
obs Indian (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 2455.0461 2484.1004 3.2656410 6.020925 5840.434 5901.276
mod Indian (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + phosphate 2157.6689 2183.0988 1.9668657 3.507204 4890.552 4943.581
obs Indian (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 2468.2221 2501.4269 3.3047828 6.100903 5876.001 5945.534
mod Indian (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 2148.2112 2177.8794 1.9449807 3.281013 4673.917 4735.784
obs Indian (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 2473.7310 2502.7852 3.3313444 6.127476 5879.516 5940.357
obs Indian (27.75,27.85] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 2449.7300 2478.7842 3.2471853 6.126517 5896.155 5956.996
mod Indian (27.75,27.85] cstar_tco2 ~ temp + aou + phosphate + silicate 2281.7448 2307.1748 2.2202263 4.925391 5842.474 5895.503
obs Indian (27.75,27.85] cstar_tco2 ~ temp + aou + phosphate + silicate 2480.8187 2505.7224 3.3637768 6.313212 5958.584 6010.734
obs Indian (27.75,27.85] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 2473.8607 2502.9149 3.3318050 6.271705 5949.138 6009.980
mod Indian (27.75,27.85] cstar_tco2 ~ temp + oxygen + phosphate + silicate 2281.8863 2307.3162 2.2205331 4.919937 5839.482 5892.511
obs Indian (27.85,27.95] cstar_tco2 ~ aou + phosphate + nitrate + silicate 3657.1333 3684.3010 3.4751324 6.632906 8555.002 8611.315
mod Indian (27.85,27.95] cstar_tco2 ~ sal + aou + phosphate 2614.8052 2636.9859 1.9508109 4.192397 6235.575 6281.247
obs Indian (27.85,27.95] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 3656.5658 3688.2615 3.4686162 6.625578 8555.946 8621.644
mod Indian (27.85,27.95] cstar_tco2 ~ sal + aou + phosphate + silicate 2587.5859 2614.2028 1.9056673 4.103353 6178.275 6233.081
obs Indian (27.85,27.95] cstar_tco2 ~ sal + aou + phosphate + silicate 3674.2315 3701.3992 3.5188395 6.720277 8598.220 8654.533
mod Indian (27.85,27.95] cstar_tco2 ~ sal + oxygen + phosphate 2594.5538 2616.7345 1.9194103 4.050366 6133.229 6178.901
obs Indian (27.85,27.95] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 3674.9328 3706.6285 3.5155006 6.791446 8644.679 8710.378
mod Indian (27.85,27.95] cstar_tco2 ~ sal + oxygen + phosphate + silicate 2587.3818 2613.9987 1.9053556 4.020787 6116.198 6171.004
mod Indian (27.85,27.95] cstar_tco2 ~ sal + temp + aou + phosphate 2592.1302 2618.7471 1.9126189 3.975978 6080.520 6135.327
obs Indian (27.85,27.95] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 3578.6200 3614.8437 3.2717201 6.197297 8335.223 8410.306
mod Indian (27.85,27.95] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 2580.6335 2611.6866 1.8920461 3.953559 6069.571 6133.512
obs Indian (27.85,27.95] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 3623.8781 3655.5738 3.3867179 6.403791 8437.053 8502.752
mod Indian (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + phosphate 2589.8000 2616.4169 1.9090511 3.968838 6075.380 6130.186
obs Indian (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 3609.7888 3646.0125 3.3471193 6.345998 8413.459 8488.543
mod Indian (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 2576.4907 2607.5438 1.8857758 3.943605 6062.528 6126.469
obs Indian (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 3641.0210 3672.7168 3.4294251 6.506032 8491.362 8557.060
mod Indian (27.85,27.95] cstar_tco2 ~ sal + temp + phosphate + silicate 2857.6146 2884.2315 2.3660014 4.479216 6384.730 6439.536
obs Indian (27.85,27.95] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 3583.2515 3614.9472 3.2876185 6.265131 8371.322 8437.021
obs Indian (27.85,27.95] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 3620.3055 3652.0012 3.3778848 6.434011 8457.943 8523.641
mod Indian (27.85,27.95] cstar_tco2 ~ temp + oxygen + phosphate + silicate 2697.6965 2724.3134 2.0814439 4.546608 6474.678 6529.484
obs Indian (27.95,28.05] cstar_tco2 ~ aou + oxygen + silicate 6301.1090 6326.2766 3.8764472 7.761804 13884.455 13935.714
obs Indian (27.95,28.05] cstar_tco2 ~ aou + phosphate + nitrate + silicate 6339.4270 6369.6281 3.9390213 7.863746 13952.276 14013.786
mod Indian (27.95,28.05] cstar_tco2 ~ aou + phosphate + silicate 3410.0129 3434.0360 1.5932394 3.029357 7622.894 7672.283
mod Indian (27.95,28.05] cstar_tco2 ~ oxygen + phosphate + silicate 3462.2491 3486.2722 1.6400472 3.074172 7671.853 7721.242
obs Indian (27.95,28.05] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 6254.8701 6290.1046 3.7915233 7.584095 13776.279 13848.041
mod Indian (27.95,28.05] cstar_tco2 ~ sal + aou + phosphate + silicate 3393.5773 3422.4050 1.5770405 3.011782 7606.195 7665.463
obs Indian (27.95,28.05] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 6349.8603 6385.0949 3.9536954 7.917789 13991.937 14063.699
mod Indian (27.95,28.05] cstar_tco2 ~ sal + oxygen + phosphate + silicate 3426.4449 3455.2726 1.6060364 3.037310 7633.353 7692.620
mod Indian (27.95,28.05] cstar_tco2 ~ sal + phosphate + silicate 3454.7124 3478.7354 1.6332098 3.079174 7683.720 7733.109
obs Indian (27.95,28.05] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 6163.0635 6203.3316 3.6379012 7.355174 13631.765 13713.779
mod Indian (27.95,28.05] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 3362.6689 3396.3012 1.5485331 2.978967 7570.192 7639.337
obs Indian (27.95,28.05] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 6341.2962 6376.5307 3.9387941 7.882043 13968.990 14040.752
obs Indian (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 6244.6770 6284.9451 3.7711942 7.593812 13789.614 13871.627
mod Indian (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 3361.0286 3394.6609 1.5471257 2.977258 7568.054 7637.199
mod Indian (27.95,28.05] cstar_tco2 ~ sal + temp + phosphate + silicate 3455.1242 3483.9519 1.6317726 3.066580 7667.851 7727.118
obs Indian (27.95,28.05] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 6198.9702 6234.2048 3.6992150 7.424350 13671.436 13743.198
mod Indian (27.95,28.05] cstar_tco2 ~ temp + aou + phosphate + silicate 3386.0574 3414.8850 1.5704803 3.003843 7596.407 7655.674
obs Indian (27.95,28.05] cstar_tco2 ~ temp + aou + phosphate + silicate 6348.2683 6378.4693 3.9544066 7.910401 13982.766 14044.276
obs Indian (27.95,28.05] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 6268.7653 6303.9999 3.8148239 7.646286 13818.006 13889.768
mod Indian (27.95,28.05] cstar_tco2 ~ temp + oxygen + phosphate + silicate 3383.1863 3412.0140 1.5679829 3.001200 7593.296 7652.564
obs Indian (28.05,28.1] cstar_tco2 ~ aou + oxygen + silicate 4227.8608 4251.2273 3.4806489 7.740624 9400.624 9448.003
mod Indian (28.05,28.1] cstar_tco2 ~ aou + phosphate + nitrate 1794.9454 1816.8376 1.1010842 2.096360 4237.375 4283.051
mod Indian (28.05,28.1] cstar_tco2 ~ oxygen + phosphate + nitrate 1793.5293 1815.4214 1.0997613 2.112955 4266.649 4312.325
obs Indian (28.05,28.1] cstar_tco2 ~ sal + aou + nitrate + silicate 4277.3090 4305.3488 3.5866237 7.798264 9431.532 9488.386
obs Indian (28.05,28.1] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 4242.5807 4275.2938 3.5043144 7.711905 9397.072 9463.402
