Last updated: 2021-08-10

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

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

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

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

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

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

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

# convert to tibble
lm_all <- as_tibble(lm_all)

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

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

4 Apply predictor threshold

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

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 56

5 Fit all models

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

  • cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

# prepare nested data frame
GLODAP %>%
  filter_all(any_vars(is.na(.)))

GLODAP_nested <- GLODAP %>% 
  # filter(gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
  nest(data = !c(gamma_slab, era, basin, data_source))

# expand with model definitions
GLODAP_nested_lm <- expand_grid(
  GLODAP_nested,
  lm_all#[1:3,]
)

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

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


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

6 Tidy models

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

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

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

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

# extract VIC from output
GLODAP_glanced_vif <- GLODAP_nested_lm_fit %>%
  select(-c(data, fit, tidied, augmented, glanced)) %>%
  unnest(vif)

# calculte max vif per model
GLODAP_glanced_vif_max <- GLODAP_glanced_vif %>% 
  group_by(data_source, era, basin, gamma_slab, model, n) %>% 
  summarise(vif_max = max(VIF)) %>% 
  ungroup()

# calculate RMSE from augmented output
GLODAP_glanced_rmse <- GLODAP_augmented %>%
  group_by(data_source, era, basin, gamma_slab, model) %>%
  summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
  ungroup()

# add RMSE and vif_max to glanced output
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_rmse)
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_vif_max)
rm(GLODAP_glanced_rmse)
rm(GLODAP_glanced_vif_max)


# extract input data
GLODAP_data <- GLODAP_nested_lm_fit %>%
  select(-c(fit, tidied, glanced, augmented, vif)) %>%
  unnest(data)

# append input data with augmented data
GLODAP_augmented <- bind_cols(
  GLODAP_data,
  GLODAP_augmented %>% select(.fitted, .resid)
)

rm(GLODAP, GLODAP_nested, GLODAP_nested_lm, GLODAP_nested_lm_fit, lm_all,
   GLODAP_data)

7 Prepare coeffcients

Coefficients are prepared for the mapping of Cant and the chosen target variable.

7.1 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 500

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

GLODAP_glanced_clean <- GLODAP_glanced %>% 
  filter(vif_max <= params_local$vif_max)

GLODAP_glanced_clean %>% 
  group_by(data_source, era, basin, gamma_slab) %>% 
  count() %>% 
  filter(n < params_local$MLR_number)
# A tibble: 0 x 5
# Groups:   data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
#   gamma_slab <chr>, n <int>

7.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

  • 10

The criterion used to select the best models was:

  • rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

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

# subset models with lowest summed criterion
# chose which criterion is applied

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
} 

if (params_local$MLR_criterion == "bic") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = bic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
}

if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all %>%
    group_by(data_source, basin, gamma_slab) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, model)
}