mod Indian (28.05,28.1] cstar_tco2 ~ sal + oxygen + phosphate + silicate 1986.5195 2012.7901 1.2933348 2.192042 4255.402 4310.214
mod Indian (28.05,28.1] cstar_tco2 ~ sal + phosphate + nitrate 1717.2111 1739.1032 1.0307708 1.906505 3939.554 3985.231
obs Indian (28.05,28.1] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 4230.5000 4263.2131 3.4776562 7.674780 9380.508 9446.838
obs Indian (28.05,28.1] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 4201.5950 4238.9814 3.4103781 7.597369 9349.253 9425.058
mod Indian (28.05,28.1] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 1973.8965 2004.5455 1.2773794 2.173863 4240.517 4304.465
obs Indian (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 4303.8384 4336.5515 3.6426688 7.995441 9519.391 9585.721
obs Indian (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 4271.5294 4308.9158 3.5645202 7.903022 9483.171 9558.977
mod Indian (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 1974.1846 2004.8336 1.2776918 2.174440 4241.313 4305.260
mod Indian (28.05,28.1] cstar_tco2 ~ sal + temp + phosphate + nitrate 1667.3672 1693.6378 0.9863903 1.790209 3744.325 3799.137
mod Indian (28.05,28.1] cstar_tco2 ~ sal + temp + phosphate + silicate 1982.1869 2008.4574 1.2885867 2.191554 4259.203 4314.015
obs Indian (28.05,28.1] cstar_tco2 ~ temp + aou + nitrate + silicate 4280.7371 4308.7769 3.5944041 7.869128 9461.722 9518.576
mod Indian (28.05,28.1] cstar_tco2 ~ temp + aou + phosphate + nitrate 1796.0228 1822.2933 1.1002221 2.094276 4238.339 4293.151
obs Indian (28.05,28.1] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 4253.7142 4286.4273 3.5290634 7.762541 9419.247 9485.576
mod Indian (28.05,28.1] cstar_tco2 ~ temp + oxygen + phosphate + nitrate 1795.2122 1821.4828 1.0994653 2.091054 4233.257 4288.069
obs Indian (28.05,28.1] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 4320.6815 4353.3946 3.6816585 8.070578 9551.120 9617.450
obs Indian (28.1, Inf] cstar_tco2 ~ aou + oxygen + phosphate + silicate 13524.9481 13559.1336 5.1965962 10.254808 29277.817 29347.157
obs Indian (28.1, Inf] cstar_tco2 ~ aou + oxygen + silicate 13523.6880 13552.1759 5.1974689 10.259447 29278.411 29336.194
obs Indian (28.1, Inf] cstar_tco2 ~ sal + aou + oxygen 13600.1657 13628.6536 5.2884722 10.317014 29320.573 29378.356
obs Indian (28.1, Inf] cstar_tco2 ~ sal + aou + oxygen + phosphate 13602.0341 13636.2196 5.2883143 10.301069 29308.159 29377.499
mod Indian (28.1, Inf] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 10962.7341 11009.2525 2.2050216 4.959889 24049.956 24143.644
mod Indian (28.1, Inf] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 11809.9960 11850.6996 2.6173617 5.481388 25104.048 25186.025
mod Indian (28.1, Inf] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 10992.9651 11033.6687 2.2194144 4.974365 24078.350 24160.327
mod Indian (28.1, Inf] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 10969.7289 11010.4325 2.2090288 4.984071 24094.163 24176.140
mod Indian (28.1, Inf] cstar_tco2 ~ sal + phosphate + nitrate + silicate 11006.9767 11041.8655 2.2265992 5.086130 24290.585 24360.851
obs Indian (28.1, Inf] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 13187.7503 13227.6334 4.8115459 10.080887 29154.360 29235.256
obs Indian (28.1, Inf] cstar_tco2 ~ sal + temp + aou + oxygen 12407.5220 12441.7074 4.0325107 8.441799 27449.453 27518.793
mod Indian (28.1, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 10958.7954 11005.3138 2.2032692 4.957957 24045.667 24139.355
obs Indian (28.1, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 13161.2942 13206.8748 4.7805706 10.043944 29124.036 29216.489
mod Indian (28.1, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 11800.1358 11840.8394 2.6121574 5.474037 25090.158 25172.135
obs Indian (28.1, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 13160.8517 13200.7348 4.7822609 10.065959 29141.550 29222.446
obs Indian (28.1, Inf] cstar_tco2 ~ sal + temp + aou + silicate 13214.2620 13248.4474 4.8427828 10.151523 29217.444 29286.783
mod Indian (28.1, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 10960.5060 11007.0245 2.2040301 4.956876 24043.784 24137.472
mod Indian (28.1, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 11797.7466 11838.4502 2.6108980 5.470580 25083.640 25165.617
mod Indian (28.1, Inf] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 10981.8286 11022.5322 2.2144308 5.064598 24249.812 24331.789
obs Indian (28.1, Inf] cstar_tco2 ~ temp + aou + oxygen 12715.2813 12743.7691 4.3262156 8.785117 27813.149 27870.932
mod Pacific (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate 21685.8551 21722.0357 8.2375845 17.400680 42557.719 42629.672
mod Pacific (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate 21008.4799 21050.6905 7.3752645 15.652457 41298.699 41382.644
obs Pacific (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate 21645.2292 21687.8190 6.7945859 14.598729 42222.902 42307.442
mod Pacific (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 20620.5213 20668.7620 6.9217037 15.110499 40851.110 40947.047
obs Pacific (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + nitrate + silicate 21594.9921 21643.6661 6.7400832 14.518054 42154.777 42251.395
mod Pacific (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 21335.6477 21377.8583 7.7786416 16.738588 42080.822 42164.767
obs Pacific (-Inf,26] cstar_tco2 ~ sal + aou + oxygen + phosphate + silicate 22913.4753 22956.0650 8.2619615 17.034382 44183.539 44268.079
mod Pacific (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 21237.5248 21279.7354 7.6553994 15.897991 41503.699 41587.644
obs Pacific (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 21688.0292 21730.6190 6.8395704 14.454564 42120.450 42204.991
mod Pacific (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 20814.2533 20862.4940 7.1434356 15.119633 40893.851 40989.788
obs Pacific (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 21670.5853 21719.2594 6.8190973 14.427381 42099.788 42196.406
mod Pacific (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 21612.7379 21654.9484 8.1374840 17.234039 42444.766 42528.711
obs Pacific (-Inf,26] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 22939.7483 22982.3381 8.2954964 16.975981 44147.443 44231.983
mod Pacific (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 21367.0725 21409.2831 7.8185291 16.231303 41750.552 41834.497
obs Pacific (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 21748.4774 21791.0672 6.9036118 14.508795 42173.267 42257.808
mod Pacific (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 20940.8489 20989.0896 7.2921512 15.385270 41103.977 41199.914
obs Pacific (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 21737.2112 21785.8852 6.8895058 14.490721 42160.911 42257.529
mod Pacific (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 21712.8065 21755.0170 8.2711061 17.465602 42606.307 42690.252
obs Pacific (-Inf,26] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 22960.5960 23003.1857 8.3222031 17.002341 44168.054 44252.594
obs Pacific (-Inf,26] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 23287.1111 23329.7009 8.7518801 17.305475 44407.629 44492.169