# print table
lm_best %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
data_source basin gamma_slab model AIC BIC rmse rmse_sum aic_sum bic_sum
obs Atlantic (-Inf,26.5] cstar_tref ~ aou + oxygen + nitrate 6174.664 6198.781 6.9245152 13.873059 11234.300 11281.530
obs Atlantic (-Inf,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 6170.192 6199.132 6.9001763 13.728529 11205.585 11262.262
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + nitrate + silicate 6278.789 6307.728 7.3201502 14.150536 11314.629 11371.305
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 6173.095 6202.034 6.9110811 13.592501 11175.771 11232.448
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2679.093 2708.236 4.0005117 11.425422 6294.908 6353.909
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6171.955 6205.718 6.8992835 13.568090 11173.789 11239.911
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + silicate 2681.649 2706.629 4.0197452 12.503468 6435.706 6486.277
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 6189.541 6218.480 6.9731971 13.711339 11204.932 11261.608
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2697.583 2726.726 4.0791365 11.018636 6242.272 6301.272
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 6190.441 6224.204 6.9690273 13.696662 11205.485 11271.607
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + aou + silicate 2704.507 2729.487 4.1176357 12.269718 6416.614 6467.185
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + nitrate + silicate 2698.473 2723.453 4.0915664 12.818405 6482.253 6532.824
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 6206.903 6235.842 7.0393793 13.901936 11249.811 11306.487
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2699.020 2728.163 4.0853117 10.891746 6223.341 6282.341
obs Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6208.441 6242.204 7.0376104 13.887586 11250.589 11316.711
mod Atlantic (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + silicate 2709.678 2734.658 4.1401096 12.229924 6413.718 6464.290
mod Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + nitrate + silicate 2906.313 2931.293 5.0921837 12.238820 6479.944 6530.515
obs Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + nitrate + silicate 6195.422 6224.362 6.9955474 14.025465 11274.569 11331.245
mod Atlantic (-Inf,26.5] cstar_tref ~ temp + aou + oxygen + nitrate 3024.721 3049.701 5.7681233 13.100386 6625.327 6675.899
mod Atlantic (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 2868.892 2893.872 4.8955011 12.263529 6474.618 6525.189
obs Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate 7242.938 7268.171 5.6325036 11.299433 12967.236 13016.514
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 4164.139 4191.454 4.6769411 8.836433 7651.912 7705.718
obs Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 7242.734 7273.014 5.6271037 11.278623 12964.097 13023.231
mod Atlantic (26.5,26.75] cstar_tref ~ aou + oxygen + silicate 4393.636 4416.398 5.5166081 10.264475 8041.083 8085.921
mod Atlantic (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 4219.530 4246.845 4.8654200 8.742562 7621.403 7675.209
mod Atlantic (26.5,26.75] cstar_tref ~ sal + oxygen + nitrate + silicate 4294.227 4321.542 5.1316735 9.301479 7785.027 7838.832
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 7232.454 7262.734 5.6019875 11.209831 12939.760 12998.894
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 4183.377 4215.244 4.7347992 8.560087 7570.796 7633.569
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 7232.201 7267.527 5.5964977 11.203854 12941.349 13010.339
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + aou + silicate 4411.887 4439.202 5.5809268 10.178212 8021.950 8075.755
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 7229.757 7260.037 5.5954163 11.221327 12942.891 13002.025
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4197.278 4229.145 4.7819785 8.591362 7579.606 7642.379
obs Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7229.375 7264.702 5.5896214 11.211646 12943.258 13012.248
mod Atlantic (26.5,26.75] cstar_tref ~ sal + temp + oxygen + silicate 4415.476 4442.791 5.5952296 10.248669 8040.374 8094.180
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate 7231.198 7256.432 5.6038029 11.239837 12945.590 12994.869
mod Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 4195.795 4223.110 4.7837427 8.758347 7628.006 7681.812
obs Atlantic (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 7230.683 7260.963 5.5976733 11.233620 12947.047 13006.181
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 7228.307 7253.541 5.5967573 11.263246 12952.464 13001.743
mod Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 4211.996 4239.311 4.8393420 8.768684 7630.211 7684.017
obs Atlantic (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 7227.701 7257.981 5.5904137 11.247281 12950.779 13009.913
obs Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate 8621.989 8648.330 4.8736694 11.103248 16304.349 16356.061
obs Atlantic (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 8600.652 8632.262 4.8341733 11.022773 16269.424 16331.478
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 8519.412 8550.730 5.4469095 9.507351 15187.155 15248.913
mod Atlantic (26.75,27] cstar_tref ~ sal + aou + silicate 8751.195 8777.293 5.9335359 10.155028 15508.735 15560.200
mod Atlantic (26.75,27] cstar_tref ~ sal + oxygen + nitrate + silicate 8505.507 8536.825 5.4192571 9.697027 15296.301 15358.059
mod Atlantic (26.75,27] cstar_tref ~ sal + oxygen + silicate 8732.797 8758.896 5.8937134 10.257432 15568.538 15620.003
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 8571.935 8603.544 4.7860099 10.893791 16209.657 16271.711
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 8512.155 8548.692 5.4284839 9.474203 15173.326 15245.376
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 8540.900 8577.777 4.7311987 10.783856 16159.208 16231.604
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + aou + silicate 8713.682 8745.000 5.8483381 10.061088 15468.330 15530.088
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 8569.086 8600.695 4.7812578 10.841098 16188.195 16250.249
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8504.827 8541.364 5.4139424 9.535801 15210.000 15282.050
obs Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8529.380 8566.257 4.7122326 10.713257 16127.452 16199.848
mod Atlantic (26.75,27] cstar_tref ~ sal + temp + oxygen + silicate 8716.548 8747.866 5.8544760 10.143336 15513.453 15575.210
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate 8583.723 8610.064 4.8090747 10.950162 16232.290 16284.002
mod Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 8788.112 8819.430 6.0098583 10.513367 15700.269 15762.027
obs Atlantic (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 8548.875 8580.484 4.7476827 10.834690 16178.549 16240.603
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate 8573.767 8600.108 4.7924094 10.893218 16206.791 16258.503
mod Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 8782.237 8813.555 5.9969486 10.511343 15700.092 15761.849
obs Atlantic (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 8530.922 8562.531 4.7180564 10.761685 16143.704 16205.758
obs Atlantic (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate 13221.105 13254.980 5.6866042 11.860985 23553.665 23619.780
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate 9311.622 9338.884 3.5921379 7.386766 17105.762 17159.295
mod Atlantic (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 9259.727 9292.442 3.5364270 7.326568 17052.522 17116.761
obs Atlantic (27,27.25] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13220.489 13260.010 5.6830502 11.840129 23546.108 23623.243
mod Atlantic (27,27.25] cstar_tref ~ sal + oxygen + nitrate 9232.385 9259.647 3.5105307 7.284107 17010.793 17064.326
mod Atlantic (27,27.25] cstar_tref ~ sal + oxygen + nitrate + silicate 9130.881 9163.595 3.4067149 7.106338 16855.316 16919.555
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 9094.190 9126.905 3.3706561 7.087448 16831.719 16895.959
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 13266.857 13300.732 5.7491290 11.790958 23530.275 23596.391
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 9023.709 9061.876 3.3005403 7.003621 16752.786 16827.732
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 13177.147 13216.668 5.6244830 11.645915 23431.790 23508.925
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + aou + silicate 9726.335 9759.050 4.0488952 9.045405 18300.609 18364.849
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 9228.221 9260.935 3.5042599 7.177373 16932.319 16996.558
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 13254.990 13288.866 5.7328462 11.714362 23486.444 23552.559
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9132.320 9170.487 3.4061610 7.051125 16816.662 16891.608
obs Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13148.222 13187.743 5.5857337 11.537304 23365.685 23442.820
mod Atlantic (27,27.25] cstar_tref ~ sal + temp + oxygen + silicate 9766.966 9799.680 4.0968886 9.076180 18331.477 18395.717
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate 13264.925 13293.154 5.7492223 11.856171 23560.499 23615.595
obs Atlantic (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 13176.192 13210.068 5.6258888 11.716678 23465.324 23531.440
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate 13253.349 13281.578 5.7333373 11.792420 23523.852 23578.948
obs Atlantic (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 13150.360 13184.236 5.5912616 11.626126 23410.104 23476.219
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate 13399.128 13427.947 4.1577387 8.250067 24704.370 24761.186
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 13326.733 13361.317 4.0925557 8.184881 24633.973 24702.152
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate 13395.696 13430.279 4.1529446 8.222290 24680.444 24748.624
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate 16677.192 16712.475 5.6484508 11.124835 29765.648 29834.818
mod Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 13324.845 13365.192 4.0891769 8.158520 24611.590 24691.133
obs Atlantic (27.25,27.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 16677.798 16718.961 5.6469622 11.121949 29767.184 29847.881
mod Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate 13825.692 13854.511 4.5520401 9.294318 25719.664 25776.480
mod Atlantic (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 13680.092 13714.675 4.4115434 9.124039 25550.902 25619.081
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 13396.440 13431.023 4.1536012 8.203774 24662.327 24730.506
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 16653.086 16688.369 5.6227702 10.969559 29641.148 29710.318
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 13326.299 13366.646 4.0904402 8.140583 24594.156 24673.698
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 16654.927 16696.090 5.6226009 10.969273 29644.898 29725.595
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 13456.203 13490.786 4.2066625 8.271789 24736.808 24804.988
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 16645.077 16680.360 5.6142640 10.903425 29587.713 29656.882
mod Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13386.606 13426.953 4.1431732 8.208085 24669.000 24748.543
obs Atlantic (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16646.941 16688.104 5.6141193 10.903251 29591.553 29672.251
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate 16671.801 16701.203 5.6448309 11.074697 29722.497 29780.138
obs Atlantic (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 16666.818 16702.101 5.6373848 11.052713 29708.275 29777.445
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate 16669.289 16698.691 5.6421515 11.022174 29681.327 29738.968
obs Atlantic (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 16662.851 16698.134 5.6331589 10.993204 29661.294 29730.463
obs Atlantic (27.5,27.75] cstar_tref ~ aou + oxygen + nitrate + silicate 15239.262 15274.280 4.8998904 10.200907 29203.766 29273.123
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate 15520.687 15550.980 2.8137206 5.482211 29069.232 29129.248
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 14318.810 14355.162 2.3258396 4.827728 27505.762 27577.781
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 15330.166 15365.185 4.9886782 10.446526 29426.455 29495.812
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate 15501.827 15538.179 2.8044520 5.451405 29006.669 29078.688
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate 15458.966 15493.984 5.1172410 10.712072 29667.300 29736.657
mod Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 14314.455 14356.866 2.3235029 4.810143 27468.928 27552.949
obs Atlantic (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 15235.709 15276.563 4.8945177 10.195290 29202.004 29282.921
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate 16459.108 16489.401 3.2639725 6.505212 31104.311 31164.327
mod Atlantic (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 15196.647 15232.999 2.6722891 5.647815 29361.434 29433.453
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 15518.641 15554.993 2.8119205 5.462209 29030.585 29102.604
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 15517.237 15552.256 5.1764886 10.871461 29805.758 29875.115
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 14320.801 14363.211 2.3258362 4.814403 27479.641 27563.663
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 15242.812 15283.667 4.9013912 10.213173 29218.486 29299.402
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 15710.635 15746.987 2.8986263 5.593419 29316.501 29388.520
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 15534.082 15569.100 5.1937427 10.942601 29865.170 29934.527
mod Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14510.072 14552.483 2.3965212 4.919904 27747.271 27831.293
obs Atlantic (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15251.859 15292.713 4.9101583 10.242581 29245.063 29325.979
obs Atlantic (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 15246.730 15281.748 4.9071244 10.218912 29220.409 29289.765
obs Atlantic (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 15257.477 15292.495 4.9175538 10.250230 29248.896 29318.252
obs Atlantic (27.75,27.85] cstar_tref ~ aou + nitrate + silicate 9208.779 9235.564 4.5549635 8.975218 17893.515 17946.842
mod Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 6328.899 6361.032 1.8207344 3.687020 12375.592 12439.512
obs Atlantic (27.75,27.85] cstar_tref ~ aou + oxygen + nitrate + silicate 9207.241 9239.382 4.5498235 8.779313 17762.246 17826.238
obs Atlantic (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate 9212.223 9239.007 4.5599711 9.083419 17965.867 18019.194
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 5332.811 5364.945 1.3244551 2.726541 10534.692 10598.612
obs Atlantic (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 9198.204 9230.345 4.5367233 8.766852 17753.661 17817.653
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate 6789.869 6822.002 2.1096344 3.734775 12427.859 12491.780
mod Atlantic (27.75,27.85] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5009.565 5047.055 1.1937369 2.514139 10036.133 10110.706
mod Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 5941.413 5973.547 1.6087263 3.297059 11692.089 11756.010