mod Pacific (26,26.5] cstar_tco2 ~ sal + aou + oxygen + nitrate 15220.3249 15255.5391 4.4324966 9.098332 27708.335 27777.470
mod Pacific (26,26.5] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 15068.8032 15109.8864 4.3042759 8.833013 27433.077 27513.734
obs Pacific (26,26.5] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 14124.5907 14164.7815 5.1857584 10.555089 25061.728 25140.238
obs Pacific (26,26.5] cstar_tco2 ~ sal + aou + oxygen + phosphate 13937.1723 13971.6215 4.9810603 9.842617 24522.220 24589.514
mod Pacific (26,26.5] cstar_tco2 ~ sal + aou + oxygen + silicate 15101.7926 15137.0067 4.3331686 9.071407 27654.723 27723.858
mod Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 15116.3636 15157.4467 4.3435965 8.898155 27504.607 27585.265
obs Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate 13893.6507 13928.0999 4.9341961 9.744637 24441.450 24508.744
mod Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 15059.1888 15100.2720 4.2963706 8.813414 27412.561 27493.219
obs Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 13624.8523 13665.0431 4.6523464 9.201665 23977.972 24056.483
mod Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 14593.6215 14640.5737 3.9289397 7.710711 26199.957 26292.138
obs Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 13603.6113 13649.5436 4.6289205 9.163385 23947.206 24036.932
mod Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 14875.8215 14916.9046 4.1483470 8.105724 26671.518 26752.175
obs Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 13787.3275 13827.5182 4.8194591 9.583215 24302.760 24381.270
mod Pacific (26,26.5] cstar_tco2 ~ sal + temp + aou + silicate 15186.5120 15221.7262 4.4039321 9.215819 27804.469 27873.604
obs Pacific (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate 13922.9418 13957.3910 4.9656880 9.809445 24495.063 24562.357
obs Pacific (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 13666.0311 13706.2219 4.6941443 9.302533 24064.614 24143.124
mod Pacific (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 14763.2950 14810.2471 4.0584939 7.955243 26495.901 26588.081
obs Pacific (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 13657.5771 13703.5094 4.6834977 9.285985 24053.644 24143.370
mod Pacific (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 15027.6986 15068.7817 4.2705795 8.323054 26923.509 27004.166
obs Pacific (26,26.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 13843.6366 13883.8273 4.8787653 9.691946 24395.442 24473.952
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + aou + oxygen + nitrate 11052.5279 11086.5112 3.2308159 6.919095 20217.499 20284.042
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + aou + oxygen + nitrate + silicate 11050.5092 11090.1564 3.2277695 6.869422 20174.733 20252.366
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + aou + oxygen + silicate 11114.4890 11147.5352 5.0929014 10.430909 20772.929 20838.086
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 11339.5006 11378.0545 5.4143204 10.279051 20710.462 20786.479
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + nitrate 10950.7322 10984.7155 3.1545283 6.756947 20036.560 20103.102
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 10888.4205 10928.0676 3.1072632 6.708662 19975.297 20052.930
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate 10912.6666 10945.7127 4.8185007 9.487607 20153.654 20218.811
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 10873.4154 10913.0626 3.0963377 6.202041 19462.736 19540.369
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 10616.6177 10655.1715 4.4400745 8.844054 19677.330 19753.346
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 10771.8624 10817.1734 3.0219787 6.120787 19355.715 19444.439
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 10584.3764 10628.4379 4.3985482 8.507001 19430.505 19517.381
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 11001.6612 11041.3083 3.1909691 6.509148 19813.333 19890.966
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 10904.0159 10942.5698 4.8044379 9.229658 19979.730 20055.747
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate 10953.9318 10986.9779 4.8733763 9.597498 20231.444 20296.601
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 11061.3379 11100.9850 3.2359847 6.413264 19727.217 19804.850
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 10690.7635 10729.3173 4.5313437 9.033649 19820.324 19896.341
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 10905.6582 10950.9692 3.1183975 6.274529 19551.098 19639.822
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 10638.2974 10682.3589 4.4641183 8.603340 19507.691 19594.567
mod Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 11099.8955 11139.5426 3.2654068 6.616864 19945.097 20022.730
obs Pacific (26.5,26.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 10935.4195 10973.9733 4.8460208 9.273464 20012.700 20088.716
obs Pacific (26.75,27] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 16514.5647 16556.0383 4.7821427 9.351699 29145.860 29227.036
obs Pacific (26.75,27] cstar_tco2 ~ sal + aou + phosphate + silicate 16592.4198 16627.9686 4.8516995 9.445152 29244.112 29313.691
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + nitrate 15028.1288 15064.0376 3.1214702 6.758445 27777.556 27848.037
obs Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + nitrate 16148.1884 16183.7372 4.4772001 9.313373 29020.986 29090.566
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 13787.2449 13829.1385 2.5260108 5.419614 25464.018 25546.246
obs Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 16150.0588 16191.5324 4.4770952 9.268052 28984.521 29065.697
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 15001.0522 15042.9458 3.1060517 6.451819 27360.235 27442.464
obs Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 16022.1612 16063.6348 4.3747374 8.747649 28464.576 28545.752
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 13781.0237 13828.9022 2.5224768 5.254754 25190.171 25284.146
obs Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 15858.8821 15906.2804 4.2459210 8.194421 27864.908 27957.681
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 15710.8803 15752.7739 3.5051591 7.064540 28360.948 28443.177
obs Pacific (26.75,27] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 16292.0766 16333.5501 4.5935621 8.808497 28576.493 28657.670
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + oxygen + nitrate 14895.6527 14931.5615 3.0518363 6.484262 27373.019 27443.501
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 13859.0411 13900.9347 2.5570856 5.407745 25465.538 25547.767
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 14896.6457 14938.5393 3.0513129 6.328195 27158.050 27240.279
obs Pacific (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate 16174.8559 16216.3295 4.4972161 9.006314 28748.959 28830.135
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 13861.0378 13908.9162 2.5570842 5.313402 25311.359 25405.335
obs Pacific (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 15964.2874 16011.6858 4.3276272 8.319599 28017.330 28110.103
mod Pacific (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 15794.7383 15836.6319 3.5555754 7.158946 28502.537 28584.766
obs Pacific (26.75,27] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 16358.6991 16400.1727 4.6492377 8.897924 28677.364 28758.540
mod Pacific (27,27.25] cstar_tco2 ~ aou + phosphate + nitrate + silicate 16799.0789 16835.9452 2.7682351 5.504374 31907.305 31980.430
mod Pacific (27,27.25] cstar_tco2 ~ oxygen + phosphate + nitrate + silicate 17048.1957 17085.0621 2.8701858 5.694961 32354.850 32427.975
mod Pacific (27,27.25] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 16775.7769 16818.7876 2.7580851 5.431375 31741.370 31826.682
obs Pacific (27,27.25] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 21446.8891 21490.6507 3.9597052 7.681599 40959.333 41046.351
obs Pacific (27,27.25] cstar_tco2 ~ sal + aou + phosphate + silicate 21455.7820 21493.2920 3.9653343 7.693338 40977.927 41052.514
mod Pacific (27,27.25] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 17043.1293 17086.1401 2.8672428 5.691892 32351.506 32436.818
obs Pacific (27,27.25] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 21517.8487 21561.6104 3.9965184 7.761670 41112.728 41199.746
obs Pacific (27,27.25] cstar_tco2 ~ sal + oxygen + phosphate + silicate 21516.3796 21553.8896 3.9967951 7.762748 41110.777 41185.364
mod Pacific (27,27.25] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 16479.9336 16522.9443 2.6421318 5.358855 31545.838 31631.150
mod Pacific (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 16200.2325 16249.3876 2.5362553 5.004685 30671.602 30769.101
obs Pacific (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 21428.8971 21478.9104 3.9493950 7.659219 40920.167 41019.616
obs Pacific (27,27.25] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 21456.4397 21500.2014 3.9646402 7.691492 40978.379 41065.397
mod Pacific (27,27.25] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 16528.7906 16571.8013 2.6609392 5.367750 31571.942 31657.254
mod Pacific (27,27.25] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 16310.0016 16359.1567 2.5769976 5.085586 30881.813 30979.312
obs Pacific (27,27.25] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 21453.2808 21503.2941 3.9619738 7.679215 40958.801 41058.250
obs Pacific (27,27.25] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 21475.7659 21519.5275 3.9746451 7.706991 41008.214 41095.232
mod Pacific (27,27.25] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 16766.3561 16809.3668 2.7543154 5.488235 31871.533 31956.845
obs Pacific (27,27.25] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 21593.6489 21637.4106 4.0362210 7.817246 41218.541 41305.559
mod Pacific (27,27.25] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 16811.9844 16854.9951 2.7726214 5.524037 31956.866 32042.177
obs Pacific (27,27.25] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 21597.2236 21640.9853 4.0381030 7.817257 41218.585 41305.603
mod Pacific (27.25,27.5] cstar_tco2 ~ aou + phosphate + nitrate + silicate 21329.4927 21367.6208 2.9713066 5.424844 40387.502 40463.559
mod Pacific (27.25,27.5] cstar_tco2 ~ oxygen + phosphate + nitrate + silicate 21157.6122 21195.7402 2.9118265 5.273718 39902.627 39978.684
mod Pacific (27.25,27.5] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 21262.7344 21307.2171 2.9473680 5.332147 40089.038 40177.771
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 20415.0366 20458.9446 3.2757860 6.358407 39417.729 39505.208
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + aou + phosphate + silicate 20435.8799 20473.5153 3.2853567 6.372912 39448.505 39523.487
mod Pacific (27.25,27.5] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 21133.8341 21178.3169 2.9030091 5.233973 39772.477 39861.210
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 20423.3756 20467.2836 3.2792766 6.395399 39506.725 39594.204
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + oxygen + phosphate + silicate 20481.5321 20519.1675 3.3045677 6.441571 39612.716 39687.698
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 20414.5890 20464.7696 3.2747622 6.328169 39348.226 39448.202
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 20434.9615 20478.8695 3.2841325 6.340918 39374.851 39462.330
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 20421.5472 20471.7278 3.2776736 6.333932 39362.148 39462.124
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 20443.2093 20487.1173 3.2875936 6.346887 39389.218 39476.697
mod Pacific (27.25,27.5] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 20726.1484 20770.6311 2.7670584 4.947055 38814.257 38902.989
obs Pacific (27.25,27.5] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 20566.8759 20610.7839 3.3399299 6.595983 39978.005 40065.484
mod Pacific (27.25,27.5] cstar_tco2 ~ sal + temp + phosphate + silicate 21181.4741 21219.6021 2.9200123 5.320387 40059.373 40135.430
mod Pacific (27.25,27.5] cstar_tco2 ~ temp + aou + phosphate + silicate 20495.8949 20534.0229 2.6937424 4.843072 38465.521 38541.578
obs Pacific (27.25,27.5] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 20690.1631 20734.0711 3.3929350 6.625921 40048.240 40135.719
mod Pacific (27.25,27.5] cstar_tco2 ~ temp + oxygen + phosphate + silicate 20430.8457 20468.9738 2.6732063 4.807729 38343.634 38419.691
mod Pacific (27.25,27.5] cstar_tco2 ~ temp + phosphate + nitrate + silicate 20742.0628 20780.1909 2.7728964 4.954676 38834.893 38910.949
mod Pacific (27.25,27.5] cstar_tco2 ~ temp + phosphate + silicate 21214.5178 21246.2912 2.9320758 5.335137 40099.615 40162.996
mod Pacific (27.5,27.75] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 21359.3636 21403.8858 2.9393232 5.341844 39507.473 39595.966
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 22158.2577 22202.8483 3.1469370 5.951976 41652.589 41741.194
mod Pacific (27.5,27.75] cstar_tco2 ~ sal + aou + phosphate + silicate 21367.5607 21405.7225 2.9428316 5.366314 39582.298 39658.148
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + aou + phosphate + silicate 22160.1740 22198.3945 3.1483651 6.036738 41885.248 41961.195
mod Pacific (27.5,27.75] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 21373.0864 21417.6085 2.9440457 5.346556 39521.163 39609.655
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 22188.3827 22232.9733 3.1579388 6.002803 41794.792 41883.397
mod Pacific (27.5,27.75] cstar_tco2 ~ sal + oxygen + phosphate + silicate 21383.0279 21421.1897 2.9481614 5.378362 39619.635 39695.486
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + oxygen + phosphate + silicate 22205.7673 22243.9878 3.1650384 6.141040 42168.444 42244.391
mod Pacific (27.5,27.75] cstar_tco2 ~ sal + phosphate + nitrate + silicate 21372.9521 21411.1139 2.9446883 5.348675 39523.881 39599.732
mod Pacific (27.5,27.75] cstar_tco2 ~ sal + phosphate + silicate 21383.0705 21414.8720 2.9488659 5.379078 39617.714 39680.923
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 22159.8383 22210.7990 3.1467841 5.926290 41583.471 41684.734
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 22162.0967 22206.6873 3.1483369 5.955630 41662.812 41751.417