obs Atlantic (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 9191.391 9223.533 4.5268725 8.795441 17773.860 17837.852
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 6959.011 6991.145 2.2267737 3.898049 12679.691 12743.612
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 5105.991 5143.481 1.2310848 2.583727 10203.820 10278.394
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 9187.145 9224.644 4.5178590 8.745343 17742.734 17817.392
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 9203.637 9235.778 4.5445946 9.176050 18029.741 18093.733
mod Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5213.784 5251.274 1.2742203 2.678617 10422.530 10497.103
obs Atlantic (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9187.418 9224.916 4.5182521 8.756086 17750.308 17824.967
mod Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 6500.616 6532.749 1.9234138 3.939988 12776.097 12840.017
obs Atlantic (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 9206.732 9238.874 4.5490855 8.783620 17765.297 17829.290
mod Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 6565.199 6597.333 1.9635129 4.046797 12936.819 13000.739
obs Atlantic (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 9206.205 9238.347 4.5483208 8.790315 17770.026 17834.019
obs Atlantic (27.85,27.95] cstar_tref ~ aou + nitrate + silicate 13919.251 13947.915 5.0970531 9.635830 26353.355 26410.313
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate 7112.293 7139.305 2.1093812 5.291915 14857.295 14910.876
mod Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate 6894.843 6927.258 1.9728699 5.150184 14636.918 14701.216
obs Atlantic (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate + silicate 13865.626 13900.023 5.0353082 9.572415 26300.171 26368.520
obs Atlantic (27.85,27.95] cstar_tref ~ oxygen + nitrate + silicate 13902.481 13931.145 5.0783582 9.631925 26350.373 26407.330
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate 7375.382 7402.394 2.2855453 5.349117 15006.019 15059.601
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 6775.193 6807.608 1.9021990 4.909403 14352.081 14416.379
obs Atlantic (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 13751.817 13786.214 4.9112994 9.302222 26047.567 26115.916
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate 6865.165 6897.580 1.9550995 4.931518 14411.162 14475.460
mod Atlantic (27.85,27.95] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6140.608 6178.425 1.5666344 4.485575 13630.066 13705.080
obs Atlantic (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 13560.864 13595.261 4.7100546 8.973528 25731.782 25800.131
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 7034.707 7067.121 2.0588150 5.068925 14614.494 14678.792
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 6288.102 6325.919 1.6386905 4.582658 13803.190 13878.204
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 13006.284 13046.414 4.1693055 8.216148 24958.203 25037.943
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 13005.718 13040.114 4.1706153 8.279480 25020.095 25088.444
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 7137.966 7170.381 2.1246605 5.170671 14753.345 14817.643
mod Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6387.984 6425.801 1.6893591 4.658828 13928.964 14003.978
obs Atlantic (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13005.822 13045.951 4.1688833 8.215665 24957.677 25037.418
obs Atlantic (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 13896.730 13931.127 5.0697416 9.600599 26325.433 26393.783
obs Atlantic (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 13896.778 13931.175 5.0697950 9.585433 26311.222 26379.571
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + nitrate 10104.355 10132.029 3.5865948 7.514892 19874.935 19929.949
mod Atlantic (27.95,28.05] cstar_tref ~ aou + oxygen + nitrate + silicate 10016.585 10049.794 3.5016219 7.396449 19759.199 19825.216
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 16223.407 16258.849 4.7850114 9.270423 31453.242 31523.877
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate 9912.988 9946.197 3.4060600 7.305471 19659.722 19725.738
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate 16598.991 16634.432 5.1275665 9.908137 32160.984 32231.619
mod Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 9762.742 9801.486 3.2703343 7.150787 19494.408 19571.427
obs Atlantic (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 15756.051 15797.399 4.3889172 8.580716 30635.032 30717.439
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate 16602.263 16631.798 5.1325460 9.915636 32165.003 32223.866
obs Atlantic (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 15986.733 16022.175 4.5810037 8.911734 31033.658 31104.293
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 9946.072 9979.280 3.4362906 7.590829 19914.747 19980.764
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 16620.851 16656.292 5.1482429 9.948811 32204.601 32275.236
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 9773.416 9812.160 3.2796713 7.375797 19694.505 19771.524
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 15818.828 15860.176 4.4399341 8.671003 30746.410 30828.817
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 15894.630 15930.071 4.5039843 8.785299 30881.742 30952.377
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 9968.426 10001.635 3.4568692 7.704464 20014.677 20080.693
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 16582.183 16617.624 5.1117251 9.879805 32130.541 32201.176
mod Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9781.778 9820.521 3.2870039 7.466265 19773.231 19850.250
obs Atlantic (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15807.584 15848.933 4.4307534 8.654381 30725.991 30808.399
mod Atlantic (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 10075.131 10108.339 3.5568079 7.654150 19995.259 20061.275
mod Atlantic (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 10099.608 10132.817 3.5801376 7.759923 20089.501 20155.517
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + nitrate 3575.082 3600.001 1.2624977 2.300889 6804.193 6854.150
mod Atlantic (28.05,28.1] cstar_tref ~ aou + oxygen + nitrate + silicate 3563.224 3593.126 1.2544161 2.246709 6693.979 6753.927
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate 11438.195 11466.042 4.6159243 9.205254 23171.802 23227.634
obs Atlantic (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 11325.983 11359.399 4.4818935 8.996555 22996.238 23063.235
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate 3574.506 3604.409 1.2609917 2.271507 6745.478 6805.426
mod Atlantic (28.05,28.1] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 3565.040 3599.927 1.2543094 2.223295 6645.267 6715.207
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate 11420.421 11448.268 4.5948059 9.237984 23200.502 23256.334
obs Atlantic (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 11270.038 11303.455 4.4176688 8.943978 22950.559 23017.556
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 3630.362 3660.265 1.2940563 2.319914 6834.636 6894.585
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 11440.067 11473.484 4.6157725 9.171601 23146.486 23213.484
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 3628.073 3662.960 1.2914870 2.285803 6765.330 6835.270
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 11322.716 11361.702 4.4758076 8.971018 22977.768 23055.932
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 3652.810 3682.713 1.3075876 2.343574 6878.797 6938.745
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 11357.611 11391.027 4.5186152 8.961390 22963.918 23030.915
mod Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3651.617 3686.504 1.3056544 2.314989 6822.006 6891.945
obs Atlantic (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 11252.414 11291.400 4.3953588 8.789725 22817.073 22895.237
mod Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 3630.005 3659.908 1.2938420 2.320818 6836.687 6896.635
obs Atlantic (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 11709.490 11742.907 4.9480312 9.723390 23603.402 23670.400
mod Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 3654.365 3684.267 1.3085298 2.353375 6899.169 6959.117
obs Atlantic (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 11643.293 11676.710 4.8642431 9.520765 23436.807 23503.805
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate 4298.772 4325.079 1.0908429 2.483493 9786.732 9839.817
mod Atlantic (28.1,28.15] cstar_tref ~ aou + oxygen + nitrate + silicate 4147.336 4178.904 1.0336288 2.217967 9130.161 9193.862
obs Atlantic (28.1,28.15] cstar_tref ~ sal + aou + nitrate + silicate 10791.809 10824.818 4.7458229 9.325424 22013.187 22079.513
mod Atlantic (28.1,28.15] cstar_tref ~ sal + aou + oxygen + nitrate 4300.544 4332.111 1.0907554 2.467524 9754.605 9818.306
obs Atlantic (28.1,28.15] cstar_tref ~ sal + oxygen + nitrate + silicate 10771.305 10804.315 4.7190334 9.368237 22050.184 22116.510
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 4342.487 4374.054 1.1069378 2.484622 9798.628 9862.329
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate 10698.007 10731.017 4.6244952 8.841926 21605.331 21671.657
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 4221.777 4258.605 1.0602568 2.257095 9239.464 9313.782
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + aou + nitrate + silicate 10687.635 10726.146 4.6087250 8.779305 21554.375 21631.755
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate 4359.894 4391.462 1.1137244 2.491847 9817.032 9880.733
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate 10605.291 10638.301 4.5076192 8.607620 21404.968 21471.294
mod Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4247.567 4284.395 1.0699016 2.270149 9274.155 9348.473
obs Atlantic (28.1,28.15] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10593.729 10632.241 4.4907730 8.543685 21351.372 21428.752
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate 4344.592 4370.899 1.1085348 2.497971 9825.322 9878.406
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate 10733.324 10760.832 4.6723862 8.893789 21642.236 21697.508
mod Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 4225.949 4257.516 1.0625570 2.259873 9242.883 9306.584
obs Atlantic (28.1,28.15] cstar_tref ~ temp + aou + nitrate + silicate 10707.923 10740.932 4.6371719 8.808572 21573.412 21639.738
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate 10663.252 10690.760 4.5828625 8.692515 21469.892 21525.164
mod Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 4252.971 4284.539 1.0726868 2.273530 9279.113 9342.815
obs Atlantic (28.1,28.15] cstar_tref ~ temp + oxygen + nitrate + silicate 10629.890 10662.900 4.5383368 8.594882 21388.948 21455.274
mod Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 5727.666 5760.998 1.0795303 2.168704 12412.999 12480.557
obs Atlantic (28.15,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 4996.918 5025.618 4.0705520 9.374420 11467.707 11526.123
obs Atlantic (28.15,28.2] cstar_tref ~ sal + aou + nitrate + silicate 5072.022 5100.722 4.2473960 9.318638 11448.983 11507.399
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 6131.867 6165.199 1.1999531 2.496650 13590.839 13658.398
mod Atlantic (28.15,28.2] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 5522.099 5560.987 1.0224663 2.063318 12008.123 12086.942
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 6191.637 6224.969 1.2188661 2.525177 13683.380 13750.939
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate 4904.686 4933.386 3.8634157 8.546032 11114.854 11173.270
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 5624.322 5663.210 1.0501821 2.113601 12205.498 12284.316
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4801.905 4835.388 3.6408578 8.305468 11006.013 11074.165
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + nitrate + silicate 5867.878 5901.211 1.1198690 2.381489 13205.202 13272.761
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 6201.543 6234.876 1.2220294 2.530786 13701.581 13769.140
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 4900.766 4929.466 3.8548494 8.423338 11059.315 11117.731
mod Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5646.156 5685.044 1.0561988 2.126601 12256.367 12335.185
obs Atlantic (28.15,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4783.693 4817.176 3.6035045 8.149541 10933.935 11002.088
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate 4915.850 4939.767 3.8923221 8.890970 11260.648 11309.328
mod Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 5785.643 5818.975 1.0960310 2.198737 12525.750 12593.309
obs Atlantic (28.15,28.2] cstar_tref ~ temp + aou + nitrate + silicate 4810.141 4838.841 3.6620230 8.657815 11155.743 11214.160
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate 4915.507 4939.424 3.8915669 8.763676 11206.665 11255.345
mod Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 5805.014 5838.346 1.1015999 2.210351 12569.370 12636.929
obs Atlantic (28.15,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 4796.107 4824.807 3.6330373 8.501842 11087.846 11146.262
mod Atlantic (28.2, Inf] cstar_tref ~ aou + nitrate + silicate 8095.605 8124.540 1.2959827 2.695937 15183.290 15240.270
mod Atlantic (28.2, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 7713.013 7747.735 1.1965533 2.386749 14148.214 14216.589
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate 6080.844 6105.994 3.5511649 7.377762 13291.309 13342.325
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 7874.570 7909.292 1.2373566 2.413776 14262.831 14331.206
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + nitrate + silicate 6052.535 6082.715 3.5038572 7.303490 13246.557 13307.776
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 9006.388 9041.110 1.5650093 3.069820 16387.295 16455.670
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 6050.018 6080.198 3.4999582 7.305542 13248.122 13309.341
mod Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 7642.909 7683.418 1.1787796 2.340790 13983.479 14063.250
obs Atlantic (28.2, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 6021.297 6056.507 3.4527039 7.232302 13203.532 13274.954
mod Atlantic (28.2, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 8319.045 8353.767 1.3569374 2.704566 15255.139 15323.515
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate 6060.933 6091.113 3.5169016 7.296781 13241.362 13302.580
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 7667.065 7707.574 1.1847045 2.348674 14014.430 14094.201
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 6022.958 6058.167 3.4552412 7.201905 13182.368 13253.790
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 6113.043 6143.223 3.5989349 7.327502 13257.825 13319.044
mod Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 7697.976 7738.485 1.1923298 2.362137 14065.511 14145.282
obs Atlantic (28.2, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6048.588 6083.798 3.4946501 7.164462 13153.946 13225.368
mod Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 7751.119 7785.841 1.2060547 2.401418 14203.792 14272.167
obs Atlantic (28.2, Inf] cstar_tref ~ temp + aou + nitrate + silicate 6170.778 6200.958 3.6920601 7.615008 13448.097 13509.316
mod Atlantic (28.2, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 7789.757 7824.478 1.2157653 2.417842 14265.008 14333.383
obs Atlantic (28.2, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 6179.801 6209.981 3.7068294 7.565056 13413.734 13474.953
mod Indian (-Inf,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 2464.601 2489.530 3.2696126 5.824882 5451.256 5502.869
mod Indian (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 2361.487 2386.416 2.9306053 6.269286 5685.624 5737.237
mod Indian (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2162.673 2191.757 2.3679651 4.922013 5150.725 5210.940
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 2250.616 2275.546 2.6052066 5.740548 5495.452 5547.065
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 2861.512 2886.691 4.4052849 9.080576 7025.156 7077.650
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2102.721 2131.805 2.2219545 4.551599 4974.714 5034.930
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 2839.182 2868.557 4.2974782 8.719861 6926.857 6988.100
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + aou + silicate 3796.040 3821.218 11.4096812 17.122746 8240.735 8293.229
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + nitrate + silicate 3638.935 3664.113 9.7228374 15.322247 8055.457 8107.951
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 2223.914 2248.843 2.5323958 5.618576 5448.805 5500.418
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 2849.675 2874.854 4.3525042 8.955502 6991.472 7043.965
mod Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2097.414 2126.498 2.2094728 4.485646 4940.104 5000.319
obs Indian (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2831.798 2861.173 4.2652870 8.620366 6897.972 6959.215
obs Indian (-Inf,26.5] cstar_tref ~ temp + aou + nitrate 3074.199 3095.181 5.4817644 10.435788 7317.031 7360.776
mod Indian (-Inf,26.5] cstar_tref ~ temp + aou + nitrate + silicate 2341.038 2365.967 2.8676734 5.251304 5239.943 5291.556
obs Indian (-Inf,26.5] cstar_tref ~ temp + aou + nitrate + silicate 2888.093 2913.272 4.5261572 8.978779 6983.322 7035.816
mod Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate 2622.650 2643.425 3.8751162 7.106013 5903.374 5946.385
obs Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate 3030.745 3051.727 5.2444821 10.041733 7228.493 7272.238
mod Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 2299.848 2324.777 2.7449834 5.124386 5196.513 5248.126
obs Indian (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 2872.659 2897.837 4.4555740 8.822161 6940.533 6993.027
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate 1417.197 1435.460 2.8571607 6.296153 4129.088 4168.513
obs Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate 2417.503 2437.204 5.7478664 10.037909 6912.870 6955.868
mod Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 1413.654 1435.569 2.8295101 6.200632 4107.253 4154.563
obs Indian (26.5,26.75] cstar_tref ~ sal + aou + nitrate + silicate 2396.684 2420.325 5.5778544 9.827452 6879.274 6930.871
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 1140.869 1162.784 1.7533578 4.176318 3498.268 3545.578
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 2182.218 2205.859 4.2064192 8.088810 6523.826 6575.423
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 1098.666 1124.233 1.6225262 3.717434 3309.966 3365.161
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 2165.785 2193.366 4.1056233 7.983782 6507.691 6567.888
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 1138.385 1160.300 1.7457360 4.155377 3490.173 3537.483
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 2182.543 2206.184 4.2082193 8.086054 6522.320 6573.916
mod Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1100.340 1125.908 1.6272994 3.721332 3311.215 3366.410
obs Indian (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2167.713 2195.294 4.1160505 7.990393 6508.083 6568.280
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate 1149.803 1168.066 1.7873185 4.344402 3560.050 3599.474
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate 2233.294 2252.995 4.5106841 8.415303 6581.808 6624.806
mod Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 1098.799 1120.714 1.6286081 3.938516 3407.556 3454.865
obs Indian (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 2175.526 2199.167 4.1695444 8.061648 6521.032 6572.629
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 1142.244 1160.507 1.7637718 4.326916 3554.900 3594.325
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 2228.511 2248.211 4.4823808 8.378314 6573.551 6616.548
mod Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 1098.668 1120.582 1.6282336 3.962874 3418.266 3465.576
obs Indian (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 2176.055 2199.696 4.1724474 8.058075 6518.963 6570.560
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate 2202.745 2223.064 3.0980251 6.376976 6310.103 6353.757
obs Indian (26.75,27] cstar_tref ~ sal + aou + nitrate 4394.353 4416.829 6.6359784 10.470089 10979.998 11027.883
mod Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 2202.065 2226.448 3.0883863 6.363495 6309.580 6361.965
obs Indian (26.75,27] cstar_tref ~ sal + aou + nitrate + silicate 4390.798 4417.770 6.6081985 10.435283 10974.078 11031.540
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 1921.326 1945.708 2.2282304 4.724735 5602.107 5654.491
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 4170.114 4197.086 5.5936441 9.391366 10735.063 10792.525
mod Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 1889.843 1918.290 2.1431451 4.427374 5432.931 5494.047
obs Indian (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 4148.354 4179.821 5.4941582 9.280605 10708.226 10775.265
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 1921.450 1945.833 2.2285531 4.727772 5603.940 5656.324
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 4193.781 4220.752 5.6945295 9.491082 10757.996 10815.458
mod Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1892.619 1921.065 2.1500732 4.445541 5443.423 5504.538
obs Indian (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4171.530 4202.997 5.5911790 9.376284 10730.559 10797.598
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate 1920.954 1941.273 2.2324536 5.017227 5771.515 5815.169
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate 4194.933 4217.409 5.7081034 9.540470 10779.495 10827.380
mod Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 1891.128 1915.510 2.1513462 4.736338 5626.663 5679.047
obs Indian (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 4164.258 4191.230 5.5689593 9.383362 10739.638 10797.100
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate 1923.074 1943.393 2.2379629 5.044958 5786.129 5829.783
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate 4219.604 4242.081 5.8154660 9.651746 10806.596 10854.481
mod Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 1896.726 1921.109 2.1653965 4.784380 5652.797 5705.182
obs Indian (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 4187.529 4214.500 5.6677043 9.485063 10764.752 10822.214
obs Indian (27,27.25] cstar_tref ~ aou + nitrate + silicate 3303.065 3324.401 5.5036528 10.236309 8802.008 8847.482
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate 2661.763 2682.786 3.5240466 6.420330 7393.225 7438.535
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate 3280.498 3301.834 5.3870654 10.148869 8790.775 8836.249
mod Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 2647.131 2672.358 3.4653357 6.290398 7333.236 7387.609
obs Indian (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 3281.587 3307.191 5.3824128 10.002199 8737.971 8792.540
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 2429.116 2454.343 2.7803931 5.336122 6924.654 6979.027
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 3238.690 3264.293 5.1677489 9.886824 8734.328 8788.897
mod Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 2403.769 2433.201 2.7046425 5.231013 6879.333 6942.767
obs Indian (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 3191.882 3221.752 4.9338997 9.549801 8648.713 8712.376
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 2430.127 2455.354 2.7832345 5.341645 6927.660 6982.033
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 3263.174 3288.777 5.2891972 10.100491 8794.537 8849.106
mod Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2405.218 2434.650 2.7086044 5.237714 6882.843 6946.278
obs Indian (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3231.516 3261.387 5.1229662 9.806713 8715.282 8778.946
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate 2441.925 2462.948 2.8222974 5.806303 7230.139 7275.450
obs Indian (27,27.25] cstar_tref ~ temp + aou + nitrate 3292.909 3314.245 5.4508725 10.219376 8805.782 8851.256
mod Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 2423.494 2448.722 2.7646506 5.655324 7153.268 7207.641
obs Indian (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 3222.560 3248.163 5.0892649 9.758787 8698.711 8753.280
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate 2446.712 2467.735 2.8359782 5.851242 7254.746 7300.057
mod Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 2429.799 2455.026 2.7823122 5.705704 7180.980 7235.352
obs Indian (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 3281.877 3307.480 5.3838925 10.115695 8782.487 8837.056
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate 3270.016 3292.108 3.4560570 6.034079 8470.935 8518.028
mod Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 3240.617 3267.127 3.3686672 5.749551 8269.001 8325.514
obs Indian (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 4169.637 4196.986 4.6169776 9.038227 11276.529 11334.522
obs Indian (27.25,27.5] cstar_tref ~ sal + nitrate + silicate 4180.964 4203.755 4.6608231 9.365867 11437.779 11486.107
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate 3418.742 3440.834 3.9018025 6.789414 8868.476 8915.569
mod Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 3316.866 3343.376 3.5848274 5.963476 8343.189 8399.701
obs Indian (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 4174.509 4201.859 4.6329591 9.244103 11384.096 11442.089
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 3215.476 3241.986 3.3002920 5.841089 8386.483 8442.996
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 4200.713 4228.063 4.7198651 8.998062 11227.286 11285.279
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 3217.371 3248.300 3.3000105 5.646193 8215.542 8281.473
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 4168.796 4200.704 4.6076851 8.809671 11153.475 11221.135
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + nitrate + silicate 4176.219 4203.568 4.6385786 9.311585 11418.348 11476.342
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 3219.338 3245.848 3.3107052 5.870608 8406.782 8463.294
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 4224.859 4252.208 4.8013851 9.191017 11314.224 11372.218
mod Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3221.319 3252.248 3.3106542 5.682852 8243.685 8309.616
obs Indian (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4176.199 4208.107 4.6319409 8.919644 11210.192 11277.851
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate 3396.208 3418.300 3.8307398 7.415817 9320.614 9367.708
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate 4279.715 4302.506 4.9989499 9.282851 11307.541 11355.869
mod Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 3369.028 3395.538 3.7406422 7.281669 9268.309 9324.822
obs Indian (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 4273.420 4300.769 4.9696297 9.191620 11267.697 11325.690
obs Indian (27.5,27.75] cstar_tref ~ aou + nitrate + silicate 4470.089 4493.574 3.7969676 7.701886 11677.771 11727.084
obs Indian (27.5,27.75] cstar_tref ~ oxygen + nitrate + silicate 4475.397 4498.882 3.8094286 7.814903 11748.879 11798.191
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate 4093.584 4116.995 3.1258245 5.157818 9925.671 9975.187
mod Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 4081.940 4110.032 3.0992156 5.073527 9837.236 9896.656
obs Indian (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 4416.727 4444.909 3.6694020 7.507708 11581.880 11641.055
obs Indian (27.5,27.75] cstar_tref ~ sal + nitrate + silicate 4441.166 4464.651 3.7297785 7.789397 11749.397 11798.709
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate 4182.209 4205.619 3.3043093 5.480340 10201.671 10251.187
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 4159.584 4187.677 3.2537179 5.352983 10082.782 10142.202
obs Indian (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 4417.479 4445.661 3.6711053 7.567085 11621.230 11680.405
mod Indian (27.5,27.75] cstar_tref ~ sal + oxygen + silicate 4456.419 4479.829 3.9237121 6.945674 11374.394 11423.910
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou 4442.383 4465.794 3.8893569 6.381591 10833.058 10882.574
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 4416.464 4449.344 3.6642810 7.469443 11561.173 11630.211
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + aou + silicate 4416.573 4444.666 3.8221733 6.312980 10807.681 10867.100
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 4639.122 4667.214 4.3940906 7.178447 11335.048 11394.467
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + nitrate + silicate 4416.965 4445.147 3.6699409 7.676389 11693.076 11752.251
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen 4450.312 4473.723 3.9087285 6.428905 10871.493 10921.009
obs Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4418.121 4451.000 3.6680301 7.497359 11579.215 11648.252
mod Indian (27.5,27.75] cstar_tref ~ sal + temp + oxygen + silicate 4423.013 4451.105 3.8376258 6.355516 10843.710 10903.129
obs Indian (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 4469.380 4497.563 3.7906249 7.662892 11657.332 11716.507
obs Indian (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 4477.255 4505.437 3.8090949 7.717061 11688.956 11748.131
mod Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate 2136.053 2155.985 3.4972671 6.022572 5410.711 5453.370
obs Indian (27.75,27.85] cstar_tref ~ aou + nitrate + silicate 2132.866 2152.811 3.4600897 7.423799 6269.937 6312.902
mod Indian (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate 2122.646 2142.578 3.4388569 5.978385 5405.122 5447.781
obs Indian (27.75,27.85] cstar_tref ~ oxygen + nitrate + silicate 2144.252 2164.196 3.5098113 7.558009 6312.454 6355.418
obs Indian (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 2095.196 2119.130 3.2922895 7.253808 6233.452 6285.009
mod Indian (27.75,27.85] cstar_tref ~ sal + aou + silicate 2052.391 2072.323 3.1483520 6.046488 5518.736 5561.395
mod Indian (27.75,27.85] cstar_tref ~ sal + nitrate + silicate 2096.092 2116.024 3.3260330 5.933259 5415.190 5457.849
obs Indian (27.75,27.85] cstar_tref ~ sal + nitrate + silicate 2096.964 2116.909 3.3078698 7.571302 6341.627 6384.592
obs Indian (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 2086.270 2110.204 3.2556676 7.303717 6256.418 6307.976
mod Indian (27.75,27.85] cstar_tref ~ sal + oxygen + silicate 2071.926 2091.858 3.2265736 6.211641 5579.411 5622.070
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou 2075.633 2095.565 3.2416334 6.147945 5545.899 5588.558
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 2052.419 2080.342 3.1126410 7.000132 6164.832 6224.982
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + aou + silicate 2054.347 2078.266 3.1481779 6.032528 5516.054 5567.245