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 22174.8502 22225.8109 3.1522614 5.934196 41605.426 41706.689
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 22176.4458 22221.0364 3.1535747 5.964352 41687.022 41775.627
mod Pacific (27.5,27.75] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 21359.1731 21403.6953 2.9392577 5.308201 39396.095 39484.588
obs Pacific (27.5,27.75] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 22377.9551 22422.5457 3.2280593 6.221792 42389.859 42478.464
mod Pacific (27.5,27.75] cstar_tco2 ~ sal + temp + phosphate + silicate 21366.9319 21405.0937 2.9426152 5.341228 39500.181 39576.032
obs Pacific (27.5,27.75] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 22434.4290 22479.0196 3.2492477 6.296799 42587.980 42676.585
mod Pacific (27.5,27.75] cstar_tco2 ~ temp + phosphate + nitrate + silicate 21366.8420 21405.0038 2.9425842 5.322762 39439.139 39514.990
mod Pacific (27.5,27.75] cstar_tco2 ~ temp + phosphate + silicate 21378.8238 21410.6253 2.9474013 5.355992 39542.867 39606.076
mod Pacific (27.75,27.85] cstar_tco2 ~ aou + phosphate + silicate 11608.2235 11637.4973 2.2945184 4.433583 19520.391 19577.179
mod Pacific (27.75,27.85] cstar_tco2 ~ oxygen + phosphate + silicate 11590.0474 11619.3213 2.2864439 4.453335 19549.081 19605.869
obs Pacific (27.75,27.85] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 14161.4681 14202.8934 3.1806174 6.071748 24668.347 24749.370
mod Pacific (27.75,27.85] cstar_tco2 ~ sal + aou + phosphate + silicate 11609.6731 11644.8017 2.2942734 4.196841 19099.003 19167.148
mod Pacific (27.75,27.85] cstar_tco2 ~ sal + oxygen + phosphate 12169.4112 12198.6851 2.5583555 5.122451 20738.745 20795.532
obs Pacific (27.75,27.85] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 14135.5211 14176.9464 3.1656259 6.079085 24674.944 24755.967
mod Pacific (27.75,27.85] cstar_tco2 ~ sal + oxygen + phosphate + silicate 11550.1179 11585.2466 2.2679256 4.140166 18981.184 19049.329
obs Pacific (27.75,27.85] cstar_tco2 ~ sal + phosphate + nitrate + silicate 14300.8241 14336.3315 3.2635444 6.230597 24915.351 24984.799
mod Pacific (27.75,27.85] cstar_tco2 ~ sal + phosphate + silicate 12036.5561 12065.8300 2.4932761 4.697190 20057.018 20113.806
mod Pacific (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate 12007.8427 12042.9714 2.4784683 4.802060 20222.046 20290.191
obs Pacific (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 14124.9520 14172.2952 3.1583893 6.031805 24607.833 24700.431
obs Pacific (27.75,27.85] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 14185.9368 14227.3621 3.1948197 6.220096 24884.667 24965.690
obs Pacific (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 14127.2742 14174.6174 3.1597251 6.041199 24622.001 24714.599
obs Pacific (27.75,27.85] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 14186.3700 14227.7953 3.1950717 6.234954 24905.474 24986.497
mod Pacific (27.75,27.85] cstar_tco2 ~ sal + temp + phosphate 12039.3221 12068.5959 2.4946140 4.832914 20274.406 20331.193
obs Pacific (27.75,27.85] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 14158.7065 14200.1318 3.1790184 6.143213 24771.157 24852.180
mod Pacific (27.75,27.85] cstar_tco2 ~ sal + temp + phosphate + silicate 11678.6275 11713.7562 2.3251623 4.252894 19215.602 19283.747
obs Pacific (27.75,27.85] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 14167.7086 14209.1339 3.1842335 6.228857 24893.404 24974.427
obs Pacific (27.75,27.85] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 14168.4407 14209.8660 3.1846580 6.230931 24896.427 24977.450
mod Pacific (27.75,27.85] cstar_tco2 ~ temp + phosphate + silicate 11740.3649 11769.6388 2.3540839 4.565981 19773.939 19830.726
mod Pacific (27.85,27.95] cstar_tco2 ~ aou + phosphate + silicate 15135.1353 15165.7635 2.2671137 4.756213 25522.122 25581.290
mod Pacific (27.85,27.95] cstar_tco2 ~ oxygen + phosphate + silicate 15128.8257 15159.4539 2.2649986 4.801892 25600.486 25659.654
obs Pacific (27.85,27.95] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 19023.5964 19066.9016 3.4115387 6.420782 33576.573 33661.647
mod Pacific (27.85,27.95] cstar_tco2 ~ sal + aou + phosphate + silicate 15134.0699 15170.8236 2.2660859 4.377062 24789.497 24860.499
obs Pacific (27.85,27.95] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 19006.9214 19050.2266 3.4036292 6.412868 33559.890 33644.963
mod Pacific (27.85,27.95] cstar_tco2 ~ sal + oxygen + phosphate + silicate 15102.5788 15139.3325 2.2555540 4.359928 24744.062 24815.064
obs Pacific (27.85,27.95] cstar_tco2 ~ sal + phosphate + nitrate + silicate 19022.9330 19060.0518 3.4121735 6.421417 33573.910 33646.831
mod Pacific (27.85,27.95] cstar_tco2 ~ sal + phosphate + silicate 15561.6953 15592.3234 2.4147798 4.889775 25923.384 25982.552
obs Pacific (27.85,27.95] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 18834.7952 18884.2869 3.3221236 6.330212 33387.559 33484.786
mod Pacific (27.85,27.95] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 15104.4563 15147.3357 2.2555131 4.357172 24742.191 24825.026
obs Pacific (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 19101.6278 19144.9331 3.4487962 6.514563 33761.942 33847.016
obs Pacific (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 18832.0017 18881.4934 3.3208321 6.328532 33384.021 33481.248
mod Pacific (27.85,27.95] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 15104.2624 15147.1418 2.2554484 4.354895 24737.308 24820.143
obs Pacific (27.85,27.95] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 18842.9333 18886.2385 3.3268151 6.335074 33394.023 33479.097
mod Pacific (27.85,27.95] cstar_tco2 ~ sal + temp + phosphate + silicate 15375.8899 15412.6437 2.3486161 4.641230 25398.795 25469.797
obs Pacific (27.85,27.95] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 18837.2000 18880.5053 3.3241612 6.458991 33626.009 33711.083
mod Pacific (27.85,27.95] cstar_tco2 ~ temp + aou + phosphate + silicate 15122.9362 15159.6900 2.2623567 4.663525 25351.803 25422.805
obs Pacific (27.85,27.95] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 18834.6403 18877.9455 3.3229770 6.456628 33621.280 33706.354
mod Pacific (27.85,27.95] cstar_tco2 ~ temp + oxygen + phosphate + silicate 15125.1742 15161.9280 2.2631058 4.673795 25371.660 25442.662
obs Pacific (27.85,27.95] cstar_tco2 ~ temp + phosphate + nitrate + silicate 18845.6173 18882.7361 3.3289850 6.468954 33641.874 33714.795
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + aou + phosphate 17473.4515 17504.4967 2.6056651 5.199255 31193.504 31254.395
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + aou + phosphate + silicate 15779.4280 15816.6822 2.0686033 4.453533 29016.693 29089.761
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + oxygen + phosphate 16894.8734 16925.9186 2.4083658 4.905738 30396.419 30457.310
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + oxygen + phosphate + silicate 15694.6770 15731.9312 2.0448814 4.445251 28969.240 29042.308
obs Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 30508.5876 30554.7971 3.9923824 7.504803 56745.328 56837.018
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + aou + phosphate 16694.3461 16731.6004 2.3428923 4.840008 30197.298 30270.367