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 2097.046 2120.965 3.3216662 5.927230 5417.256 5468.447
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + nitrate + silicate 2063.604 2087.538 3.1644964 7.422361 6308.338 6359.896
obs Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2054.789 2082.712 3.1218980 7.008652 6166.922 6227.072
mod Indian (27.75,27.85] cstar_tref ~ sal + temp + oxygen + silicate 2066.975 2090.894 3.1985215 6.135260 5553.739 5604.929
obs Indian (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 2107.228 2131.161 3.3423024 7.235884 6219.951 6271.509
mod Indian (27.75,27.85] cstar_tref ~ temp + nitrate + silicate 2109.077 2129.010 3.3807355 6.006159 5437.857 5480.516
obs Indian (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 2117.263 2141.197 3.3846004 7.278119 6229.963 6281.520
mod Indian (27.85,27.95] cstar_tref ~ aou + nitrate + silicate 2237.260 2257.567 3.2444173 6.312085 6219.595 6263.211
obs Indian (27.85,27.95] cstar_tref ~ aou + oxygen + nitrate 2887.911 2909.777 2.8196610 6.312742 8082.512 8128.770
mod Indian (27.85,27.95] cstar_tref ~ oxygen + nitrate 2252.109 2268.354 3.3087575 6.381243 6234.898 6269.791
mod Indian (27.85,27.95] cstar_tref ~ oxygen + nitrate + silicate 2221.366 2241.674 3.1848697 6.253914 6204.403 6248.019
obs Indian (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 2962.535 2988.775 2.9999109 6.727969 8285.567 8341.077
mod Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate 2242.482 2262.789 3.2642231 6.137899 6122.648 6166.265
obs Indian (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 2948.117 2974.357 2.9632316 6.837649 8345.931 8401.441
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 2953.653 2979.893 2.9772629 6.517836 8176.481 8231.990
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 2873.457 2904.070 2.7756122 6.167825 8015.155 8079.916
mod Indian (27.85,27.95] cstar_tref ~ sal + temp + nitrate + silicate 2220.187 2244.556 3.1730902 6.300731 6234.803 6287.143
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 2996.410 3022.650 3.0878854 6.729668 8273.972 8329.482
obs Indian (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2887.312 2917.925 2.8086182 6.247356 8055.463 8120.225
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate 2255.892 2276.200 3.3156437 6.383637 6238.394 6282.010
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate 3007.231 3029.097 3.1218496 6.789382 8296.476 8342.734
mod Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 2221.581 2245.950 3.1782507 6.244280 6205.081 6257.420
obs Indian (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 2904.926 2931.166 2.8560176 6.255465 8048.761 8104.271
mod Indian (27.85,27.95] cstar_tref ~ temp + nitrate + silicate 2224.345 2244.652 3.1959459 6.337027 6243.668 6287.284
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 2252.986 2273.294 3.3044322 6.356223 6227.206 6270.822
mod Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 2219.278 2243.647 3.1697311 6.219929 6194.681 6247.021
obs Indian (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 2932.527 2958.767 2.9240756 6.370068 8102.771 8158.281
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate 2202.954 2223.421 2.8753614 5.375809 6206.502 6250.725
mod Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 2188.254 2212.816 2.8216748 5.314198 6188.375 6241.443
obs Indian (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 4437.413 4466.208 2.8515053 6.270233 11599.572 11659.614
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate 2199.619 2220.086 2.8645585 5.448606 6259.404 6303.627
mod Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 2173.769 2198.331 2.7759181 5.359693 6235.374 6288.442
obs Indian (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 4476.985 4505.780 2.9151028 6.460860 11737.649 11797.691
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 2202.078 2226.639 2.8660429 5.365874 6207.204 6260.272
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 4380.126 4408.920 2.7618875 6.109592 11485.602 11545.644
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 2178.810 2207.465 2.7854602 5.277350 6180.495 6242.408
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 4309.795 4343.388 2.6527475 5.927502 11357.785 11427.833
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 2195.167 2219.729 2.8437763 5.307885 6175.682 6228.750
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 4475.443 4504.238 2.9125979 6.374088 11671.165 11731.206
mod Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2171.304 2199.959 2.7619626 5.216709 6147.309 6209.222
obs Indian (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4360.153 4393.747 2.7282665 6.055474 11451.047 11521.096
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate 4385.427 4409.422 2.7731496 6.133546 11499.119 11549.154
mod Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 2232.875 2257.436 2.9674179 5.726211 6406.556 6459.625
obs Indian (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 4310.806 4339.601 2.6572043 5.935395 11359.628 11419.669
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate 4512.299 4536.294 2.9763690 6.465329 11727.363 11777.398
mod Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 2228.763 2253.325 2.9536788 5.702538 6396.276 6449.344
obs Indian (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 4359.151 4387.945 2.7297836 6.063127 11453.020 11513.061
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate 3107.280 3129.657 2.6307148 5.667499 7787.176 7833.691
obs Indian (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 3051.904 3078.756 2.5169607 5.399693 7637.696 7693.514
mod Indian (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 1332.801 1355.278 1.9956434 4.134793 3759.517 3807.897
obs Indian (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 3117.020 3143.873 2.6464485 5.637017 7770.606 7826.425
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 3060.918 3087.771 2.5345013 5.491383 7693.592 7749.411
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 1322.688 1348.911 1.9574006 4.033643 3718.332 3774.776
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 3017.548 3048.876 2.4474415 5.288444 7578.423 7643.544
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 1320.920 1343.397 1.9581266 4.035193 3715.004 3763.384
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 1327.388 1349.865 1.9784621 4.093834 3741.719 3790.099
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 3138.178 3165.031 2.6899409 5.801609 7865.042 7920.861
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1321.947 1348.170 1.9550849 4.027451 3715.520 3771.964
obs Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 3050.565 3081.893 2.5104955 5.400367 7642.924 7708.045
mod Indian (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 1320.091 1342.568 1.9555355 4.029243 3712.381 3760.762
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate 3090.270 3112.647 2.5964650 5.562856 7726.872 7773.387
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 1323.646 1346.124 1.9666732 4.122028 3758.725 3807.105
obs Indian (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 3071.827 3098.679 2.5558913 5.428732 7651.274 7707.092
mod Indian (28.05,28.1] cstar_tref ~ temp + aou + silicate 1321.745 1340.476 1.9669836 4.144986 3766.406 3806.722
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 1322.606 1345.083 1.9634079 4.117523 3757.047 3805.428
obs Indian (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 3107.407 3134.259 2.6269213 5.559510 7724.852 7780.670
mod Indian (28.05,28.1] cstar_tref ~ temp + oxygen + silicate 1320.762 1339.493 1.9638962 4.139455 3764.178 3804.495
obs Indian (28.1,28.2] cstar_tref ~ aou + oxygen + nitrate + silicate 5017.165 5047.057 2.4712450 5.337529 13186.616 13248.959
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate 5002.789 5027.698 2.4570867 5.304647 13148.612 13200.565
mod Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate 2879.641 2907.875 1.3994004 3.033641 7831.203 7890.425
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate 4984.936 5014.827 2.4345441 5.213586 13052.384 13114.726
obs Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + nitrate 4964.749 4994.641 2.4118349 5.210574 13055.504 13117.847
mod Indian (28.1,28.2] cstar_tref ~ sal + aou + oxygen + silicate 2881.078 2909.311 1.4006310 3.026532 7819.409 7878.631
mod Indian (28.1,28.2] cstar_tref ~ sal + aou + silicate 2906.390 2929.918 1.4242396 3.059584 7857.697 7907.049
mod Indian (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate 2868.911 2897.145 1.3902409 3.016508 7807.826 7867.048
obs Indian (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate 5032.497 5062.389 2.4888979 5.296414 13133.585 13195.927
mod Indian (28.1,28.2] cstar_tref ~ sal + oxygen + silicate 2900.427 2923.955 1.4190513 3.046108 7838.596 7887.948
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 5002.389 5032.280 2.4543507 5.299319 13147.208 13209.550
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 2869.888 2902.827 1.3893705 3.016646 7812.404 7881.497
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 4981.300 5016.173 2.4281827 5.206113 13049.428 13122.161
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + oxygen + nitrate 4966.050 5000.923 2.4110520 5.203362 13051.215 13123.948
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate 2884.737 2912.971 1.4037711 3.031332 7825.708 7884.930
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + nitrate + silicate 2877.088 2905.322 1.3972156 3.046822 7852.851 7912.074
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2868.940 2901.879 1.3885648 3.014670 7809.596 7878.688
obs Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 5010.865 5045.739 2.4617415 5.248832 13089.857 13162.590
mod Indian (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate 2884.814 2913.048 1.4038377 3.030323 7824.076 7883.298
obs Indian (28.1,28.2] cstar_tref ~ temp + aou + oxygen + nitrate 5054.604 5084.495 2.5145731 5.388023 13232.295 13294.638
obs Indian (28.2,28.3] cstar_tref ~ aou + oxygen + nitrate + silicate 2388.700 2414.461 2.1763343 4.769644 6494.554 6548.877
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 2621.946 2652.531 0.7120861 1.345904 5850.183 5913.292
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 2391.609 2417.369 2.1821922 4.784639 6503.532 6557.855
obs Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate 2385.123 2410.884 2.1691519 4.751454 6483.635 6537.958
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 2588.667 2624.349 0.7017720 1.308459 5672.783 5746.410
mod Indian (28.2,28.3] cstar_tref ~ sal + aou + oxygen + silicate 2880.429 2911.014 0.7924253 1.451260 6237.959 6301.067
mod Indian (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate 2594.444 2625.029 0.7040328 1.312661 5687.227 5750.335
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate 2371.902 2397.663 2.1428080 4.761598 6494.631 6548.954
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 2585.761 2621.444 0.7009291 1.306886 5665.853 5739.480
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 2371.240 2401.294 2.1375416 4.722862 6473.768 6537.145
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + nitrate 2373.429 2403.483 2.1418710 4.724171 6473.940 6537.316
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 2879.310 2909.896 0.7920589 1.450783 6236.282 6299.391
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 2829.867 2860.452 0.7760273 1.432259 6174.178 6237.287
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2590.287 2625.970 0.7022425 1.308712 5673.208 5746.835
obs Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 2368.454 2398.508 2.1320454 4.727994 6478.063 6541.440
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate 2879.281 2909.866 0.7920493 1.450779 6236.279 6299.388
mod Indian (28.2,28.3] cstar_tref ~ sal + temp + silicate 2877.983 2903.471 0.7922793 1.451722 6236.593 6289.184
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate 2373.379 2394.846 2.1497053 4.783325 6503.855 6549.124
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate 2375.345 2401.106 2.1496375 4.767171 6497.246 6551.569
obs Indian (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate 2375.260 2401.020 2.1494674 4.744523 6482.275 6536.598
obs Indian (28.3, Inf] cstar_tref ~ aou + nitrate + silicate 1680.360 1700.048 2.1917564 4.913201 4158.864 4199.723
mod Indian (28.3, Inf] cstar_tref ~ aou + oxygen + nitrate + silicate 2114.926 2144.923 0.6315524 1.202743 4614.318 4675.982
obs Indian (28.3, Inf] cstar_tref ~ oxygen + nitrate + silicate 1681.521 1701.209 2.1951160 4.901018 4154.183 4195.043
obs Indian (28.3, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1679.298 1702.924 2.1829202 4.853609 4140.599 4189.630
obs Indian (28.3, Inf] cstar_tref ~ sal + aou + oxygen + nitrate 1684.954 1708.579 2.1992681 4.885561 4152.197 4201.228
mod Indian (28.3, Inf] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 1996.648 2031.644 0.5978319 1.154019 4420.955 4492.897
mod Indian (28.3, Inf] cstar_tref ~ sal + aou + oxygen + silicate 2002.774 2032.771 0.6000522 1.206725 4676.697 4738.361
obs Indian (28.3, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 1679.952 1703.577 2.1848036 4.847674 4138.262 4187.294
mod Indian (28.3, Inf] cstar_tref ~ sal + temp + aou + nitrate 2118.330 2148.326 0.6325338 1.213150 4665.121 4726.786
mod Indian (28.3, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1992.281 2027.277 0.5966419 1.150405 4403.938 4475.879
obs Indian (28.3, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1673.862 1701.424 2.1616086 4.821651 4133.088 4190.292
obs Indian (28.3, Inf] cstar_tref ~ sal + temp + aou + oxygen + nitrate 1685.630 1713.192 2.1954293 4.877452 4153.250 4210.453
mod Indian (28.3, Inf] cstar_tref ~ sal + temp + aou + silicate 1997.816 2027.813 0.5986965 1.205166 4670.769 4732.433
mod Indian (28.3, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1992.824 2027.820 0.5967897 1.151592 4409.911 4481.853
obs Indian (28.3, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1676.256 1703.819 2.1684470 4.825595 4134.371 4191.575
mod Indian (28.3, Inf] cstar_tref ~ sal + temp + oxygen + silicate 1998.944 2028.940 0.5990046 1.205510 4672.069 4733.734
mod Indian (28.3, Inf] cstar_tref ~ temp + aou + nitrate + silicate 2110.951 2140.948 0.6304082 1.199208 4598.199 4659.863
obs Indian (28.3, Inf] cstar_tref ~ temp + aou + nitrate + silicate 1678.468 1702.094 2.1805314 4.881902 4151.420 4200.452
mod Indian (28.3, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 2112.389 2142.385 0.6308217 1.200562 4604.420 4666.084
obs Indian (28.3, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 1680.458 1704.084 2.1862638 4.881722 4151.175 4200.207
mod Pacific (-Inf,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 17855.235 17890.408 7.5113613 14.640506 40067.333 40139.081
obs Pacific (-Inf,26.5] cstar_tref ~ aou + oxygen + nitrate + silicate 21025.353 21061.186 9.0730017 18.491982 47481.901 47554.884
mod Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 16174.013 16209.185 5.4343026 10.950356 36702.769 36774.518
obs Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate 20323.148 20358.981 8.0380905 16.045304 45606.959 45679.942
mod Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 15900.459 15941.494 5.1535145 10.450823 36165.693 36249.399