obs Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 30326.4080 30379.2188 3.9253549 7.396969 56450.605 56555.393
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 15695.2237 15738.6869 2.0444770 4.425521 28925.065 29010.311
obs Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + nitrate + silicate 30771.4993 30811.1074 4.0908023 7.646517 57126.321 57204.912
obs Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 30465.5592 30511.7687 3.9766216 7.476106 56666.134 56757.824
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate 16697.1727 16734.4269 2.3437937 4.839382 30196.588 30269.656
obs Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 30272.9175 30325.7283 3.9061001 7.360558 56348.554 56453.343
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 15696.4763 15739.9395 2.0448255 4.424680 28923.429 29008.676
obs Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 30713.2335 30759.4429 4.0682013 7.608012 57026.114 57117.804
mod Pacific (27.95,28.05] cstar_tco2 ~ sal + temp + phosphate + silicate 16091.5734 16128.8276 2.1583715 4.900715 30135.977 30209.045
obs Pacific (27.95,28.05] cstar_tco2 ~ temp + aou + nitrate + silicate 30567.9557 30607.5638 4.0149690 7.614048 57041.596 57120.188
obs Pacific (27.95,28.05] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 30328.2635 30374.4730 3.9267464 7.525292 56802.452 56894.142
mod Pacific (27.95,28.05] cstar_tco2 ~ temp + aou + phosphate + silicate 16093.5814 16130.8356 2.1589614 5.178557 30694.657 30767.725
obs Pacific (27.95,28.05] cstar_tco2 ~ temp + oxygen + nitrate + silicate 30513.9739 30553.5820 3.9950942 7.576000 56937.994 57016.586
obs Pacific (27.95,28.05] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 30272.0525 30318.2619 3.9065076 7.486017 56694.250 56785.940
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + aou + phosphate 12056.1030 12085.6907 2.1711380 4.112478 21307.427 21365.538
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + aou + phosphate + silicate 11128.9897 11164.4949 1.8331101 3.723694 20264.739 20334.473
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + oxygen + nitrate + silicate 12044.1244 12079.6296 2.1656169 4.293982 21705.635 21775.369
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + oxygen + phosphate 11666.9453 11696.5330 2.0225652 3.883219 20729.873 20787.984
obs Pacific (28.05,28.1] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 23666.7000 23711.0782 4.0779798 7.313426 40286.946 40373.825
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + oxygen + phosphate + silicate 11067.1039 11102.6091 1.8125625 3.649155 20074.268 20144.002
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 12048.7203 12090.1431 2.1666411 4.282558 21686.199 21767.555
obs Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 22955.4127 22999.7909 3.7458994 6.895734 39403.925 39490.804
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + aou + phosphate 11540.5111 11576.0163 1.9757981 3.817911 20560.993 20630.727
obs Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 22940.8733 22991.5912 3.7385082 6.883841 39382.226 39481.516
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 11069.2699 11110.6927 1.8126173 3.641617 20060.047 20141.403
obs Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + nitrate + silicate 22969.4509 23007.4893 3.7530805 6.925384 39461.482 39535.949
obs Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 22966.4611 23010.8393 3.7508449 6.908112 39430.066 39516.945
obs Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 22945.0403 22995.7582 3.7403690 6.894921 39405.135 39504.426
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + phosphate 11889.2647 11918.8524 2.1061507 4.108258 21277.374 21335.486
obs Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + phosphate + nitrate + silicate 22943.0827 22987.4609 3.7403879 6.912615 39436.959 39523.838
mod Pacific (28.05,28.1] cstar_tco2 ~ sal + temp + phosphate + silicate 11534.3150 11569.8202 1.9735694 3.971796 20915.816 20985.550
obs Pacific (28.05,28.1] cstar_tco2 ~ temp + aou + phosphate + nitrate + silicate 23442.5198 23486.8980 3.9702566 7.209343 40069.968 40156.847
obs Pacific (28.05,28.1] cstar_tco2 ~ temp + oxygen + phosphate + nitrate + silicate 23401.5432 23445.9213 3.9508763 7.196031 40040.978 40127.857
obs Pacific (28.05,28.1] cstar_tco2 ~ temp + phosphate + nitrate + silicate 23476.9815 23515.0199 3.9875814 7.236614 40122.064 40196.531
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + aou + phosphate + nitrate + silicate 26878.1822 26923.9713 3.3317323 6.166118 45953.258 46042.880
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + oxygen + phosphate + nitrate + silicate 26900.6039 26946.3930 3.3390326 6.175544 45981.488 46071.110
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + aou + nitrate 26401.4533 26440.7011 3.1808557 6.002883 45440.682 45517.501
mod Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 36668.1690 36716.7973 2.6278299 4.693636 64414.314 64510.362
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + aou + nitrate + silicate 26186.3156 26232.1047 3.1141420 5.803121 44853.460 44943.082
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate 26252.6054 26298.3945 3.1343592 5.948681 45272.654 45362.275
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + nitrate + silicate 26100.3270 26152.6574 3.0875083 5.775484 44766.581 44869.005
mod Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 37406.8718 37455.5001 2.7572283 4.874279 65469.896 65565.945
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + aou + phosphate + silicate 26407.7543 26453.5434 3.1821914 5.997844 45431.466 45521.088
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + aou + silicate 26617.6153 26656.8631 3.2486891 6.082044 45687.875 45764.693
mod Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + nitrate + silicate 36672.6881 36714.3695 2.6289448 4.702172 64463.208 64545.536
mod Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 36667.3074 36715.9356 2.6276825 4.693286 64412.181 64508.229
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + oxygen + nitrate + silicate 26453.8692 26499.6583 3.1965488 5.953678 45314.883 45404.505
obs Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + nitrate + silicate 26324.5824 26376.9128 3.1558434 5.908176 45174.110 45276.534
mod Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + oxygen + phosphate + silicate 37408.5114 37457.1397 2.7575225 4.874449 65470.779 65566.827
mod Pacific (28.1, Inf] cstar_tco2 ~ sal + temp + phosphate + silicate 37437.8411 37479.5224 2.7631498 4.882653 65513.839 65596.166
mod Pacific (28.1, Inf] cstar_tco2 ~ temp + aou + nitrate + silicate 36688.9396 36730.6209 2.6317264 4.810926 65124.131 65206.458
mod Pacific (28.1, Inf] cstar_tco2 ~ temp + nitrate + silicate 36687.3337 36722.0682 2.6317939 4.830083 65233.318 65301.924
mod Pacific (28.1, Inf] cstar_tco2 ~ temp + oxygen + nitrate + silicate 36689.0456 36730.7270 2.6317445 4.810352 65120.723 65203.051
mod Pacific (28.1, Inf] cstar_tco2 ~ temp + oxygen + phosphate + silicate 37419.5815 37461.2629 2.7598687 4.996430 66190.773 66273.101

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
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
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
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
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
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
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 sal silicate temp
Atlantic - mod
(-Inf,26] 6 7 6 7 10 10 7
(26,26.5] 7 7 6 10 10 7 6
(26.5,26.75] 6 7 4 10 10 7 6
(26.75,27] 6 6 4 10 7 10 7
(27,27.25] 8 8 4 10 5 9 6
(27.25,27.5] 6 5 5 10 5 7 7
(27.5,27.75] 10 7 5 3 9 6 3
(27.75,27.85] 10 8 6 2 6 5 4
(27.85,27.95] 8 8 8 2 5 8 4
(27.95,28.05] 3 4 7 4 8 8 10
(28.05,28.1] 3 3 4 7 10 9 7
(28.1,28.15] 6 6 6 10 4 3 5
(28.15,28.2] 4 NA 4 10 4 8 6
(28.2, Inf] 6 7 7 10 7 3 6
total 89.00 — 76.00 105.00 100.00 100.00 84.00
Indian - mod
(-Inf,26] 5 6 5 9 10 6 9
(26,26.5] 4 5 4 10 10 6 10
(26.5,26.75] 6 6 4 10 10 5 8
(26.75,27] 4 10 4 10 10 6 5
(27,27.25] 2 6 2 10 10 4 3
(27.25,27.5] 1 7 2 10 6 7 6
(27.5,27.75] 3 5 4 10 3 3 6
(27.75,27.85] 5 NA 5 10 8 6 6
(27.85,27.95] 4 NA 5 10 9 6 6
(27.95,28.05] 4 NA 4 10 6 10 5
(28.05,28.1] 3 6 4 10 6 4 6
(28.1, Inf] 5 7 5 10 10 10 5
total 46.00 — 48.00 119.00 98.00 73.00 75.00
Pacific - mod
(-Inf,26] 7 6 7 10 10 6 6
(26,26.5] 8 6 5 5 10 8 7
(26.5,26.75] 7 8 5 6 10 6 8
(26.75,27] 5 8 5 6 10 6 10
(27,27.25] 5 10 5 8 6 10 6
(27.25,27.5] 3 6 3 10 4 10 6
(27.5,27.75] 2 5 2 10 8 10 4
(27.75,27.85] 3 NA 3 10 7 7 4
(27.85,27.95] 4 NA 4 10 6 10 5
(27.95,28.05] 5 NA 4 10 9 6 6
(28.05,28.1] 5 2 3 8 10 6 5
(28.1, Inf] 3 6 4 4 6 10 10
total 57.00 — 50.00 97.00 96.00 95.00 77.00
Atlantic - obs
(-Inf,26] 6 6 7 10 10 6 7
(26,26.5] 7 6 4 10 10 7 6
(26.5,26.75] 5 6 5 8 10 6 10
(26.75,27] 5 8 5 6 10 6 10
(27,27.25] 6 10 6 5 10 5 8
(27.25,27.5] 7 7 6 7 10 9 7
(27.5,27.75] 7 7 6 7 10 10 6
(27.75,27.85] 4 7 6 7 10 10 6
(27.85,27.95] 4 5 4 6 10 10 10
(27.95,28.05] 5 8 8 6 10 10 5
(28.05,28.1] 5 6 5 8 6 10 10
(28.1,28.15] 10 6 2 5 7 6 8
(28.15,28.2] 7 6 5 9 5 10 8
(28.2, Inf] 7 6 3 7 10 6 10
total 85.00 94.00 72.00 101.00 128.00 111.00 111.00
Indian - obs
(-Inf,26] 5 6 5 8 10 6 10
(26,26.5] 4 6 6 7 10 5 10
(26.5,26.75] 5 6 5 10 8 6 10
(26.75,27] 5 6 5 10 7 10 5
(27,27.25] 5 7 4 10 7 10 8
(27.25,27.5] 5 5 3 10 9 10 6
(27.5,27.75] 5 6 4 10 9 10 6
(27.75,27.85] 7 6 3 10 6 10 7
(27.85,27.95] 6 7 4 10 7 10 6
(27.95,28.05] 7 7 4 9 5 10 6
(28.05,28.1] 7 9 4 5 6 10 7
(28.1, Inf] 10 2 6 4 7 6 6
total 71.00 73.00 53.00 103.00 91.00 103.00 87.00
Pacific - obs
(-Inf,26] 6 7 6 10 10 7 7
(26,26.5] 6 5 6 9 10 5 8
(26.5,26.75] 6 5 5 9 10 6 8
(26.75,27] 7 7 3 8 10 7 8
(27,27.25] 5 6 5 10 8 10 6
(27.25,27.5] 4 6 5 10 9 10 6
(27.5,27.75] 4 6 5 10 9 10 6
(27.75,27.85] 4 8 4 10 8 10 7
(27.85,27.95] 3 10 4 9 7 10 7
(27.95,28.05] 4 10 4 5 6 10 10
(28.05,28.1] 3 10 4 7 7 10 9
(28.1, Inf] 7 8 3 6 10 8 8
total 59.00 88.00 54.00 103.00 104.00 103.00 90.00