obs Pacific (-Inf,26.5] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 19983.932 20025.737 7.5786941 15.455292 45150.964 45236.111
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 16735.715 16770.888 6.0549476 12.059880 37821.708 37893.456
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate 20774.775 20810.608 8.6892364 17.582238 46816.330 46889.313
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 16608.798 16649.833 5.9065114 11.731520 37497.170 37580.876
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 20637.306 20679.111 8.4827139 17.351563 46661.221 46746.368
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 17185.381 17220.554 6.6025099 13.263197 38951.469 39023.217
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate 21007.261 21043.094 9.0447346 18.426318 47435.078 47508.061
mod Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17115.715 17156.749 6.5120343 13.031835 38743.514 38827.220
obs Pacific (-Inf,26.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 20922.718 20964.522 8.9107312 18.286633 47348.159 47433.306
obs Pacific (-Inf,26.5] cstar_tref ~ temp + aou + nitrate 21719.597 21749.457 10.2306340 20.367356 48704.512 48765.332
mod Pacific (-Inf,26.5] cstar_tref ~ temp + aou + nitrate + silicate 17611.914 17647.087 7.1675951 13.926692 39474.245 39545.993
obs Pacific (-Inf,26.5] cstar_tref ~ temp + aou + nitrate + silicate 21245.065 21280.898 9.4234147 19.211135 47978.949 48051.933
mod Pacific (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate 18226.921 18256.232 8.0716864 15.685681 40868.776 40928.566
mod Pacific (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 17720.794 17755.967 7.3194330 14.354178 39845.422 39917.170
obs Pacific (-Inf,26.5] cstar_tref ~ temp + oxygen + nitrate + silicate 21421.344 21457.177 9.7143186 19.850805 48408.091 48481.075
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate 10936.986 10964.812 4.1036912 7.725425 21662.316 21718.096
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate 13425.477 13453.524 6.7305918 12.871650 26578.191 26634.322
mod Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 9517.417 9550.809 2.8394340 5.683729 19287.862 19354.799
obs Pacific (26.5,26.75] cstar_tref ~ aou + oxygen + nitrate + silicate 12873.049 12906.705 5.8663011 11.616953 25760.824 25828.181
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 10688.254 10721.646 3.8456027 7.305381 21234.421 21301.358
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate 13395.447 13429.103 6.6773628 12.757930 26509.932 26577.288
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 9263.774 9302.731 2.6574737 5.282858 18719.071 18797.163
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 12949.213 12988.479 5.9751491 11.879660 25946.291 26024.874
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 10884.676 10918.068 4.0463569 7.669921 21614.007 21680.944
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate 13452.897 13486.553 6.7731382 13.072407 26710.985 26778.342
mod Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 9415.514 9454.471 2.7640218 5.452995 18965.582 19043.675
obs Pacific (26.5,26.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13040.631 13079.897 6.1121035 12.275381 26212.023 26290.606
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate 11124.320 11152.146 4.3077640 8.075277 22005.920 22061.701
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate 13491.564 13519.611 6.8417639 13.297064 26847.090 26903.220
mod Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 9547.817 9581.209 2.8618847 5.670300 19267.990 19334.927
obs Pacific (26.5,26.75] cstar_tref ~ temp + aou + nitrate + silicate 12989.456 13023.112 6.0380483 12.235543 26181.348 26248.705
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 11280.356 11308.183 4.4854683 8.420590 22334.323 22390.103
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate 13559.191 13587.238 6.9574280 13.654660 27064.243 27120.373
mod Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 9650.921 9684.313 2.9393586 5.809388 19457.035 19523.972
obs Pacific (26.5,26.75] cstar_tref ~ temp + oxygen + nitrate + silicate 13090.553 13124.209 6.1912812 12.676354 26466.780 26534.136
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate 13260.081 13289.280 3.2849292 6.270363 26190.299 26248.759
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate 17514.978 17544.647 5.5742310 11.436003 34615.766 34674.905
mod Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 12486.618 12521.658 2.8198818 5.620205 25089.697 25159.849
obs Pacific (26.75,27] cstar_tref ~ aou + oxygen + nitrate + silicate 16887.415 16923.018 4.9794994 10.470473 33639.815 33710.782
mod Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate 12816.988 12852.028 3.0093630 5.763643 25334.819 25404.971
mod Pacific (26.75,27] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 12238.222 12279.102 2.6842583 5.337425 24565.731 24647.575
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 12834.895 12869.934 3.0199896 5.697561 25207.484 25277.636
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate 17577.930 17613.533 5.6354532 11.554631 34732.973 34803.940
mod Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 11947.073 11987.953 2.5347414 4.961088 23815.056 23896.900
obs Pacific (26.75,27] cstar_tref ~ sal + temp + aou + nitrate + silicate 17049.423 17090.960 5.1243551 10.785642 33967.609 34050.403
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 13043.274 13078.314 3.1464440 5.989150 25723.594 25793.746
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate 17664.972 17700.575 5.7240499 11.778511 34941.185 35012.152
mod Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 12079.428 12120.307 2.6016495 5.114674 24127.896 24209.740
obs Pacific (26.75,27] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 17193.507 17235.043 5.2583965 11.092439 34272.869 34355.663
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate 17593.566 17623.235 5.6532928 11.647733 34814.358 34873.497
mod Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 12318.458 12353.498 2.7280651 5.434136 24745.490 24815.641
obs Pacific (26.75,27] cstar_tref ~ temp + aou + nitrate + silicate 17047.444 17083.047 5.1243745 10.804470 33981.416 34052.382
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate 17676.220 17705.889 5.7376559 11.864902 35014.510 35073.648
mod Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 12427.556 12462.595 2.7872864 5.598956 25051.427 25121.579
obs Pacific (26.75,27] cstar_tref ~ temp + oxygen + nitrate + silicate 17191.858 17227.461 5.2587278 11.113016 34287.796 34358.762
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + nitrate 14243.966 14274.116 2.4541677 4.874699 28615.009 28675.384
obs Pacific (27,27.25] cstar_tref ~ aou + oxygen + nitrate 20535.660 20566.303 4.9950376 9.799589 43072.989 43134.805
mod Pacific (27,27.25] cstar_tref ~ aou + oxygen + nitrate + silicate 14245.801 14281.982 2.4541019 4.848579 28551.359 28623.809
obs Pacific (27,27.25] cstar_tref ~ sal + aou + nitrate + silicate 20539.821 20576.593 4.9966302 10.150709 43608.505 43682.684
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 14354.263 14390.443 2.4978094 4.764413 28317.574 28390.025
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate 20246.720 20283.492 4.7852272 9.513938 42666.112 42740.291
mod Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 14335.714 14377.924 2.4894694 4.755641 28299.836 28384.361
obs Pacific (27,27.25] cstar_tref ~ sal + temp + aou + nitrate + silicate 20245.938 20288.838 4.7832640 9.463401 42589.499 42676.041
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 14586.267 14622.448 2.5939330 4.943415 28773.527 28845.978
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate 20289.262 20326.034 4.8153471 9.577194 42761.293 42835.471
mod Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 14546.793 14589.003 2.5764819 4.917878 28714.553 28799.078
obs Pacific (27,27.25] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 20289.978 20332.878 4.8144350 9.533942 42696.684 42783.226
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate 14358.388 14388.539 2.5003011 4.824554 28476.323 28536.698
obs Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate 20685.451 20716.094 5.1066217 10.007920 43373.061 43434.877
mod Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 14340.193 14376.374 2.4920962 4.816283 28459.951 28532.401
obs Pacific (27,27.25] cstar_tref ~ temp + aou + nitrate + silicate 20684.642 20721.414 5.1045062 9.967517 43315.137 43389.316
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate 14586.015 14616.166 2.5946712 4.968212 28834.809 28895.184
obs Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate 20780.349 20810.992 5.1786003 10.145719 43568.516 43630.332
mod Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 14546.459 14582.639 2.5771806 4.945632 28783.864 28856.314
obs Pacific (27,27.25] cstar_tref ~ temp + oxygen + nitrate + silicate 20781.730 20818.502 5.1781274 10.116160 43527.627 43601.806
mod Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate 16871.831 16902.513 2.8530990 5.230179 34982.106 35044.209
obs Pacific (27.25,27.5] cstar_tref ~ aou + oxygen + nitrate 20551.778 20582.778 4.0631530 8.329106 44884.543 44947.303
mod Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 18800.600 18837.419 3.7823459 7.564978 40593.019 40667.544
obs Pacific (27.25,27.5] cstar_tref ~ sal + aou + nitrate + silicate 20157.286 20194.486 3.8478365 8.176712 44616.159 44691.470
obs Pacific (27.25,27.5] cstar_tref ~ sal + oxygen + nitrate + silicate 20484.374 20521.574 4.0246118 8.526502 45275.417 45350.728
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 16932.832 16969.651 2.8778377 5.270453 35096.714 35171.238
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate 20286.827 20324.028 3.9168992 8.058713 44371.280 44446.591
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 16813.952 16856.908 2.8273821 5.201038 34916.808 35003.753
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + aou + nitrate + silicate 19956.342 19999.742 3.7420809 7.846156 43965.211 44053.074
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 17021.045 17057.864 2.9152255 5.327833 35250.845 35325.370
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate 20315.141 20352.341 3.9321584 8.083663 44419.403 44494.714
mod Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 16886.972 16929.927 2.8577538 5.247859 35044.538 35131.484
obs Pacific (27.25,27.5] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19977.765 20021.165 3.7531059 7.865679 44004.166 44092.029
mod Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate 17142.616 17173.299 2.9684177 5.379466 35365.295 35427.399
obs Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate 20680.796 20711.796 4.1357833 8.458336 45125.279 45188.038
mod Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 17037.688 17074.508 2.9223339 5.319939 35218.075 35292.599
obs Pacific (27.25,27.5] cstar_tref ~ temp + aou + nitrate + silicate 20579.950 20617.150 4.0777827 8.399643 45025.074 45100.386
mod Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate 17311.004 17341.686 3.0424669 5.499780 35684.255 35746.359
mod Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 17191.675 17228.494 2.9889284 5.431948 35520.713 35595.237
obs Pacific (27.25,27.5] cstar_tref ~ temp + oxygen + nitrate + silicate 20661.634 20698.834 4.1237817 8.482350 45178.447 45253.758
mod Pacific (27.5,27.75] cstar_tref ~ aou + nitrate + silicate 21956.927 21987.981 4.7691628 9.149475 46316.988 46379.761
mod Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 20698.429 20735.695 4.0186822 7.860424 43957.408 44032.736
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + nitrate + silicate 19405.305 19442.572 3.3689129 6.669674 42198.237 42273.784
obs Pacific (27.5,27.75] cstar_tref ~ sal + aou + oxygen + nitrate 20725.795 20763.062 4.0305669 7.293568 43418.420 43493.967
obs Pacific (27.5,27.75] cstar_tref ~ sal + oxygen + nitrate + silicate 19529.839 19567.107 3.4263698 6.864978 42679.457 42755.005
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 19279.954 19317.219 3.3144071 6.189700 40102.536 40177.864
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate 20584.629 20621.896 3.9540380 7.214369 43270.119 43345.666
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 19266.455 19309.931 3.3074368 6.167347 40045.933 40133.817
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + aou + nitrate + silicate 19396.314 19439.792 3.3638883 6.462715 41640.883 41729.022
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 19311.915 19349.180 3.3288273 6.210623 40153.491 40228.819
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate 20499.728 20536.995 3.9087128 7.170869 43190.096 43265.643
mod Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19298.149 19341.625 3.3217062 6.187291 40094.295 40182.178
obs Pacific (27.5,27.75] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 19365.095 19408.573 3.3496576 6.446837 41605.029 41693.167
mod Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate 19809.986 19841.041 3.5627977 6.596028 41080.175 41142.948
mod Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 19809.218 19846.484 3.5614585 6.582311 41047.025 41122.353
obs Pacific (27.5,27.75] cstar_tref ~ temp + aou + nitrate + silicate 20340.662 20377.929 3.8251881 7.186607 43292.351 43367.899
mod Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate 19912.716 19943.770 3.6128617 6.685849 41292.392 41355.166
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate 20667.391 20698.447 3.9998130 7.394965 43704.132 43767.088
mod Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 19911.579 19948.845 3.6113227 6.670653 41255.807 41331.136
obs Pacific (27.5,27.75] cstar_tref ~ temp + oxygen + nitrate + silicate 20334.953 20372.220 3.8222236 7.207341 43347.889 43423.436
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate 9422.083 9449.738 3.0174383 6.229689 19703.320 19758.944
mod Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 9300.115 9333.301 2.9188003 6.071261 19508.723 19575.472
obs Pacific (27.75,27.85] cstar_tref ~ sal + aou + nitrate + silicate 13109.088 13144.037 3.3147599 6.357007 25895.213 25965.161
obs Pacific (27.75,27.85] cstar_tref ~ sal + oxygen + nitrate + silicate 13202.951 13237.900 3.3775239 6.632458 26330.063 26400.011
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 8416.077 8449.263 2.3028907 4.799024 17697.460 17764.209
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate 13479.315 13514.264 3.5693070 6.419093 25935.672 26005.621
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 8282.706 8321.423 2.2208118 4.679794 17506.528 17584.402
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + aou + nitrate + silicate 13064.551 13105.325 3.2840757 6.090362 25445.290 25526.896
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 8449.440 8482.626 2.3235816 4.835818 17756.365 17823.114
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate 13445.330 13480.279 3.5451480 6.394108 25900.225 25970.173
mod Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 8311.857 8350.574 2.2382361 4.710807 17557.568 17635.443
obs Pacific (27.75,27.85] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 13023.935 13064.709 3.2575275 6.060499 25398.710 25480.316
mod Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate 8709.461 8737.116 2.4926757 5.146452 18232.091 18287.716
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate 13480.613 13509.738 3.5716603 6.422427 25936.707 25994.997
mod Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 8459.622 8492.808 2.3299328 4.928755 17901.138 17967.887
obs Pacific (27.75,27.85] cstar_tref ~ temp + aou + nitrate + silicate 13230.023 13264.972 3.3958460 6.212359 25627.117 25697.066
mod Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate 8778.869 8806.524 2.5394935 5.229065 18354.718 18410.342
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate 13447.626 13476.750 3.5481926 6.398070 25902.144 25960.435
mod Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 8520.036 8553.222 2.3679775 4.999473 18011.178 18077.927
obs Pacific (27.75,27.85] cstar_tref ~ temp + oxygen + nitrate + silicate 13194.507 13229.456 3.3718292 6.185806 25587.057 25657.005
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate 11184.410 11212.923 3.0181406 5.903653 22234.278 22291.333
mod Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 10889.494 10923.710 2.8223980 5.554122 21697.418 21765.884
obs Pacific (27.85,27.95] cstar_tref ~ sal + aou + nitrate + silicate 15942.976 15979.219 3.1495594 5.988407 32171.926 32244.766
mod Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 11248.010 11282.225 3.0604206 6.139326 22588.815 22657.281
obs Pacific (27.85,27.95] cstar_tref ~ sal + oxygen + nitrate + silicate 16387.961 16424.204 3.3836052 6.443306 33110.327 33183.167
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 9982.863 10017.079 2.2998348 4.404744 19629.804 19698.269
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate 15966.999 16003.241 3.1617704 5.966461 32116.225 32189.065
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + nitrate + silicate 15676.029 15718.312 3.0160252 5.718840 31583.577 31668.557
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + aou + silicate 11196.138 11230.354 3.0247787 6.296513 22807.507 22875.972
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 10024.108 10058.323 2.3213566 4.453786 19728.905 19797.370
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate 16008.488 16044.731 3.1829719 6.008470 32206.394 32279.234
obs Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15634.995 15677.278 2.9961558 5.702500 31551.138 31636.118
mod Pacific (27.85,27.95] cstar_tref ~ sal + temp + oxygen + silicate 11199.137 11233.352 3.0268276 6.300476 22813.110 22881.576
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 10441.417 10469.930 2.5519218 4.877164 20529.762 20586.816
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate 15970.025 16000.228 3.1643316 5.969039 32117.291 32177.991
mod Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 10329.517 10363.732 2.4871163 4.766216 20330.587 20399.053
obs Pacific (27.85,27.95] cstar_tref ~ temp + aou + nitrate + silicate 15727.148 15763.391 3.0419428 5.767628 31688.191 31761.031
mod Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 10533.426 10561.939 2.6055027 4.989526 20732.967 20790.022
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate 16012.848 16043.050 3.1862343 6.011864 32209.062 32269.762
obs Pacific (27.85,27.95] cstar_tref ~ temp + oxygen + nitrate + silicate 15702.385 15738.628 3.0298330 5.760636 31675.781 31748.621
obs Pacific (27.95,28.05] cstar_tref ~ aou + oxygen + nitrate 20488.791 20520.500 2.7769045 5.461773 41484.082 41547.693
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 11764.580 11800.238 1.9499663 3.607213 21116.141 21186.566
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + nitrate + silicate 20593.459 20631.511 2.8110861 5.443968 41420.252 41496.585
obs Pacific (27.95,28.05] cstar_tref ~ sal + aou + oxygen + nitrate 20489.631 20527.682 2.7765206 5.442140 41424.179 41500.512
mod Pacific (27.95,28.05] cstar_tref ~ sal + aou + silicate 11794.046 11823.762 1.9608915 3.709701 21404.644 21463.332
mod Pacific (27.95,28.05] cstar_tref ~ sal + nitrate + silicate 12107.948 12137.663 2.0732855 4.062741 22344.352 22403.040
mod Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + nitrate + silicate 11950.337 11985.996 2.0153535 3.775257 21593.632 21664.057
mod Pacific (27.95,28.05] cstar_tref ~ sal + oxygen + silicate 11950.286 11980.002 2.0160511 3.799970 21657.369 21716.057
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou 11660.217 11689.933 1.9148456 3.758777 21527.908 21586.595
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate 20600.793 20638.844 2.8135438 5.535693 41718.333 41794.666
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + nitrate + silicate 20322.962 20367.355 2.7212732 5.319549 41036.382 41125.437
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + aou + silicate 11508.711 11544.369 1.8633592 3.589442 21057.817 21128.242
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + nitrate + silicate 12090.328 12125.986 2.0660755 4.026861 22258.272 22328.697
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen 11663.005 11692.720 1.9157935 3.760095 21531.668 21590.356
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate 20743.318 20781.369 2.8617354 5.643889 42050.988 42127.320
obs Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 20306.858 20351.252 2.7160563 5.327846 41065.515 41154.570
mod Pacific (27.95,28.05] cstar_tref ~ sal + temp + oxygen + silicate 11511.695 11547.353 1.8643467 3.591072 21062.606 21133.031
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate 20599.373 20631.082 2.8137382 5.543727 41739.990 41803.601
obs Pacific (27.95,28.05] cstar_tref ~ temp + aou + nitrate + silicate 20414.968 20453.020 2.7519280 5.402516 41300.209 41376.541
obs Pacific (27.95,28.05] cstar_tref ~ temp + oxygen + nitrate + silicate 20433.201 20471.252 2.7579132 5.420146 41356.666 41432.999
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate 16027.516 16058.015 2.7521388 5.288842 29802.667 29863.078
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 7114.516 7147.846 1.5532647 2.693224 11977.802 12043.265
obs Pacific (28.05,28.1] cstar_tref ~ sal + aou + nitrate + silicate 15978.104 16014.703 2.7307452 5.218236 29640.493 29712.987
mod Pacific (28.05,28.1] cstar_tref ~ sal + aou + silicate 7209.738 7237.512 1.5933037 2.917920 12540.929 12595.482
mod Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 7223.002 7256.331 1.5980087 2.818959 12301.121 12366.584
obs Pacific (28.05,28.1] cstar_tref ~ sal + oxygen + nitrate + silicate 16101.479 16138.078 2.7823662 5.296360 29825.950 29898.444
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate 15949.522 15986.121 2.7189235 5.229515 29666.060 29738.554
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 6655.185 6694.069 1.3765655 2.418619 11239.397 11315.770
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + nitrate + silicate 15915.380 15958.079 2.7040483 5.178117 29548.074 29632.650
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + aou + silicate 6942.133 6975.462 1.4847292 2.802221 12258.446 12323.909
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + nitrate + silicate 7124.743 7158.072 1.5574285 2.918066 12541.914 12607.377
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate 16060.505 16097.104 2.7651150 5.332464 29908.001 29980.495
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6657.674 6696.558 1.3774628 2.425133 11258.711 11335.085
obs Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15947.546 15990.245 2.7172830 5.196760 29593.030 29677.606
mod Pacific (28.05,28.1] cstar_tref ~ sal + temp + oxygen + silicate 6941.578 6974.907 1.4845134 2.802280 12258.542 12324.005
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate 16023.500 16053.999 2.7504617 5.304601 29838.779 29899.190
mod Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 7398.171 7431.501 1.6729929 2.885750 12455.215 12520.678
obs Pacific (28.05,28.1] cstar_tref ~ temp + aou + nitrate + silicate 16001.829 16038.428 2.7405969 5.270033 29762.173 29834.667
mod Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 7410.190 7443.519 1.6782646 2.905382 12504.077 12569.540
obs Pacific (28.05,28.1] cstar_tref ~ temp + oxygen + nitrate + silicate 16070.968 16107.567 2.7695102 5.318777 29877.060 29949.554
obs Pacific (28.1,28.2] cstar_tref ~ aou + nitrate + silicate 15413.665 15444.135 2.5415294 4.865878 27988.914 28049.030
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate 15225.503 15255.974 2.4695578 4.857058 27949.640 28009.756
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate 11338.886 11375.511 1.3405848 2.487783 20769.377 20842.092
obs Pacific (28.1,28.2] cstar_tref ~ sal + aou + nitrate + silicate 15186.483 15223.048 2.4541401 4.760132 27719.695 27791.835
mod Pacific (28.1,28.2] cstar_tref ~ sal + aou + silicate 11904.700 11935.221 1.4607212 2.882146 22630.362 22690.958
mod Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate 11644.862 11681.486 1.4040399 2.624589 21450.446 21523.160
obs Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + nitrate + silicate 15218.122 15254.687 2.4660232 4.784115 27780.400 27852.539
mod Pacific (28.1,28.2] cstar_tref ~ sal + oxygen + silicate 11929.104 11959.624 1.4661192 2.887414 22654.212 22714.807
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate 15217.917 15254.481 2.4659459 4.828014 27884.573 27956.712
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 10643.062 10685.791 1.2063879 2.260774 19564.984 19649.818
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + nitrate + silicate 15184.457 15227.115 2.4526321 4.755298 27711.652 27795.815
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + aou + silicate 11698.149 11734.774 1.4153942 2.836376 22423.925 22496.640
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate 15310.382 15346.946 2.5010042 4.928716 28129.283 28201.422
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10664.975 10707.703 1.2103902 2.270188 19617.881 19702.715
obs Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 15200.433 15243.091 2.4586215 4.765390 27737.516 27821.678
mod Pacific (28.1,28.2] cstar_tref ~ sal + temp + oxygen + silicate 11701.069 11737.693 1.4160189 2.837314 22428.176 22500.890
mod Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 12380.552 12417.176 1.5691787 2.827312 22369.685 22442.399
obs Pacific (28.1,28.2] cstar_tref ~ temp + aou + nitrate + silicate 15394.364 15430.928 2.5332775 4.855027 27965.399 28037.538
mod Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 12427.364 12463.988 1.5803209 2.858356 22511.477 22584.192
obs Pacific (28.1,28.2] cstar_tref ~ temp + oxygen + nitrate + silicate 15498.025 15534.590 2.5736887 4.915279 28116.321 28188.460
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 10563.790 10602.476 0.7499542 1.336156 19010.158 19087.660
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + nitrate + silicate 4568.561 4598.639 1.8808408 4.294758 7253.381 7309.647
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate 4572.982 4603.060 1.8845866 4.299796 7258.423 7314.690
obs Pacific (28.2,28.3] cstar_tref ~ sal + aou + oxygen + nitrate + silicate 4570.549 4605.640 1.8808311 4.289030 7254.614 7320.258
mod Pacific (28.2,28.3] cstar_tref ~ sal + aou + silicate 10644.891 10677.129 0.7566651 1.500750 21362.547 21427.132
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate 10550.502 10589.188 0.7488866 1.340633 19086.597 19164.099
obs Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + nitrate + silicate 4574.206 4604.284 1.8856251 4.315432 7266.650 7322.916
mod Pacific (28.2,28.3] cstar_tref ~ sal + oxygen + silicate 10628.647 10660.886 0.7553487 1.491308 21241.650 21306.235
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate 4577.412 4607.490 1.8883477 4.320168 7270.818 7327.085
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 10547.161 10592.294 0.7484579 1.332758 18964.558 19054.976
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + nitrate + silicate 4570.540 4605.631 1.8808235 4.280906 7250.681 7316.326
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + oxygen + nitrate 4574.684 4609.776 1.8843345 4.295796 7260.322 7325.966
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + aou + silicate 10598.098 10636.784 0.7527175 1.458677 20816.399 20893.900
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + nitrate + silicate 10634.448 10673.134 0.7556565 1.476243 21048.235 21125.736
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 10552.156 10597.289 0.7488588 1.334733 18995.187 19085.606
obs Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 4573.794 4608.885 1.8835792 4.286024 7255.078 7320.722
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + oxygen + silicate 10599.364 10638.050 0.7528197 1.458883 20819.076 20896.577
mod Pacific (28.2,28.3] cstar_tref ~ sal + temp + silicate 10681.971 10714.209 0.7596790 1.482092 21117.884 21182.468
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + nitrate + silicate 4616.867 4646.945 1.9221781 4.323069 7295.400 7351.666
obs Pacific (28.2,28.3] cstar_tref ~ temp + aou + oxygen + nitrate + silicate 4614.118 4649.209 1.9180742 4.318964 7294.650 7360.295
obs Pacific (28.3, Inf] cstar_tref ~ sal + aou + nitrate 1238.412 1256.881 1.9138092 3.820837 1620.019 1650.987
mod Pacific (28.3, Inf] cstar_tref ~ sal + aou + nitrate + silicate 6574.605 6608.692 1.0999623 1.905744 10792.281 10859.165
obs Pacific (28.3, Inf] cstar_tref ~ sal + aou + nitrate + silicate 1239.595 1261.757 1.9111769 3.816591 1623.050 1660.211
obs Pacific (28.3, Inf] cstar_tref ~ sal + nitrate + silicate 1237.841 1256.310 1.9119707 3.825225 1620.035 1651.003
obs Pacific (28.3, Inf] cstar_tref ~ sal + oxygen + nitrate 1239.573 1258.042 1.9175537 3.818766 1620.631 1651.598
mod Pacific (28.3, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 6624.237 6658.324 1.1126311 1.905440 10785.167 10852.051
obs Pacific (28.3, Inf] cstar_tref ~ sal + oxygen + nitrate + silicate 1239.837 1261.999 1.9119568 3.809242 1622.522 1659.684
mod Pacific (28.3, Inf] cstar_tref ~ sal + temp + aou + nitrate 6766.115 6800.202 1.1496571 1.902668 10746.997 10813.880
obs Pacific (28.3, Inf] cstar_tref ~ sal + temp + aou + nitrate 1230.275 1252.438 1.8814257 3.781770 1613.250 1650.412
mod Pacific (28.3, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 6480.591 6520.359 1.0758620 1.820853 10426.039 10504.070
obs Pacific (28.3, Inf] cstar_tref ~ sal + temp + aou + nitrate + silicate 1229.606 1255.462 1.8729901 3.756553 1612.985 1656.339
mod Pacific (28.3, Inf] cstar_tref ~ sal + temp + nitrate + silicate 6478.623 6512.709 1.0758698 1.836712 10495.675 10562.559
obs Pacific (28.3, Inf] cstar_tref ~ sal + temp + nitrate + silicate 1236.014 1258.176 1.8996909 3.787696 1617.817 1654.978
mod Pacific (28.3, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 6767.468 6801.555 1.1500160 1.903783 10751.856 10818.740
obs Pacific (28.3, Inf] cstar_tref ~ sal + temp + oxygen + nitrate 1233.327 1255.490 1.8911180 3.788728 1616.044 1653.205
mod Pacific (28.3, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 6480.617 6520.384 1.0758683 1.821389 10428.545 10506.576
obs Pacific (28.3, Inf] cstar_tref ~ sal + temp + oxygen + nitrate + silicate 1231.048 1256.904 1.8775436 3.754857 1613.829 1657.184
mod Pacific (28.3, Inf] cstar_tref ~ temp + aou + nitrate + silicate 6478.700 6512.786 1.0758889 1.820906 10422.266 10489.150
mod Pacific (28.3, Inf] cstar_tref ~ temp + nitrate + silicate 6477.295 6505.700 1.0760366 1.902280 10780.636 10836.372
mod Pacific (28.3, Inf] cstar_tref ~ temp + oxygen + nitrate + silicate 6478.783 6512.870 1.0759097 1.821446 10424.788 10491.672