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
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
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
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
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
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
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
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_tco2

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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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

8.6.8 Predictor

GLODAP_augmented_long <- GLODAP_augmented_best %>%
  select(era, basin_AIP, gamma_slab, data_source,
         sal:params_local$MLR_target, .resid) %>% 
  pivot_longer(sal:params_local$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))
  )
[[1]]

Version Author Date
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 

[[2]]

Version Author Date
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 

[[3]]

Version Author Date
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 

[[4]]

Version Author Date
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 

[[5]]

Version Author Date
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 

[[6]]

Version Author Date
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 

[[7]]

Version Author Date
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 

[[8]]

Version Author Date
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]]

Version Author Date
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 

[[10]]

Version Author Date
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 

[[11]]

Version Author Date
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 

[[12]]

Version Author Date
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 

[[13]]

Version Author Date
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 

[[14]]

Version Author Date
cf50b3e jens-daniel-mueller 2022-01-06
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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
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
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
d3c3fde jens-daniel-mueller 2021-03-26
594d503 jens-daniel-mueller 2021-03-26
2eb881a jens-daniel-mueller 2021-03-26
03b6009 jens-daniel-mueller 2021-03-23
de6256b jens-daniel-mueller 2021-03-23
380d215 jens-daniel-mueller 2021-03-21
33b385b jens-daniel-mueller 2021-03-20
108d6b2 jens-daniel-mueller 2021-03-20
330dcd0 jens-daniel-mueller 2021-03-20

9.1 Write files

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

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

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

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

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

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.3

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