7.3 Target variable coefficients

A data frame to map the target variable is prepared.

# extend best model selection with coefficients

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

7.4 dcant coeffcients

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

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

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

7.5 Write files

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

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

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

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

8 Model diagnotics

8.1 Selection criterion vs predictors

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

8.1.1 All models

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

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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 sal silicate temp
Atlantic - mod
(-Inf,26.5] 6 7 6 7 9 8
(26.5,26.75] 6 7 6 6 10 6
(26.75,27] 5 6 5 8 10 6
(27,27.25] 5 8 5 10 6 6
(27.25,27.5] 6 10 6 10 5 4
(27.5,27.75] 6 10 6 10 5 4
(27.75,27.85] 7 10 6 7 8 5
(27.85,27.95] 8 10 6 8 5 4
(27.95,28.05] 7 10 7 6 6 6
(28.05,28.1] 7 10 7 6 6 6
(28.1,28.15] 7 10 6 5 5 7
(28.15,28.2] 6 10 6 7 7 7
(28.2, Inf] 7 10 6 6 9 4
total 83.00 118.00 78.00 96.00 91.00 73.00
Indian - mod
(-Inf,26.5] 6 10 7 6 6 7
(26.5,26.75] 6 10 4 6 5 8
(26.75,27] 6 10 4 6 5 8
(27,27.25] 6 10 4 6 5 8
(27.25,27.5] 6 10 4 8 5 6
(27.5,27.75] 4 5 5 10 6 5
(27.75,27.85] 4 5 3 7 9 5
(27.85,27.95] 3 10 5 2 6 6
(27.95,28.05] 5 10 5 8 6 6
(28.05,28.1] 4 6 5 6 10 9
(28.1,28.2] 5 5 5 10 10 5
(28.2,28.3] 5 6 5 10 10 6
(28.3, Inf] 7 7 6 7 9 7
total 67.00 104.00 62.00 92.00 92.00 86.00
Pacific - mod
(-Inf,26.5] 6 10 7 6 6 7
(26.5,26.75] 6 10 6 4 5 8
(26.75,27] 7 10 7 6 6 6
(27,27.25] 6 10 6 4 5 8
(27.25,27.5] 6 10 5 5 5 8
(27.5,27.75] 6 10 4 5 6 8
(27.75,27.85] 6 10 4 6 5 8
(27.85,27.95] 6 8 4 7 5 7
(27.95,28.05] 4 4 4 10 8 5
(28.05,28.1] 5 7 4 8 10 7
(28.1,28.2] 5 6 5 8 10 6
(28.2,28.3] 4 5 4 10 10 6
(28.3, Inf] 4 10 4 7 8 8
total 71.00 110.00 64.00 86.00 89.00 92.00
Atlantic - obs
(-Inf,26.5] 8 10 6 7 6 5
(26.5,26.75] 6 10 6 4 5 8
(26.75,27] 6 10 6 4 5 8
(27,27.25] 6 10 6 5 6 8
(27.25,27.5] 6 10 6 6 5 8
(27.5,27.75] 7 10 6 7 7 6
(27.75,27.85] 5 10 5 5 10 5
(27.85,27.95] 5 10 5 5 10 5
(27.95,28.05] 5 10 6 10 6 5
(28.05,28.1] 5 10 5 8 6 6
(28.1,28.15] 5 10 5 6 6 8
(28.15,28.2] 6 10 5 5 6 8
(28.2, Inf] 7 10 5 8 6 6
total 77.00 130.00 72.00 80.00 84.00 86.00
Indian - obs
(-Inf,26.5] 5 9 4 6 6 10
(26.5,26.75] 6 10 4 6 5 8
(26.75,27] 6 10 4 6 5 8
(27,27.25] 7 10 3 6 6 7
(27.25,27.5] 5 10 3 8 7 7
(27.5,27.75] 4 10 4 6 10 5
(27.75,27.85] 4 10 4 6 10 5
(27.85,27.95] 6 10 5 6 6 7
(27.95,28.05] 5 10 5 6 6 8
(28.05,28.1] 6 10 4 7 6 7
(28.1,28.2] 8 10 6 8 5 5
(28.2,28.3] 9 10 5 6 5 7
(28.3, Inf] 6 10 6 6 8 5
total 77.00 129.00 57.00 83.00 85.00 89.00
Pacific - obs
(-Inf,26.5] 7 10 6 6 6 7
(26.5,26.75] 6 10 6 4 5 8
(26.75,27] 6 10 6 4 5 8
(27,27.25] 6 10 5 5 5 8
(27.25,27.5] 6 10 5 6 6 7
(27.5,27.75] 5 10 6 7 6 7
(27.75,27.85] 5 10 5 6 6 8
(27.85,27.95] 5 10 5 6 6 8
(27.95,28.05] 7 10 5 6 5 7
(28.05,28.1] 6 10 4 7 6 7
(28.1,28.2] 6 10 4 7 7 6
(28.2,28.3] 8 10 6 8 7 6
(28.3, Inf] 4 10 4 10 6 5
total 77.00 130.00 67.00 82.00 76.00 92.00

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

8.5 RMSE vs VIF

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

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

8.6 Residual patterns

8.6.1 Fitted vs true

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

i_binwidth <- 2

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

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

8.6.6 Spatial mean

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

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

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

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

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
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[[4]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
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cd8e0d5 jens-daniel-mueller 2021-08-06
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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c9ccc00 jens-daniel-mueller 2021-07-22
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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c18a8b1 jens-daniel-mueller 2021-07-09
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
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cd8e0d5 jens-daniel-mueller 2021-08-06
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127b801 jens-daniel-mueller 2021-07-24
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c18a8b1 jens-daniel-mueller 2021-07-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
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cd8e0d5 jens-daniel-mueller 2021-08-06
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c18a8b1 jens-daniel-mueller 2021-07-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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c18a8b1 jens-daniel-mueller 2021-07-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
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c18a8b1 jens-daniel-mueller 2021-07-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
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cd8e0d5 jens-daniel-mueller 2021-08-06
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910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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da61d1a jens-daniel-mueller 2021-08-06
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

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

[[21]]

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

[[22]]

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

[[23]]

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

[[24]]

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

[[25]]

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

[[26]]

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

[[27]]

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

[[28]]

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

[[29]]

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

[[30]]

Version Author Date
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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 

[[31]]

Version Author Date
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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 

[[32]]

Version Author Date
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29

8.6.7 Spatial offset

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

spatial_obs <- spatial_obs %>% 
  count(lon, lat, gamma_slab) %>% 
  filter(n == 2) %>% 
  select(-n)

spatial_residual_offset %>%
  rename(lat = lat_grid,
         lon = lon_grid) %>%
  group_split(data_source, gamma_slab) %>%
  # head(1) %>%
  map(~ p_map_dcant_slab(
    df = .x,
    var = ".resid_mean_offset",
    col = "divergent",
    title_text = "Residual offset distribution (era 2 - era 1)",
    subtitle_text = paste(
      "Data source:",
      unique(.x$data_source),
      "| density slab:",
      unique(.x$gamma_slab)
      ),
    legend_title = paste(params_local$MLR_target, "\nbias offset")
  ) +
    geom_raster(data = spatial_obs,
                aes(lon, lat))
  )
[[1]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
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147cb07 jens-daniel-mueller 2021-06-29 

[[5]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[6]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[7]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[8]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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127b801 jens-daniel-mueller 2021-07-24
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[9]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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da61d1a jens-daniel-mueller 2021-08-06
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2477316 jens-daniel-mueller 2021-07-23
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[10]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[11]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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d759279 jens-daniel-mueller 2021-08-02
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c18a8b1 jens-daniel-mueller 2021-07-09
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[12]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[13]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
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c18a8b1 jens-daniel-mueller 2021-07-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[14]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[15]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[16]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[17]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
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1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[18]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[19]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
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910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[20]]

Version Author Date
0b00a2b jens-daniel-mueller 2021-08-09
755c6b1 jens-daniel-mueller 2021-08-09
cd8e0d5 jens-daniel-mueller 2021-08-06
15773a0 jens-daniel-mueller 2021-08-06
da61d1a jens-daniel-mueller 2021-08-06
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910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[21]]

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

[[22]]

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

[[23]]

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

[[24]]

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

[[25]]

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

[[26]]

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

[[27]]

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

[[28]]

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

[[29]]

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

[[30]]

Version Author Date
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 2021-07-24
912d90e jens-daniel-mueller 2021-07-23
2477316 jens-daniel-mueller 2021-07-23
c9ccc00 jens-daniel-mueller 2021-07-22
971ce87 jens-daniel-mueller 2021-07-13
910d64a jens-daniel-mueller 2021-07-02
1cbf907 jens-daniel-mueller 2021-07-02
955f5dc jens-daniel-mueller 2021-06-29
147cb07 jens-daniel-mueller 2021-06-29 

[[31]]

Version Author Date
da61d1a jens-daniel-mueller 2021-08-06
340d731 jens-daniel-mueller 2021-08-06
71546e4 jens-daniel-mueller 2021-08-06
29444a1 jens-daniel-mueller 2021-08-05
42e80c0 jens-daniel-mueller 2021-08-04
48f6eed jens-daniel-mueller 2021-08-04
81a46a4 jens-daniel-mueller 2021-08-03
b88c61b jens-daniel-mueller 2021-08-03
a53656d jens-daniel-mueller 2021-08-03
88f7356 jens-daniel-mueller 2021-08-02
d759279 jens-daniel-mueller 2021-08-02
127b801 jens-daniel-mueller 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 

[[32]]

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

9 VIF

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

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

9.1 Write files

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

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

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

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

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

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

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

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

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

other attached packages:
 [1] tictoc_1.0.1     gt_0.2.2         corrr_0.4.3      broom_0.7.5     
 [5] kableExtra_1.3.1 knitr_1.30       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_1.1.2     
[21] tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0  workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_1.4-1        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.1.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.5            rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.11          farver_2.0.3             generics_0.0.2          
[40] jsonlite_1.7.1           zip_2.1.1                car_3.0-10              
[43] magrittr_1.5             Matrix_1.2-18            Rcpp_1.0.5              
[46] munsell_0.5.0            fansi_0.4.1              abind_1.4-5             
[49] lifecycle_1.0.0          stringi_1.5.3            whisker_0.4             
[52] yaml_2.2.1               carData_3.0-4            MASS_7.3-53             
[55] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[58] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[61] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[64] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[67] evaluate_0.14            RcppArmadillo_0.10.1.2.0 data.table_1.13.2       
[70] modelr_0.1.8             vctrs_0.3.5              tweenr_1.0.2            
[73] httpuv_1.5.4             cellranger_1.1.0         gtable_0.3.0            
[76] polyclip_1.10-0          reshape_0.8.8            assertthat_0.2.1        
[79] openxlsx_4.2.3           xfun_0.18                RcppEigen_0.3.3.7.0     
[82] later_1.1.0.1            viridisLite_0.3.0        ellipsis_0.3.1          
[85] here_0.1